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desktop app that sends your internet traffic through proxy servers you add, on Windows, Linux or macOS.","summary":"v2rayN is a window-based client for proxy protocols such as VMess, VLESS, Trojan and Shadowsocks. You install it, paste the server details or a subscription link your provider gave you, pick a server and the app routes your traffic through it. It does not include any servers: you rent them or run your own. Ready downloads exist for Windows, Linux (.deb and .rpm) and macOS (.dmg), each between 70 and 161 MB because the connection programs (Xray, sing-box) travel inside. Configuration is explained in the project wiki, not in the README.","easeRationale":"On Windows you unzip the ready v2rayN-windows-64.zip and open the program, and the one extra step is pasting the server details or the subscription link from your provider before anything works. macOS has a .dmg and Linux has .deb and .rpm packages, so the install is just as direct there; on every system the server setup is explained in the wiki and not in the README.","costNote":"The app costs nothing and the code is GPL-3.0. The proxy servers it connects to are a separate expense: you rent them from a provider or host your own.","notVerified":["Whether it really connects on each of Windows, macOS and Linux with your own server","Which versions of the Xray and sing-box connection programs are inside the download, and whether the app updates them by itself from the internet","What the owner of the proxy server you add does with your traffic or logs","Real disk use after first run, estimated at 161 to 483 MB","Whether the file you downloaded matches the GPG signature, unless you check it"]},"zh-Hans":{"summaryShort":"一款桌面应用，可将你的网络流量通过你自行添加的代理服务器发送，支持 Windows、Linux 或 macOS。","summary":"v2rayN 是一个支持 VMess、VLESS、Trojan 和 Shadowsocks 等代理协议的窗口化客户端。你安装它后，粘贴服务商提供的服务器信息或订阅链接，选择一个服务器，应用就会把你的流量通过它转发出去。它不包含任何服务器：你需要自己租用或自行搭建。Windows、Linux（.deb 和 .rpm）和 macOS（.dmg）都有现成的下载包，每个文件在 70 到 161 MB 之间，因为连接程序（Xray、sing-box）打包在里面。配置方法写在项目 wiki 里，不在 README 中。","easeRationale":"在 Windows 上，你解压现成的 v2rayN-windows-64.zip 并打开程序即可，唯一额外的步骤是在一切开始工作之前粘贴服务商给的服务器信息或订阅链接。macOS 提供 .dmg，Linux 提供 .deb 和 .rpm 包，安装同样直接；在所有系统上，服务器设置都写在 wiki 里，而不是 README 中。","costNote":"这个应用本身不花钱，代码采用 GPL-3.0 许可。它连接的代理服务器是另一笔开销：你可以向服务商租用，也可以自己搭建。","notVerified":["它是否真的能在 Windows、macOS 和 Linux 上用你自己的服务器连接成功","下载包里到底是哪个版本的 Xray 和 sing-box 连接程序，以及应用是否会自己从网上更新它们","你添加的代理服务器的所有者会如何处理你的流量或日志","首次运行后的实际磁盘占用，估计在 161 到 483 MB 之间","除非你自己核对，否则无法确认下载的文件是否与 GPG 签名相符"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxODY3MzMwOTU=","slug":"2dust__v2rayng","name":"v2rayNG","owner":"2dust","fullName":"2dust/v2rayNG","type":"ready_app","status":"active","grade":"B","easeByPlatform":{},"risk":"attention","signals":[{"code":"legal_status_varies_by_country","severity":"attention","evidence":"项目标签是 \"proxy, shadowsocks, socks5, trojan, vless, vmess, vpn, xray, xtls\"——这些协议本就是为了让流量绕过网络封锁而设计的。这款应用本身在大多数地方是合法的，但在一些国家使用这类工具会受到限制甚至可能被追责。","source":"ai","title":"法律地位因国家而异"},{"code":"traffic_goes_through_third_party_server","severity":"attention","evidence":"README：\"A V2Ray client for Android, support Xray core and v2fly core\"。应用不附带任何服务器，所以所有经过代理的流量都会通过你导入的服务器或订阅，运营方可以看到你的连接。","source":"ai","title":"流量经过第三方服务器"},{"code":"downloads_rule_files_at_run_time","severity":"info","evidence":"README（Geoip 和 Geosite 部分）：下载功能 \"will get enhanced version in this repo\"（github.com/Loyalsoldier/v2ray-rules-dat），\"it needs a working proxy\"；也 \"possible to use a third-party dat file in the same folder\"。所以路由规则可以在安装之后从应用外部获取。","source":"ai","title":"运行时会下载规则文件"},{"code":"no_binaries_detected_in_releases","severity":"info","evidence":"最近三个版本（2.3.14、2.3.13、2.3.12）在 Radar 的检查中显示 \"no platform binaries\"，因为这些文件是 Android APK，而不是桌面安装程序。README 补充说发布文件带有 GPG 签名并给出了密钥指纹，所以下载内容是可以核实的。","source":"ai","title":"发布版本中未检测到可执行文件"}],"platforms":[],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["network"],"alternativeTo":[{"slug":"surge","name":"Surge","confirmed":true}],"declaredAlternatives":[],"stars":65078,"downloads":47187777,"downloadsWeek":296901,"downloadsDays":5,"growth":336,"growthDays":5,"history":[{"date":"2026-10-26","stars":64742},{"date":"2026-10-27","stars":64819},{"date":"2026-10-28","stars":64882},{"date":"2026-10-29","stars":64940},{"date":"2026-10-30","stars":65015},{"date":"2026-10-31","stars":65078}],"firstPublishedAt":"2026-10-27T01:10:12.594Z","commitSha":"aa4b05503a504a3f2e43818e6ee8ebf1caaa3df0","verifiedAt":"2026-10-31T01:41:43.052Z","lastCommitAt":"2026-10-28T02:40:04Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An Android app that sends your phone's internet traffic through a proxy server you supply, to reach blocked sites.","summary":"v2rayNG is an Android app that routes your phone's internet traffic through a proxy server, which is mostly used to reach websites and services that are blocked on a network or in a country. It speaks the VMess, VLESS, Shadowsocks and Trojan protocols using the Xray or v2fly engine. The app brings no servers of its own: you paste in a server or subscription link from a provider, or from a server you rent yourself. It does not run on a computer; the README points desktop users to v2rayN instead.","easeRationale":"It is an Android-only app, so none of the desktop platforms get a grade. On Android you install a ready APK from the GitHub releases page, but nothing works until you import a server or a subscription link from somewhere else.","costNote":"The app is free (GPL-3.0). It only works with a proxy server, which usually means paying a provider or renting your own server.","notVerified":["Which APK to pick for a given phone (arm64-v8a, armeabi-v7a, universal or x86) and how the regular and F-Droid builds differ.","Whether the GPG signature on the releases matches the fingerprint printed in the README.","How trustworthy any given server provider is; that depends on the provider, not on this app.","Battery and speed impact of keeping the VPN mode on.","Whether the engine bundled in the app is up to date, since the README says the core inside the aar is \"(probably) outdated\" for self-built versions."]},"zh-Hans":{"summaryShort":"一款 Android 应用，通过你自己提供的代理服务器转发手机的网络流量，以访问被屏蔽的网站。","summary":"v2rayNG 是一款 Android 应用，把你手机的网络流量通过一个代理服务器转发出去，主要用于访问在某个网络或某个国家被屏蔽的网站和服务。它使用 Xray 或 v2fly 引擎，支持 VMess、VLESS、Shadowsocks 和 Trojan 协议。应用本身不带任何服务器：你需要粘贴服务商提供的服务器或订阅链接，或者自己租用的服务器。它不能在电脑上运行；README 把桌面用户指向了 v2rayN。","easeRationale":"这是一款仅支持 Android 的应用，所以没有任何桌面系统获得评分。在 Android 上，你从 GitHub 发布页安装一个现成的 APK，但在你从别处导入服务器或订阅链接之前，什么都用不了。","costNote":"这个应用是免费的（GPL-3.0）。它只能配合代理服务器使用，这通常意味着要向服务商付费，或者自己租一台服务器。","notVerified":["对某款手机该选哪个 APK（arm64-v8a、armeabi-v7a、universal 还是 x86），以及常规版和 F-Droid 版有什么区别","发布版本上的 GPG 签名是否与 README 中公布的指纹相符","某个服务器服务商有多靠得住；这取决于服务商本身，与这款应用无关","一直开着 VPN 模式对电池和速度的影响","应用自带的引擎是否是最新的，因为 README 说自行编译版本里 aar 内的核心 \"(probably) outdated\"（可能已过时）"]}}},{"id":"R_kgDORRCyRw","slug":"addyosmani__agent-skills","name":"Agent Skills (Addy Osmani)","owner":"addyosmani","fullName":"addyosmani/agent-skills","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"low","signals":[{"code":"plugin_includes_hooks","severity":"info","evidence":"README.md 中的项目结构：\"Claude Code adapter | `.claude/commands/` (9 commands), `.claude-plugin/`, `hooks/` | Slash-command wrappers, marketplace metadata, and lifecycle hooks\"。hooks 会在与助手的会话期间自动运行。","source":"ai","title":"插件包含 hooks（钩子）"},{"code":"autonomous_build_mode","severity":"info","evidence":"README.md：\"`/build auto` generates the plan and implements every task in a single approved pass — you approve the plan once, then it runs autonomously.\"","source":"ai","title":"自主构建模式"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":112257,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":1441,"growthDays":5,"history":[{"date":"2026-10-26","stars":110816},{"date":"2026-10-27","stars":111143},{"date":"2026-10-28","stars":111468},{"date":"2026-10-29","stars":111752},{"date":"2026-10-30","stars":112007},{"date":"2026-10-31","stars":112257}],"firstPublishedAt":"2026-10-27T01:10:12.595Z","commitSha":"aeac41d4d005999432bb7312f7ff06383a91d59d","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T06:40:28Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A pack of written step-by-step workflows that teach AI coding assistants to plan, test, review and ship code more carefully.","summary":"Agent Skills is a collection of 25 instruction files (\"skills\"), 9 slash commands and 4 reviewer roles for AI coding assistants such as Claude Code, Cursor, Codex, Gemini CLI and Copilot. Each skill is a plain-text checklist the assistant follows, for example writing a spec before code, testing first, or reviewing security before release. It is for programmers who already use an AI coding assistant. You add it with one or two commands inside the assistant, or with npx skills add. The skills are free, but the assistant that reads them usually needs a paid plan.","easeRationale":"You need an AI coding assistant already installed, then run one or two commands such as /plugin marketplace add addyosmani/agent-skills and /plugin install agent-skills@addy-agent-skills (or npx skills add, which needs Node.js).","costNote":"The skills are free (MIT). They only work inside an AI coding assistant, which usually needs a paid plan or API usage.","notVerified":["Whether the skills actually change the assistant's results on a real project.","What the bundled Claude Code hooks do in each session.","How much extra AI usage the longer workflows consume on a paid plan.","How well each assistant other than Claude Code picks up the commands on Windows."]},"zh-Hans":{"summaryShort":"一套书面的分步工作流程，教 AI 编程助手更谨慎地规划、测试、审查和发布代码。","summary":"Agent Skills 是一个集合，包含 25 个说明文件（“skills”）、9 个斜杠命令和 4 种审查角色，适用于 Claude Code、Cursor、Codex、Gemini CLI 和 Copilot 等 AI 编程助手。每个 skill 都是助手要遵循的纯文本清单，例如先写规格说明再写代码、先测试，或在发布前检查防护漏洞。它面向已经在使用 AI 编程助手的程序员。你可以在助手内用一两条命令添加它，也可以用 npx skills add。这些 skills 免费，但读取它们的助手通常需要付费套餐。","easeRationale":"你需要先装好一个 AI 编程助手，然后运行一两条命令，例如 /plugin marketplace add addyosmani/agent-skills 和 /plugin install agent-skills@addy-agent-skills（或使用 npx skills add，需要 Node.js）。","costNote":"这些 skills 免费（MIT）。它们只能在 AI 编程助手中使用，而助手通常需要付费套餐或按 API 用量计费。","notVerified":["这些 skills 在真实项目中是否真的会改变助手的结果。","随附的 Claude Code hooks 在每次会话中会做什么。","较长的工作流程在付费套餐上会额外消耗多少 AI 用量。","除 Claude Code 外，其他助手在 Windows 上识别这些命令的效果如何。"]}}},{"id":"R_kgDOQ77-1A","slug":"affaan-m__ecc","name":"ECC","owner":"affaan-m","fullName":"affaan-m/ECC","type":"dev_tool","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"284 天内获得 291779 个星标（约每天 1027 个）","source":"check","title":"星标增长速度异常"},{"code":"background_scripts_run_during_your_ai_sessions","severity":"attention","evidence":"安装配置可以生成一个 'hook runtime'，README 将其描述为 'Enforcement, session summaries, continuous learning, instincts, and context controls'。其中写道：'Any install whose profile or modules would materialize the hook runtime requires an explicit decision. Without --enable-hooks or --no-hooks, the installer prints what the hooks can do and stops before writing anything.' 一旦启用，这些脚本会在你的电脑上随会话事件自动运行。","source":"ai","title":"AI 会话期间在后台运行的脚本"},{"code":"one_command_sends_your_code_to_another_ai_provider","severity":"attention","evidence":"README，Astra review：'/astra-review sends Claude-written code to GPT-6-Astra for an independent cross-provider review. It runs the locally installed Codex CLI with your ChatGPT login (codex login) (...) Invoking the command is your consent to send that diff to OpenAI.'","source":"ai","title":"有一条命令会把你的代码发送给另一家 AI 服务商"},{"code":"sponsored_provider_links_with_referral_codes","severity":"info","evidence":".env.example 自称是 'Canonical list of required environment variables'，其中把 ATLAS_API_KEY 与 'https://www.atlascloud.ai/?utm_source=github&utm_medium=link&utm_campaign=ECC' 列在一起；README 的赞助商一行链接到 'https://platform.kimi.ai?aff=ecc'、'https://www.greptile.com/go/ecc' 和 'https://www.kimi.ai/code?aff=ecc'。Atlas Cloud 被列为过往赞助商。","source":"ai","title":"带推荐码的赞助服务商链接"},{"code":"some_commands_need_code_from_a_third_party_repository","severity":"info","evidence":"README：`multi-*` 命令需要另一个项目的 `ccg-workflow` 运行环境，而 ECC 自己也说明 'ECC does not bundle CCG or attest to a compatible, audited CCG release'。它要求你自行审查并安装上游项目的某个确切版本。","source":"ai","title":"部分命令需要第三方仓库的代码"},{"code":"always_loaded_rules_and_a_very_large_catalog","severity":"info","evidence":"README：'Access to 71 agents, 311 skills, and 97 legacy command shims, plus hooks, rules, memory, continuous learning'，以及 'Rules are always-loaded context, so begin with common and one pack for the stack you actually use.' 所有被加载的内容都会占用助手的上下文空间，并增加每次会话的成本。","source":"ai","title":"始终加载的规则和庞大的目录"},{"code":"ships_an_auto_update_script","severity":"info","evidence":"package.json 中发布的文件列表包含 `scripts/auto-update.js`，与 `scripts/install-apply.js` 和各个 hook 脚本放在一起，所以这个软件包自带更新程序；README 只声明 'ECC never uploads diagnostics automatically'。","source":"ai","title":"自带自动更新脚本"},{"code":"project_warns_about_fake_copies_of_itself","severity":"info","evidence":"README 的警告块：'Install ECC only from verified channels (...) Third-party re-uploads and unofficial mirrors are not maintained or reviewed by the project and may contain malware.'","source":"ai","title":"项目警告存在它的假冒副本"}],"platforms":["windows","mac","linux"],"tools":["node","other"],"buildTools":["python","node"],"disk":{"minMB":200,"maxMB":800,"basis":"heuristic"},"apiKeys":["Anthropic (or the account of your AI coding assistant)","GitHub token (for the optional GitHub connector)","Astraflow / UModelVerse (optional model provider)","Astraflow China endpoint (optional model provider)","Atlas Cloud (optional model provider)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","automation"],"alternativeTo":[{"slug":"claude-code","name":"Claude Code","confirmed":false}],"declaredAlternatives":[{"target":"claude-code","stance":"claims","evidence":"It delegates to the same safe setup flow, but it is available only after the plugin is installed and cannot replace Claude Code's built-in `/plugin` command during a first install"}],"stars":294074,"downloads":95339,"downloadsWeek":3521,"downloadsDays":6,"growth":5170,"growthDays":6,"history":[{"date":"2026-10-25","stars":288904},{"date":"2026-10-26","stars":289846},{"date":"2026-10-27","stars":290896},{"date":"2026-10-28","stars":291774},{"date":"2026-10-29","stars":292720},{"date":"2026-10-30","stars":293419},{"date":"2026-10-31","stars":294074}],"firstPublishedAt":"2026-10-25T23:18:55.736Z","commitSha":"25278e7d7b6cf6e6a4e7a6c8e10f14ff22f0eb5b","verifiedAt":"2026-10-29T01:41:24.512Z","lastCommitAt":"2026-10-30T03:06:32Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A large add-on pack of instructions, skills, agents and automatic checks for AI coding assistants such as Claude Code and Codex.","summary":"ECC plugs 71 agents, 311 skills, rules, memory and background scripts into an AI coding assistant so it plans, tests, reviews and remembers in a fixed routine. It is for people who already write software with Claude Code, Codex, Cursor or a similar assistant. It does not replace the assistant: it runs inside one, and the README says it cannot even replace Claude Code's own plugin command. You need Node.js 18 or newer, Git and the assistant, then setup commands in a terminal. Optional extras need keys from other services.","easeRationale":"Same work on Windows, macOS and Linux and there is no installer program: you first install Node.js 18 or newer, Git and an AI coding assistant, then run the guided setup in a terminal (`npx ecc-universal@2.2.3 setup`) and pick a scope and a hook profile. The 19 releases carry no platform files, and the README warns that stacking two install paths in one assistant duplicates skills, hooks and settings.","costNote":"ECC itself is free (MIT). It only works inside an AI coding assistant, which normally needs a paid plan or paid API use. The README also sells a hosted 'ECC Pro' GitHub App for private repositories from $19 per seat per month, plus sponsorship tiers.","notVerified":["What the hook scripts actually run on your computer during each session once enabled","Whether 311 skills and 71 agents improve results or mainly add context and cost","How much extra AI usage, and money, one session with ECC consumes","Whether the auto-update script fetches new code after installation","Whether the Windows setup works with the current version of each assistant","Whether uninstall really removes everything it wrote across several assistants","Real disk use after a full install plus the Node dependencies"]},"zh-Hans":{"summaryShort":"一个为 Claude Code、Codex 等 AI 编程助手提供指令、技能、代理和自动检查的大型扩展包。","summary":"ECC 为 AI 编程助手接入 71 个代理、311 个技能、规则、记忆和后台脚本,让它按固定流程进行规划、测试、审查和记忆。它适合已经在用 Claude Code、Codex、Cursor 或类似助手写代码的人。它不会取代助手本身:它运行在助手内部,README 甚至说它无法替代 Claude Code 自带的插件命令。你需要 Node.js 18 或更高版本、Git 以及该助手,然后在终端里运行安装命令。可选的扩展功能需要其他服务的密钥。","easeRationale":"在 Windows、macOS 和 Linux 上操作方式相同,也没有安装程序:先安装 Node.js 18 或更高版本、Git 和一个 AI 编程助手,然后在终端运行引导式安装(`npx ecc-universal@2.2.3 setup`),并选择范围和钩子配置。19 个发行版本都不含任何平台专属文件,README 还提醒,在同一个助手里叠加两种安装方式会导致技能、钩子和设置重复。","costNote":"ECC 本身是免费的(MIT 许可)。它只能在 AI 编程助手内部运行,而助手通常需要付费套餐或付费 API 使用。README 还出售托管版的“ECC Pro” GitHub 应用,面向私有仓库,每个席位每月 19 美元起,另有赞助等级。","notVerified":["启用后,钩子脚本在你电脑上每次会话实际执行了什么","311 个技能和 71 个代理是否真的提升效果,还是主要增加上下文和成本","使用 ECC 的一次会话会多消耗多少 AI 用量和费用","自动更新脚本是否会在安装后获取新代码","Windows 上的安装是否适用于各助手的当前版本","卸载是否真的清除了它在多个助手中写入的所有内容","完整安装加上 Node 依赖项后的实际磁盘占用"]}}},{"id":"R_kgDORqec6w","slug":"ai-job-search-dev__ai-job-search","name":"AI Job Search","owner":"ai-job-search-dev","fullName":"ai-job-search-dev/ai-job-search","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"young_owner_account","severity":"attention","evidence":"所有者账号是 10 天前创建的","source":"check","title":"所有者账号很新"},{"code":"public_copy_exposes_personal_data","severity":"attention","evidence":"README 第 1 步：“A fork of this repo is always public — GitHub does not allow private forks of public repositories — and /setup... writes your personal data (name, contact details, employment history, salary expectations) into tracked files.” README 自己的建议是改用私有仓库。","source":"ai","title":"公开副本会暴露个人数据"},{"code":"automated_access_against_portal_terms","severity":"attention","evidence":"README“Job search tools”部分：linkedin-search 这个技能“built on LinkedIn's public, unauthenticated jobs-guest endpoints”，并且“Intended for personal use only — automated access is against LinkedIn's Terms of Service, so keep volume low.”它还说需要登录才能访问的网站会被跳过，条款较严格的网站会收到仅限个人使用的提示。","source":"ai","title":"自动化访问违反招聘网站条款"},{"code":"prompt_injection_defenses_not_a_sandbox","severity":"attention","evidence":"README 第 5 步的警告：“Postings are treated as untrusted input... but agentic defenses are instruction-level, not a sandbox - on an unfamiliar job board, skim what was fetched and written before you hit send.”","source":"ai","title":"提示注入防护并非沙箱"},{"code":"optional_access_to_email_and_notes","severity":"info","evidence":"命令列表里包含“/gmail-sync — Proposes application status updates from your Gmail”和“/notion-sync — Publishes a read-only view of your pipeline to Notion”，这些步骤会让助手访问你的邮箱和 Notion 工作区。","source":"ai","title":"可选授权访问邮箱和笔记"},{"code":"results_are_the_author_own_account","severity":"info","evidence":"README“Does it actually work?”部分：“Sixty-nine tailored applications, twenty first interviews, and one signed contract later, I started as an AI engineer in June 2026.”这些是作者本人求职经历的数据。","source":"ai","title":"结果来自作者本人的经历"},{"code":"repository_moved_to_a_new_account","severity":"info","evidence":"仓库现在位于 ai-job-search-dev/ai-job-search，但 README 里的徽章仍写着“MadsLorentzen%2Fai-job-search”；确定性检查显示所有者账号只有 10 天，但仓库本身是 2026-03-18 建立的。","source":"ai","title":"仓库迁移到了新账号"}],"platforms":["windows","mac","linux"],"tools":["python","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["Anthropic (Claude subscription or API credits)","Gmail connector, for the optional /gmail-sync","Notion, for the optional /notion-sync"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","productivity"],"alternativeTo":[{"slug":"jobscan","name":"Jobscan","confirmed":true},{"slug":"teal","name":"Teal","confirmed":true},{"slug":"kickresume","name":"Kickresume","confirmed":true}],"declaredAlternatives":[],"stars":68466,"downloads":0,"downloadsWeek":0,"downloadsDays":0,"growth":2115,"growthDays":5,"history":[],"firstPublishedAt":"2026-11-01T01:55:44.403Z","commitSha":"7f01d752516d955a694271f75ee5534bc344873a","verifiedAt":"2026-11-01T01:42:33.633Z","lastCommitAt":"2026-10-31T13:28:12Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A Claude Code workflow for job hunting on your own computer: find postings, tailor CV and cover letter, prep interviews.","summary":"This is a set of commands and skills you add to Claude Code to run your job search on your own computer. After you fill in a profile, /scrape searches job portals, /rank sorts postings by fit, /apply writes a tailored CV and cover letter in LaTeX and compiles them to PDF with an ATS text check, and /interview builds a prep pack. It is for job seekers who are happy in a terminal: you need Claude Code with a paid Claude plan or API credits, plus Python, Bun and a LaTeX install. The portal searches it ships with are Danish, LinkedIn and a tech aggregator.","easeRationale":"All three systems are a D: the 'What you need' table asks for Claude Code, Python 3.10+, Bun and a full LaTeX distribution with lualatex and xelatex, and you then clone the repository and run commands such as 'python3 tools/install_portal_clis.py' before the slash commands work. There are no ready binaries in any release.","costNote":"The repository is free (MIT), but the README says Claude Code has 'No free tier: a Claude Pro/Max/Team subscription or Anthropic API credits'.","notVerified":["Whether it leads to more interviews for you","What the Claude usage really costs per application","Whether the LaTeX templates compile on your own TeX install","Whether the Danish portal searches can be replaced for your country without work","Whether the integrity gate catches every instruction hidden in a job posting"]},"zh-Hans":{"summaryShort":"一套在你自己电脑上运行的 Claude Code 求职工作流：查找职位、定制简历和求职信、准备面试。","summary":"这是一套你添加到 Claude Code 中、在自己电脑上运行求职流程的命令和技能（skills）。填好个人资料后，/scrape 会在招聘网站上搜索，/rank 按匹配度给职位排序，/apply 用 LaTeX 写出定制的简历和求职信，编译成 PDF 并做 ATS 文本检查，/interview 则整理一份面试准备资料包。它适合愿意在终端里操作的求职者：你需要有付费 Claude 计划或 API 额度的 Claude Code，还要装 Python、Bun 和 LaTeX。它自带的招聘网站搜索包括一个丹麦招聘网站、LinkedIn 和一个技术类聚合网站。","easeRationale":"三个系统都是 D 级：“所需条件”表要求有 Claude Code、Python 3.10+、Bun，以及带 lualatex 和 xelatex 的完整 LaTeX 发行版，然后你还要克隆仓库，运行像 'python3 tools/install_portal_clis.py' 这样的命令，斜杠命令才能用。任何发行版里都没有现成的二进制文件。","costNote":"仓库本身是免费的（MIT 许可），但 README 说 Claude Code“没有免费层：需要 Claude Pro/Max/Team 订阅或 Anthropic API 额度”。","notVerified":["是否真的能帮你拿到更多面试机会","每次投递实际花费多少 Claude 用量成本","LaTeX 模板能否在你自己的 TeX 环境里编译通过","丹麦招聘网站的搜索能否不费力地换成你所在国家的","完整性检查是否能拦住每一条隐藏在招聘信息里的指令"]}}},{"id":"R_kgDOVM98OA","slug":"aicodeking__leanrea","name":"LeanREA","owner":"aicodeking","fullName":"aicodeking/leanrea","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"reverse_engineering_may_be_restricted","severity":"attention","evidence":"该项目的全部目的就是逆向工程：描述中说它 \"replaces REA (Reverse Engineer Anything)\"，基准测试任务会追踪 \"a real Electron app's app.asar\" 内部的功能以及一款桌面应用的原生插件。拆解不属于你的软件可能违反其许可条款，在一些国家还受到法律限制。与 REA 的 README 不同，这个项目没有任何关于合法使用的声明。","source":"ai","title":"逆向工程可能受到限制"},{"code":"the_speed_numbers_come_from_the_author","severity":"info","evidence":"标题数字 \"38% faster, 35% cheaper\" 来自作者自己针对其对标项目所做的基准测试，他在 Caveats 中写道 \"Only 3 reps per cell, one model, one machine\"，并说明 Ghidra、Hopper 和 jadx 没有安装。他还指出，相比完全不使用 skill，提升幅度更小，\"about 19% faster\"。","source":"ai","title":"速度数据来自作者本人"},{"code":"the_assistant_runs_shell_commands_on_your_machine","severity":"info","evidence":"对比表中写着 \"Tools added to the agent: 0 (uses Bash)\"，也就是说这个 skill 的工作方式是让助手以你的权限直接运行命令，包括对被检查程序的 \"runtime tracing\"。","source":"ai","title":"助手会在你的电脑上运行 shell 命令"},{"code":"very_new_and_idle_since_launch","severity":"info","evidence":"仓库创建于 2026-10-17，已有 3233 个星标，没有发布版本，最后一次提交是 2026-10-17（距本次检查 10 天前），其中只有 .gitignore、LICENSE、README.md、bench/ 和 leanrea/。","source":"ai","title":"非常新，发布后一直没有更新"}],"platforms":["mac","linux"],"tools":["node","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["AI coding assistant (Claude Code, Codex, Cursor, Gemini CLI and similar)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development"],"alternativeTo":[{"slug":"ida-pro","name":"IDA Pro","confirmed":true}],"declaredAlternatives":[],"stars":3799,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":809,"growthDays":5,"history":[{"date":"2026-10-26","stars":2990},{"date":"2026-10-27","stars":3232},{"date":"2026-10-28","stars":3444},{"date":"2026-10-29","stars":3619},{"date":"2026-10-30","stars":3747},{"date":"2026-10-31","stars":3799}],"firstPublishedAt":"2026-10-27T01:10:12.596Z","commitSha":"09ba4aa0217f82cd880f855a60b877f59f39b22b","verifiedAt":"2026-10-28T01:54:12.894Z","lastCommitAt":"2026-10-17T03:26:06Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A short instruction file that teaches an AI coding assistant to take apart programs on your computer with plain command-line tools.","summary":"leanrea is a single 8 KB instruction file (a \"skill\") for AI coding assistants such as Claude Code, Codex, Cursor or Gemini CLI. Instead of adding a server and hundreds of extra tools, it tells the assistant which ordinary command to use for each kind of file (Mac and Linux binaries, Electron apps, Android APKs, Go and .NET programs, WASM, SQLite, network captures) and warns it about common traps. The assistant then runs those commands itself. You install it with one npx command, and you supply the inspection tools and a paid AI assistant.","easeRationale":"On macOS, the system the author tested on, it is a C: `npx skills add aicodeking/leanrea` needs Node and a terminal, and the skill only pays off once the command-line inspection tools it routes to are present. Linux is the same grade for the Linux-side tools, but the author's examples lean on macOS commands such as otool and dyld_info. Windows is not covered: the manual install and the commands assume a Unix shell.","costNote":"The skill is free (MIT), but it only does anything inside a paid AI coding assistant. The author's own benchmark run of 36 tasks cost about 8 US dollars in model usage.","notVerified":["Whether the benchmark reproduces on another machine, model or app version; the author says the answer keys only match the versions he used.","Which inspection tools you have to install yourself (asar, jadx, apktool, Ghidra, tshark, binwalk and others are not included).","Whether the routing commands work on Linux and in agents other than Claude Code.","What the skill actually tells the assistant to do, since the SKILL.md text is not shown in the README."]},"zh-Hans":{"summaryShort":"一份简短的指令文件，教 AI 编程助手用普通的命令行工具拆解你电脑上的程序。","summary":"leanrea 是一个仅 8 KB 的单一指令文件（一种\"技能\"），供 Claude Code、Codex、Cursor 或 Gemini CLI 等 AI 编程助手使用。它不是添加一个服务器和成百上千的额外工具，而是告诉助手针对每种文件该用哪个常见命令（Mac 和 Linux 二进制文件、Electron 应用、安卓 APK、Go 和 .NET 程序、WASM、SQLite、网络抓包），并提醒它常见的坑。助手之后会自己运行这些命令。你用一条 npx 命令安装它，并自备检查工具和一个付费的 AI 助手。","easeRationale":"在作者实际测试过的 macOS 上，它得到 C 级：`npx skills add aicodeking/leanrea` 需要 Node 和终端，而这个技能只有在它所指向的命令行检查工具已经就位时才有用。Linux 在其自身工具上得到同样的评级，但作者的示例依赖于 otool 和 dyld_info 等 macOS 命令。Windows 完全没有被覆盖：手动安装步骤和命令都假定使用 Unix shell。","costNote":"这个技能是免费的（MIT），但它只能在付费的 AI 编程助手内部起作用。作者自己跑的 36 项任务基准测试花费了大约 8 美元的模型使用费用。","notVerified":["基准测试结果能否在另一台机器、模型或应用版本上重现；作者说标准答案只匹配他用过的那些版本。","你需要自己安装哪些检查工具（asar、jadx、apktool、Ghidra、tshark、binwalk 等均未包含）。","这些路由命令是否在 Linux 上以及 Claude Code 之外的助手中也能用。","这个技能到底告诉助手去做什么，因为 README 里并没有展示 SKILL.md 的文本内容。"]}}},{"id":"R_kgDOU9iibA","slug":"alchaincyf__huashu-art-motion","name":"Huashu Art Motion","owner":"alchaincyf","fullName":"alchaincyf/huashu-art-motion","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"windows":"D"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"20 天内获得 5308 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"demo_assets_not_mit","severity":"info","evidence":"README 的许可部分：Huashu 角色画面以及 'Clawd 是 Anthropic 的 Claude Code 吉祥物…GIF 与成片同样不随 MIT 授权'；字体保持 OFL 许可，笔画数据保持 Arphic Public License。只有代码和文档采用 MIT。","source":"ai","title":"演示素材不适用 MIT 许可"},{"code":"third_party_characters_in_demos","severity":"info","evidence":"README 中的演示戏仿了 Super Mario，用了 '像素Sam与Dario客串敌人'，并把 Anthropic 的吉祥物 Clawd 当作 'unofficial fan demo' 使用；还附带一个 Rick & Morty 风格的配方。","source":"ai","title":"演示中出现第三方角色"},{"code":"chinese_only_skill_content","severity":"info","evidence":"README（英文部分）：'The skill content is in Chinese.'","source":"ai","title":"skill 内容仅有中文"}],"platforms":["windows","mac"],"tools":["python","ffmpeg","node","other"],"buildTools":["ffmpeg"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["AI coding assistant (Claude Code, Codex or Kimi)","Volcano Engine voice cloning (optional narration)","Image generation tool for character frames (optional)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","video","image"],"alternativeTo":[{"slug":"after-effects","name":"After Effects","confirmed":true},{"slug":"remotion","name":"Remotion","confirmed":true}],"declaredAlternatives":[],"stars":5862,"downloads":2933,"downloadsWeek":234,"downloadsDays":5,"growth":551,"growthDays":5,"history":[{"date":"2026-10-26","stars":5311},{"date":"2026-10-27","stars":5538},{"date":"2026-10-28","stars":5674},{"date":"2026-10-29","stars":5762},{"date":"2026-10-30","stars":5826},{"date":"2026-10-31","stars":5862}],"firstPublishedAt":"2026-10-27T01:10:12.597Z","commitSha":"8a0d7d72ca65fcce6f8ba82c4a6c8dfe35b8422c","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-16T17:03:19Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"An add-on for AI coding assistants that turns art styles like Van Gogh or 8-bit into animated videos drawn with code.","summary":"huashu-art-motion is a 'skill' you add to an AI coding assistant such as Claude Code or Codex. It gives the assistant 36 art-style recipes (cave painting, Van Gogh, Bauhaus, 8-bit and more), 8 explainer-video styles and scripts to break down, render and check animations, so it can write code that draws moving paintings and exports MP4 clips. It is for video creators comfortable with a terminal. You need the coding assistant, plus uv (Python), ffmpeg and Playwright Chromium. The skill's texts are in Chinese.","easeRationale":"There is no app to download: you install the skill with `npx skills add`, set up uv, ffmpeg and Playwright Chromium, and drive everything through a coding assistant in a terminal.","costNote":"The skill is free (MIT); it needs an AI coding assistant such as Claude Code, Codex or Kimi to do the work. Voice and image generation are optional extras.","notVerified":["How good the animations are when the assistant makes something new, rather than the showcase clips.","How much the coding assistant costs per video in tokens or subscription use.","Whether rendering works smoothly on Windows; the README mentions a past Windows loading bug that was fixed.","Disk use after installing Playwright Chromium and the Python dependencies."]},"zh-Hans":{"summaryShort":"一款 AI 编程助手的附加组件，可把梵高、8 位像素等艺术风格变成用代码绘制的动画视频。","summary":"huashu-art-motion 是一个可添加到 Claude Code 或 Codex 等 AI 编程助手中的“skill”。它为助手提供 36 种艺术风格配方（洞穴壁画、梵高、包豪斯、8 位像素等）、8 种讲解视频风格，以及用于拆解、渲染和检查动画的脚本，让助手能编写代码来绘制会动的画作并导出 MP4 片段。适合习惯使用终端的视频创作者。你需要有编程助手，以及 uv（Python）、ffmpeg 和 Playwright Chromium。该 skill 的文字内容为中文。","easeRationale":"没有可下载的应用：你用 `npx skills add` 安装该 skill，配置好 uv、ffmpeg 和 Playwright Chromium，然后在终端里通过编程助手完成所有操作。","costNote":"该 skill 免费（MIT）；它需要 Claude Code、Codex 或 Kimi 等 AI 编程助手来完成工作。语音和图像生成是可选的附加功能。","notVerified":["当助手制作全新的内容而不是演示片段时，动画效果如何。","编程助手每制作一个视频要消耗多少 token 或订阅额度。","在 Windows 上渲染是否顺畅；README 提到过去有一个 Windows 加载问题，已经修复。","安装 Playwright Chromium 和 Python 依赖后占用多少磁盘空间。"]}}},{"id":"R_kgDOVOW1Yw","slug":"alchaincyf__huashu-motion","name":"Huashu Motion","owner":"alchaincyf","fullName":"alchaincyf/huashu-motion","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"mac":"D"},"risk":"low","signals":[{"code":"very_new_repository_fast_star_growth","severity":"info","evidence":"仓库创建于 2026-10-18，已有 1801 个星标，最近一次推送在 2026-10-22；可供判断的历史记录很少。","source":"ai","title":"非常新的仓库，星标增长很快"},{"code":"adds_watermark_to_exports","severity":"info","evidence":"README：对于超过 4 秒的视频，最后 1.2 秒会在空白角落显示一行小字 \"Made with huashu-motion\"；README 说明你可以让智能体把它关掉。","source":"ai","title":"导出内容会加水印"},{"code":"downloads_extra_files_at_run_time","severity":"info","evidence":"README \"需要什么\"：`om samples build` 会下载约 55MB 的乐器采样，Kokoro 语音首次使用时需要一个约 325MB 的模型。","source":"ai","title":"运行时会下载额外文件"},{"code":"third_party_license_carve_outs","severity":"info","evidence":"README 的许可部分：代码和文档采用 MIT，但随附的 GSAP 保持 GSAP Standard License，字体为 SIL OFL 1.1，runtime/clip/lib/toon.js 中的 \"豆子花叔\" 角色绘图不在 MIT 授权范围内。","source":"ai","title":"第三方许可的例外"}],"platforms":["mac"],"tools":["node","ffmpeg","other"],"buildTools":["node","ffmpeg"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":["AI coding assistant or model API (Claude Code, Codex, DeepSeek and similar)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","video","design_cad"],"alternativeTo":[{"slug":"after-effects","name":"After Effects","confirmed":true},{"slug":"claude-motion","name":"Claude Motion","confirmed":true},{"slug":"premiere-pro","name":"Premiere Pro","confirmed":true}],"declaredAlternatives":[],"stars":1940,"downloads":712,"downloadsWeek":110,"downloadsDays":4,"growth":139,"growthDays":4,"history":[{"date":"2026-10-27","stars":1801},{"date":"2026-10-28","stars":1853},{"date":"2026-10-29","stars":1893},{"date":"2026-10-30","stars":1924},{"date":"2026-10-31","stars":1940}],"firstPublishedAt":"2026-10-27T18:40:27.758Z","commitSha":"52467f99c602b76ba86d511d37acdfe93fa1e16e","verifiedAt":"2026-10-28T01:36:10.481Z","lastCommitAt":"2026-10-22T12:19:32Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Ask your AI coding assistant to make a short product launch video with music, then click on the picture to change parts of it.","summary":"A skill pack plus command-line tool for AI coding assistants such as Claude Code or Codex. You describe the product you want a launch video for; the assistant writes the animation as a web page, writes a music score that is played locally from instrument samples, and opens an editor in your browser where you click on the frame and type what to change. Exports MP4, MOV with transparency, WebM or GIF. You need a coding assistant, Node 22, Chrome and FFmpeg, and you work through the terminal. The author says it was only tested on macOS.","easeRationale":"On macOS, the platform the author says he actually tested, you install it with one command but you also need an AI coding assistant, Node 22 or newer, Chrome and FFmpeg, and the whole job runs through terminal commands, so the grade is D. There are no ready-made binaries in the 5 releases.","costNote":"The skill itself is free and MIT-licensed, but it only works through an AI coding assistant you pay for. The author reports one 22-second video cost about CNY 1.95 in DeepSeek model usage.","notVerified":["Whether it runs on Windows or Linux: the README says it was only tested on macOS so far.","Whether the example videos shown in the README were produced exactly as described.","Real disk use after downloading the instrument samples and the voice models.","The real cost per video, which depends on the AI model you point it at.","Whether a video made from a single sentence reaches the quality of the samples, which the README says often took several rounds of feedback."]},"zh-Hans":{"summaryShort":"让 AI 编程助手制作一段带音乐的产品发布短视频，然后点击画面来修改其中的部分内容。","summary":"这是一个技能包加命令行工具，供 Claude Code 或 Codex 等 AI 编程助手使用。你描述想要做发布视频的产品；助手会把动画写成一个网页，用乐器采样在本地生成并播放一段配乐，并在你的浏览器里打开一个编辑器，你点击某一帧并输入要修改的内容。可导出 MP4、带透明通道的 MOV、WebM 或 GIF。你需要一个编程助手、Node 22、Chrome 和 FFmpeg，整个过程都在终端里操作。作者说目前只在 macOS 上测试过。","easeRationale":"在作者说自己真正测试过的 macOS 上，一条命令就能安装，但你还需要一个 AI 编程助手、Node 22 或更新版本、Chrome 和 FFmpeg，而且整个流程都要靠终端命令完成，所以评级是 D。已发布的 5 个版本里没有现成的二进制文件。","costNote":"这个技能本身是免费的，采用 MIT 许可，但它只能通过你付费使用的 AI 编程助手运行。作者报告说，一段 22 秒的视频花费了大约 1.95 元人民币的 DeepSeek 模型使用费。","notVerified":["是否能在 Windows 或 Linux 上运行：README 说目前只在 macOS 上测试过。","README 里展示的示例视频是否就是按描述的方式制作出来的。","下载乐器采样和语音模型之后实际占用的磁盘空间。","每段视频的实际花费，这取决于你所使用的 AI 模型。","仅凭一句话生成的视频能否达到示例的质量，README 说这些示例常常经过了好几轮反馈调整。"]}}},{"id":"R_kgDOVMseiw","slug":"amosblomqvist__learnharness","name":"LearnHarness","owner":"amosblomqvist","fullName":"amosblomqvist/learnharness","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"very_early_version_many_open_issues","severity":"attention","evidence":"该仓库创建于 2026-10-16,最后一次推送在 2026-10-29——公开历史只有十三天,已经有 9 个 GitHub 发布版本,package.json 中的版本号为 \"0.4.0\"。目前已经有 275 个未解决的 issue。","source":"ai","title":"版本非常早,未解决的问题很多"},{"code":"unsigned_windows_installer","severity":"attention","evidence":"README: \"Windows (x64): run the installer. It is currently unsigned; Windows may show an “unknown publisher” or SmartScreen warning.\"","source":"ai","title":"windows 安装包未签名"},{"code":"content_sent_to_external_services","severity":"info","evidence":"README: \"Model requests send the context needed for the task; web research and dictation also contact external services. Local storage does not mean offline processing.\" 也就是说,你的课程文字会离开你的电脑。","source":"ai","title":"内容会发送给外部服务"},{"code":"in_app_auto_updates","severity":"info","evidence":"README: \"All three platforms support in-app updates\",而且 package.json 依赖于 electron-updater ^6.8.9,所以应用在你安装之后可以自己下载新版本。","source":"ai","title":"应用内自动更新"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":157,"maxMB":471,"basis":"installer"},"apiKeys":["AI model provider (OpenAI, Anthropic, Google, DeepSeek, OpenRouter or another)","Deepgram (dictation)","Web search provider"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["productivity","chat_ai","ai_agents"],"alternativeTo":[{"slug":"quizlet","name":"Quizlet","confirmed":true},{"slug":"chatgpt-plus","name":"ChatGPT Plus","confirmed":true}],"declaredAlternatives":[],"stars":4541,"downloads":78867,"downloadsWeek":42220,"downloadsDays":4,"growth":1439,"growthDays":4,"history":[{"date":"2026-10-27","stars":3102},{"date":"2026-10-28","stars":3620},{"date":"2026-10-29","stars":4020},{"date":"2026-10-30","stars":4300},{"date":"2026-10-31","stars":4541}],"firstPublishedAt":"2026-10-27T18:40:27.769Z","commitSha":"dc4c398d5167865b84b0ccb3ec809eb88bf8f65f","verifiedAt":"2026-10-31T01:57:27.740Z","lastCommitAt":"2026-10-31T09:22:14Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Desktop app where AI agents teach you a subject step by step and keep a map of what you already understand.","summary":"LearnHarness is a desktop app that uses AI agents to teach. It first finds out what you already understand, plans the steps to your goal, explains one reasoning step at a time and then gives practice problems. What you learn is kept as a knowledge graph on your machine and reused in later sessions. It is for people who want to study a hard topic with AI help. There are installers for Windows, macOS (Apple Silicon) and Linux, and you add your own AI provider key (OpenAI, Anthropic, Google, DeepSeek, OpenRouter and others). Dictation and web search use separate service keys.","easeRationale":"Best on macOS: the release v0.4.0 has a signed and notarized DMG (LearnHarness-0.4.0-arm64.dmg) that you drag to Applications, and then you only have to paste your own AI provider key before the first session. Windows is the same install-plus-key path with LearnHarness-0.4.0-x64-setup.exe, but the README says that installer is unsigned, so Windows may warn about an unknown publisher; on Linux you first make LearnHarness-0.4.0-x86_64.AppImage executable or install the .deb.","costNote":"The app is free and open source under AGPL-3.0. You pay your own AI provider for usage; the README says there is no subscription or markup, and the app shows a live cost meter.","notVerified":["Whether the app really works on Windows, macOS and Linux — we did not install or run it.","The real disk space it uses: the checks estimate 157 to 471 MB for the installers, and lessons plus the knowledge graph grow on top of that.","How much your AI provider will charge for a teaching or practice session.","Exactly what text is sent to the model providers, to web search and to Deepgram during a session.","Whether chats, the knowledge graph and the API keys stay only on your machine, as the README states.","What the app downloads during its in-app updates."]},"zh-Hans":{"summaryShort":"桌面应用,AI 智能体一步步教你学习一个主题,并保留一张你已经理解内容的地图。","summary":"LearnHarness 是一款使用 AI 智能体来教学的桌面应用。它先弄清楚你已经理解的内容,规划通向目标的步骤,一次讲解一个推理步骤,然后给出练习题。你学到的内容会以知识图谱的形式保存在你自己的电脑上,并在之后的学习中重复使用。它适合想借助 AI 学习较难主题的人。该应用提供 Windows、macOS(Apple Silicon)和 Linux 的安装包,你需要自行添加 AI 服务商的密钥(OpenAI、Anthropic、Google、DeepSeek、OpenRouter 等)。语音转写和网页搜索使用另外单独的服务密钥。","easeRationale":"在 macOS 上体验最好:v0.4.0 版本提供经过签名并通过苹果公证的 DMG 文件(LearnHarness-0.4.0-arm64.dmg),你只需把它拖到 Applications 文件夹,然后在第一次使用前粘贴你自己的 AI 服务商密钥即可。Windows 的流程类似,也是安装加粘贴密钥,使用 LearnHarness-0.4.0-x64-setup.exe,但 README 说明该安装包未经签名,因此 Windows 可能会提示发布者未知的警告;在 Linux 上,你需要先给 LearnHarness-0.4.0-x86_64.AppImage 添加可执行权限,或者安装 .deb 包。","costNote":"该应用免费且开源,采用 AGPL-3.0 许可证。你需要自行向 AI 服务商支付使用费用;README 说明没有订阅费也没有加价,应用内还会显示实时的费用统计。","notVerified":["该应用是否真的能在 Windows、macOS 和 Linux 上运行——我们没有安装或运行过它。","它实际占用的磁盘空间:检测结果估计安装包大约在 157 到 471 MB 之间,课程内容和知识图谱还会在此基础上继续增加。","AI 服务商会为一次教学或练习会话收取多少费用。","一次学习过程中,到底有哪些文字被发送给模型服务商、网页搜索服务和 Deepgram。","聊天记录、知识图谱和 API 密钥是否真的只保存在你自己的电脑上,正如 README 所说。","该应用在应用内更新时会下载哪些内容。"]}}},{"id":"R_kgDOVXel6Q","slug":"andyhuo520__digital-human-koubo","name":"Digital Human Koubo","owner":"andyhuo520","fullName":"andyhuo520/digital-human-koubo","type":"dev_tool","status":"active","grade":"D","easeByPlatform":{"windows":"D"},"risk":"attention","signals":[{"code":"can_make_a_video_of_a_real_person","severity":"attention","evidence":"它的核心就是用一张照片生成一个会说话的数字主持人，因此可能被用在别人的脸上。README 要求不要这样做：\"Use only your own face/voice or ones you have explicit permission to use. Never impersonate a real person or creator\"，并说明每个演示都标注为由 AI 数字人完成。","source":"ai","title":"可能被用来制作真人的视频"},{"code":"render_engine_needs_a_paid_licence_for_companies","severity":"attention","evidence":"README：\"Remotion is used for rendering and has its own license: free for individuals and companies of up to 3 people; larger companies need a company license\" — 因此本仓库的 MIT 许可并不涵盖较大公司的渲染环节。","source":"ai","title":"渲染引擎对公司需要付费许可"},{"code":"depends_on_one_paid_service","severity":"info","evidence":"片段和图像生成只能通过 Renoise MCP（https://renoise.ai/api/public/mcp）完成，需要使用你自己的额度；README 在多处带着跟踪参数（utm_medium=xcom&utm_source=official）链接到它，主演示还宣传了作者自己的付费课程。","source":"ai","title":"依赖一项付费服务"},{"code":"one_feature_is_macos_only","severity":"info","evidence":"README：\"The text-behind-presenter effect uses Apple Vision and needs macOS; everything else is cross-platform.\"","source":"ai","title":"有一项功能仅限 macOS"},{"code":"very_new_project","severity":"info","evidence":"该仓库创建于 2026-10-26，只有一个发布版本 v1.0.0，发布于同一天。","source":"ai","title":"非常新的项目"}],"platforms":["windows","mac","linux"],"tools":["ffmpeg","python","node","other"],"buildTools":["ffmpeg"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["Renoise","Xiaomi MiMo TTS"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["video","ai_skills"],"alternativeTo":[{"slug":"heygen","name":"HeyGen","confirmed":true},{"slug":"synthesia","name":"Synthesia","confirmed":true},{"slug":"invideo-ai","name":"AI","confirmed":true}],"declaredAlternatives":[{"target":"resilio-sync","stance":"claims","evidence":"pause-split clauses without the script; `patchwords.py` replaces just that clause with a voice-clone take stretched to the original length, so lip sync stays intact (don't re-voice the whole film)"}],"stars":1588,"downloads":4802,"downloadsWeek":2612,"downloadsDays":4,"growth":1588,"growthDays":5,"history":[{"date":"2026-10-27","stars":1081},{"date":"2026-10-28","stars":1309},{"date":"2026-10-29","stars":1464},{"date":"2026-10-30","stars":1554},{"date":"2026-10-31","stars":1588}],"firstPublishedAt":"2026-10-27T18:40:27.779Z","commitSha":"5fa9b19f52fb8920c83567468fa30e8391b8c503","verifiedAt":"2026-10-27T18:26:26.082Z","lastCommitAt":"2026-10-31T12:05:04Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Makes a finished talking-head video with an AI presenter from one photo and one sentence, driven by your AI agent.","summary":"A skill for Claude Code, Codex and similar agents that builds a whole short video for you: it writes the script, makes a lip-synced AI presenter from a photo you supply, checks each clip against the script with whisper, evens out the voice, adds captions and 48 creator-style effects, and renders the result with Remotion. The video is generated by the paid Renoise service with your own credits: the README's own examples cost 482 to 3,409 credits. You also install ffmpeg, Python, Node.js and whisper.cpp.","easeRationale":"Besides an AI agent that can run commands, you install ffmpeg, Python with numpy and Pillow, Node.js 18+ and whisper.cpp with a downloaded model, copy two skill folders into place and connect the Renoise MCP server.","costNote":"The skill is free (MIT), but every clip is generated through a Renoise account with credits. The README's real runs: 482 credits for a 27-second ad, about 3,250 for a 4:36 video. Rendering uses Remotion, which needs a paid company licence above 3 people.","notVerified":["Whether the whole pipeline runs on Windows, since the install steps and scripts are written for a shell and several demos were made on a Mac.","What a video of your own will really cost in Renoise credits and money.","Whether the quality matches the demo videos with your own photo and script.","How much disk space the models, Node packages and rendered video take.","Whether the Renoise service keeps the photos and videos you send it."]},"zh-Hans":{"summaryShort":"只需一张照片和一句话，就能由你的 AI 代理驱动，制作出一段完整的 AI 主播说话视频。","summary":"一个面向 Claude Code、Codex 等类似代理的技能，能为你做出一整段短视频：它负责写脚本，根据你提供的一张照片生成一个唇形同步的 AI 主播，用 whisper 把每个片段和脚本对照检查，调匀声音，加上字幕和 48 种创作者风格的特效，最后用 Remotion 渲染出成片。视频由付费的 Renoise 服务使用你自己的点数生成：README 自带的示例花费为 482 到 3,409 点数不等。你还需要安装 ffmpeg、Python、Node.js 和 whisper.cpp。","easeRationale":"除了一个能执行命令的 AI 代理之外，你还需要安装 ffmpeg、带有 numpy 和 Pillow 的 Python、Node.js 18 及以上版本，以及已下载好模型的 whisper.cpp，再把两个技能文件夹复制到对应位置，并连接 Renoise 的 MCP 服务器。","costNote":"该技能本身免费（MIT 许可），但每个片段都要通过带有点数的 Renoise 账户生成。README 中的真实案例：一段 27 秒的广告花费 482 点数，一段 4 分 36 秒的视频约花费 3,250 点数。渲染使用 Remotion，超过 3 人的团队需要购买付费的企业许可。","notVerified":["整个流程是否能在 Windows 上运行，因为安装步骤和脚本都是为 shell 环境写的，而且多个演示是在 Mac 上完成的。","用自己的素材制作一段视频，在 Renoise 点数和金钱上实际会花多少。","换成你自己的照片和脚本后，效果是否能达到演示视频的水准。","模型、Node 依赖包和渲染出的视频一共占用多少磁盘空间。","Renoise 服务是否会保留你发送给它的照片和视频。"]}}},{"id":"R_kgDOOiiGLw","slug":"anomalyco__opencode","name":"opencode","owner":"anomalyco","fullName":"anomalyco/opencode","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"low","signals":[{"code":"full_access_agent_by_default","severity":"info","evidence":"README.md：「**build** - Default, full-access agent for development work」；只有可选的「plan」代理会「Denies file edits by default」并「Asks permission before running bash commands」。","source":"ai","title":"默认就是完全访问权限的代理"},{"code":"desktop_app_is_beta","severity":"info","evidence":"README.md 标题：「### Desktop App (BETA)」。项目自身仍在测试这个带窗口的版本。","source":"ai","title":"桌面应用处于测试阶段"},{"code":"install_script_runs_from_website","severity":"info","evidence":"README.md 安装部分：「# YOLO」，后跟 `curl -fsSL https://opencode.ai/v2/install | bash`。仓库中的 `install` 文件会向 https://opencode.ai/update/api/latest/cli/npm 询问要获取哪个版本，并从 registry.npmjs.org 下载，因此这条路径运行的是安装时获取的代码，而不是这份快照里的文件。","source":"ai","title":"安装脚本从网站运行代码"},{"code":"sends_your_code_to_outside_services","severity":"info","evidence":"package.json 列出了多个 AI 提供商的包，例如 `@ai-sdk/openai-compatible`、`@ai-sdk/google` 和 `@ai-sdk/mistral`。助手读取的任何文件都会发送给你所连接的模型服务。","source":"ai","title":"会把你的代码发送给外部服务"},{"code":"very_fast_release_pace","severity":"info","evidence":"项目数据：自 2025-04-30 以来在 GitHub 上已有 892 次发布，v2.2.3、v2.2.4 和 v2.2.5 均标注日期为 2026-10-30。版本每天多次变动，所以你今天安装的内容明天的表现可能会不同。","source":"ai","title":"发布节奏非常快"},{"code":"updates_itself_from_the_project_servers","severity":"info","evidence":"package.json 对 `electron-updater@6.8.9` 和 `app-builder-lib@26.15.7` 做了补丁，仓库中的 `install` 脚本会读取 https://opencode.ai/update/api/latest/cli/npm。因此桌面应用和命令行都能自行获取新版本。","source":"ai","title":"会从项目自己的服务器自动更新"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":252,"maxMB":755,"basis":"installer"},"apiKeys":["AI model provider account or key (for example OpenAI-compatible services, Google, Mistral)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","ai_agents","chat_ai"],"alternativeTo":[{"slug":"cursor","name":"Cursor","confirmed":true},{"slug":"github-copilot","name":"Copilot","confirmed":true},{"slug":"claude-code","name":"Claude Code","confirmed":true}],"declaredAlternatives":[],"stars":223602,"downloads":138165229,"downloadsWeek":2857014,"downloadsDays":6,"growth":2045,"growthDays":6,"history":[{"date":"2026-10-25","stars":221557},{"date":"2026-10-26","stars":221967},{"date":"2026-10-27","stars":222385},{"date":"2026-10-28","stars":222762},{"date":"2026-10-29","stars":223069},{"date":"2026-10-30","stars":223336},{"date":"2026-10-31","stars":223602}],"firstPublishedAt":"2026-10-25T23:18:56.612Z","commitSha":"591690c375df2ff6306101fbd2fe70cfbdd8f27e","verifiedAt":"2026-10-31T01:40:26.496Z","lastCommitAt":"2026-11-01T00:52:03Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An AI assistant for programmers that reads and edits the code in your projects, in a terminal or a desktop app.","summary":"OpenCode is an AI coding assistant for people who write software. You describe a change in plain words and it reads your project files, edits them and can run commands. A second, read-only \"plan\" mode only looks and asks before running commands, and a \"general\" helper handles long searches. It runs in a terminal, and the desktop app, marked beta, has ready installers for Windows, Mac and Linux. You still need an account or key for an AI model service, which may charge for use.","easeRationale":"Release v2.2.5 carries ready desktop installers for all three systems (`opencode-desktop-win-x64.exe` at 252 MB, `opencode-desktop-mac-arm64.dmg`, and .deb/.rpm/.AppImage for Linux), all marked beta; after installing you still have to connect an AI model account or key. The terminal version is a separate download or one install command.","costNote":"The program is free (MIT license). The AI model service you connect it to may charge for use; the package states no prices.","notVerified":["Whether the beta desktop app works reliably on each system","How much the connected AI model service will actually cost for your use","Exactly which files and project content are sent to the model service","Whether any free model option works without a key of your own","What the app downloads when it updates itself while running","Real disk use, since the Windows desktop installer alone is 252 MB"]},"zh-Hans":{"summaryShort":"一款面向程序员的 AI 助手，能在终端或桌面应用中读取并编辑你项目里的代码。","summary":"OpenCode 是一款面向软件开发者的 AI 编程助手。你用简单的话描述需要的改动，它就会读取项目文件、进行编辑，并可以运行命令。另外还有一个只读的「plan」模式，只会查看和提问，不会在未经确认前运行命令；「general」助手则负责处理长时间的搜索。它可以在终端中运行，标记为 beta 版的桌面应用则提供了 Windows、Mac 和 Linux 的现成安装包。你仍然需要一个 AI 模型服务的账号或密钥，该服务可能会按使用量收费。","easeRationale":"v2.2.5 版本为三大系统都提供了现成的桌面安装包（`opencode-desktop-win-x64.exe`，252 MB；`opencode-desktop-mac-arm64.dmg`；以及适用于 Linux 的 .deb/.rpm/.AppImage），均标记为 beta 版；安装后你仍需连接一个 AI 模型的账号或密钥。终端版本是单独的下载包，或通过一条安装命令获取。","costNote":"该程序本身是免费的（MIT 许可证）。你连接的 AI 模型服务可能会按使用量收费，资料中没有列出具体价格。","notVerified":["测试版桌面应用在各系统上是否都能稳定运行","连接的 AI 模型服务按你的实际使用量会产生多少费用","究竟哪些文件和项目内容会被发送给模型服务","是否有无需自备密钥就能使用的免费模型选项","应用在运行中自我更新时会下载哪些内容","实际占用的磁盘空间，因为仅 Windows 桌面安装包就有 252 MB"]}}},{"id":"R_kgDOVOGXPQ","slug":"ansub__tv-detox","name":"TV Detox","owner":"Ansub","fullName":"Ansub/tv-detox","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"attention","signals":[{"code":"can_break_the_tv","severity":"attention","evidence":"README 的警告：\"Do it at your own risk. This turns off system apps. A few TVs got stuck at the logo or kept restarting\"，对于 Google TV/Chromecast，\"the only fix was a factory reset\"。","source":"ai","title":"可能把电视搞坏"},{"code":"turns_on_remote_debugging_on_the_tv","severity":"attention","evidence":"README 的说明：\"While USB, Network or Wireless debugging is on, other devices on your network can ask to control the TV.\" 设置过程需要开启它；之后你得记得把它关掉。","source":"ai","title":"会在电视上开启远程调试"},{"code":"downloads_app_at_run_time","severity":"info","evidence":"如果你没有自己编译，install.sh 会从 GitHub 下载该应用：curl -fsSL -o \"$APK\" https://github.com/Ansub/tv-detox/releases/latest/download/tvhome.apk","source":"ai","title":"运行时下载应用"},{"code":"uses_an_accessibility_service","severity":"info","evidence":"README：该应用将 com.ansub.tvhome/.HomeButton 注册为无障碍服务，用来捕获主页（Home）键，并且 \"Play Protect may warn about the app because it has an accessibility service\"。","source":"ai","title":"使用无障碍服务"},{"code":"promotes_a_paid_community","severity":"info","evidence":"仓库主页和 README.md 中的第一个徽章都指向 https://www.skool.com/staffed-claude-code-ai-5304，这是作者运营的一个付费社区。","source":"ai","title":"推广一个付费社区"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["hardware","system"],"alternativeTo":[{"slug":"projectivy-launcher","name":"Launcher","confirmed":true}],"declaredAlternatives":[],"stars":1979,"downloads":18379,"downloadsWeek":4262,"downloadsDays":4,"growth":295,"growthDays":4,"history":[{"date":"2026-10-27","stars":1684},{"date":"2026-10-28","stars":1720},{"date":"2026-10-29","stars":1763},{"date":"2026-10-30","stars":1903},{"date":"2026-10-31","stars":1979}],"firstPublishedAt":"2026-10-27T18:40:27.791Z","commitSha":"965b4718e97097eabfc4a5c40d3f626e868a5f56","verifiedAt":"2026-10-27T18:20:24.858Z","lastCommitAt":"2026-10-30T07:16:25Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Puts a small ad-free home screen on an old Android TV and helps you turn off the built-in apps you never use.","summary":"TV Detox is a tiny home screen for Android TV and Google TV, plus a ready-made prompt that asks Claude Code or Codex to walk you through turning off bloatware on the TV. You run short commands from your laptop while the TV is on the same network, after switching on the TV's developer mode. You can also skip the AI and run install.sh yourself. It needs Android's adb tool on the laptop (on Windows, Google's platform-tools plus Git Bash). Apps are turned off, not deleted, and undo.sh puts things back.","easeRationale":"On Windows you have to download Google's platform-tools, use Git Bash, turn on developer mode and debugging on the TV, and run a few shell commands with the TV's IP address.","costNote":"The software is free and MIT-licensed. The main instructions use Claude Code or Codex, which are paid, but the README says you can install the home screen with install.sh and adb alone.","notVerified":["Whether it works on your own TV brand and model, since only a few TVs are listed as tested.","Whether the ready-made tvhome.apk that install.sh downloads was built from the code in this repository.","How much memory it really frees on your TV, since the numbers in the README are partly from restarting the TV.","Whether undo.sh puts every change back, especially changes the AI made outside its own list."]},"zh-Hans":{"summaryShort":"为老旧的 Android TV 换上一个没有广告的小巧主屏幕，并帮你关闭那些你从不使用的内置应用。","summary":"TV Detox 是一个为 Android TV 和 Google TV 设计的小巧主屏幕，还附带一段现成的提示词，用来让 Claude Code 或 Codex 引导你关闭电视上用不到的内置应用。你需要先打开电视的开发者模式，然后在同一网络下的笔记本电脑上运行几条简短的命令。你也可以不用 AI，自己运行 install.sh。这需要笔记本电脑上安装 Android 的 adb 工具（在 Windows 上则是谷歌的 platform-tools 加 Git Bash）。应用只是被关闭，并没有被删除，undo.sh 可以把它们恢复回来。","easeRationale":"在 Windows 上，你需要下载谷歌的 platform-tools，使用 Git Bash，在电视上打开开发者模式和调试选项，并用电视的 IP 地址运行几条 shell 命令。","costNote":"该软件是免费的，采用 MIT 许可。主要的使用说明用到了收费的 Claude Code 或 Codex，但 README 中提到，你也可以只用 install.sh 和 adb 来安装这个主屏幕。","notVerified":["是否能在你自己的电视品牌和型号上正常使用，因为 README 中列出经过测试的电视型号很少。","install.sh 下载的那个现成的 tvhome.apk，是否确实是用这个仓库里的代码编译出来的。","在你的电视上实际能释放出多少内存，因为 README 中的数字部分来自重启电视后的结果。","undo.sh 是否能把所有改动都恢复回去，尤其是 AI 在自己清单之外所做的改动。"]}}},{"id":"R_kgDON91aYw","slug":"anthropics__claude-code","name":"Claude Code","owner":"anthropics","fullName":"anthropics/claude-code","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把一个远程脚本直接用管道传给 shell 执行：curl -fsSL https://claude.ai/install.sh | bash","source":"check","title":"curl 管道直接执行到 shell"},{"code":"no_license","severity":"info","evidence":"GitHub、许可证文件、LICENSES 文件夹和 winget 清单都没有检测到任何许可证","source":"check","title":"没有许可证"},{"code":"closed_source_despite_being_on_github","severity":"attention","evidence":"LICENSE.md 全文是：“© Anthropic PBC. All rights reserved. Use is subject to Anthropic's Commercial Terms of Service.”顶层文件夹只有文档、插件、示例和脚本；程序本体以编译好的包的形式放在发行版里（claude-win32-x64.zip，147 MB），所以无法从这个仓库读取或重新构建代码。","source":"ai","title":"托管在 github 上却是闭源的"},{"code":"sends_usage_and_conversation_data","severity":"attention","evidence":"README“Data collection, usage, and retention”部分：“we collect feedback, which includes usage data (such as code acceptance or rejections), associated conversation data, and user feedback submitted via the /bug command”。README 声明保留时间有限、访问受限，并承诺不会把反馈用于模型训练。","source":"ai","title":"会发送使用数据和对话数据"},{"code":"edits_files_and_runs_commands_on_your_machine","severity":"attention","evidence":"这个项目把自己描述为“an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows”。它会读取并修改你启动它所在文件夹里的文件，并在那里运行命令。","source":"ai","title":"会在你的电脑上编辑文件和运行命令"},{"code":"windows_install_also_pipes_a_remote_script","severity":"info","evidence":"Windows 上的安装指令是 `irm https://claude.ai/install.ps1 | iex`，会下载一个脚本并立即执行，和 macOS、Linux 的安装方式是同一套路。另外还提供了 `winget install Anthropic.ClaudeCode` 作为替代方案。","source":"ai","title":"windows 安装同样是管道执行远程脚本"},{"code":"very_large_issue_backlog","severity":"info","evidence":"16,173 个未关闭的 issue，对应 154,080 个星标。问题既可以在这里报告，也可以用 /bug 命令报告，所以积压量很大；但这本身并不能说明处理速度快不快。","source":"ai","title":"积压的 issue 数量很大"},{"code":"npm_install_route_deprecated","severity":"info","evidence":"README 里的说明：“Installation via npm is deprecated. Use one of the recommended methods below.”那些让你运行 `npm install -g @anthropic-ai/claude-code` 的旧教程已经过时了。","source":"ai","title":"npm 安装方式已废弃"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":147,"maxMB":440,"basis":"installer"},"apiKeys":["Anthropic Claude (a paid plan login or an API key)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":null,"category":"none","detectedFrom":null},"categories":["development","ai_agents"],"alternativeTo":[{"slug":"github-copilot","name":"Copilot","confirmed":true},{"slug":"cursor","name":"Cursor","confirmed":true}],"declaredAlternatives":[],"stars":154079,"downloads":1574823,"downloadsWeek":114529,"downloadsDays":5,"growth":601,"growthDays":5,"history":[{"date":"2026-10-26","stars":153478},{"date":"2026-10-27","stars":153607},{"date":"2026-10-28","stars":153747},{"date":"2026-10-29","stars":153872},{"date":"2026-10-30","stars":153984},{"date":"2026-10-31","stars":154079}],"firstPublishedAt":"2026-10-27T01:10:12.599Z","commitSha":"80c6959d28c4c30ecd14fc1cdf172f19d9adad81","verifiedAt":"2026-11-01T01:41:56.247Z","lastCommitAt":"2026-10-31T01:01:10Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A terminal program where you ask Claude for a change and it reads your project, edits files and runs commands.","summary":"Claude Code is Anthropic's coding assistant for the terminal. You open a project folder, type what you want in plain language, and it reads the code, changes files, runs commands and handles git work. It also plugs into editors and can be mentioned on GitHub. It is made for programmers. One command installs it on Windows, macOS and Linux, and then you sign in with a paid Claude plan or an API key. This repository holds the installers, documentation and the bug tracker, not the source code.","easeRationale":"One command on every platform: `winget install Anthropic.ClaudeCode` on Windows, `brew install --cask claude-code` or the install script on macOS and Linux, and each release also has a ready binary. The extra step that keeps it off A is signing in with a paid Claude account or an API key, and everything after that is typed in a terminal.","costNote":"The program is free to download, but it only works with a paid Claude plan or Anthropic API credits. Use is governed by Anthropic's Commercial Terms of Service.","notVerified":["What you will actually spend: usage depends on how much code it reads and writes, and the plan or API credits are billed by Anthropic.","What the compiled bundle does, since the source is not published here.","Exactly which parts of a conversation leave your machine, beyond what the README and the data-usage page say.","Whether it behaves the same on Windows as on macOS and Linux, which are the platforms the README recommends first."]},"zh-Hans":{"summaryShort":"一个终端程序：你向 Claude 提出修改要求，它就会读取你的项目、编辑文件并运行命令。","summary":"Claude Code 是 Anthropic 为终端打造的编程助手。你打开一个项目文件夹，用平实的语言说出你想要的东西，它就会读取代码、修改文件、运行命令并处理 git 相关工作。它还能接入各种编辑器，也可以在 GitHub 上被提及（@）。它是为程序员设计的。一条命令就能在 Windows、macOS 和 Linux 上装好，然后你用付费的 Claude 计划或 API 密钥登录。这个仓库里放的是安装程序、文档和问题跟踪，并不是源代码。","easeRationale":"每个平台都是一条命令：Windows 上是 `winget install Anthropic.ClaudeCode`，macOS 和 Linux 上是 `brew install --cask claude-code` 或安装脚本，每个发行版也都附带现成的二进制文件。让它拿不到 A 级的额外一步，是要用付费的 Claude 账号或 API 密钥登录，之后的一切都在终端里输入完成。","costNote":"这个程序本身可以免费下载，但只能配合付费的 Claude 计划或 Anthropic API 额度使用。使用需遵守 Anthropic 的商业服务条款。","notVerified":["你实际会花多少钱：用量取决于它读写了多少代码，而套餐或 API 额度费用由 Anthropic 收取。","编译好的程序包到底做了什么，因为源代码并未在这里公开。","究竟有哪些对话内容会离开你的电脑，README 和数据使用说明页之外的部分无法确认。","它在 Windows 上的表现是否和 README 首推的 macOS、Linux 一样。"]}}},{"id":"R_kgDOP0wfhg","slug":"anthropics__skills","name":"Agent Skills","owner":"anthropics","fullName":"anthropics/skills","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"C","mac":"C","linux":"C","web":"B"},"risk":"low","signals":[{"code":"no_license","severity":"info","evidence":"GitHub、许可证文件、LICENSES 文件夹和 winget 清单中都没有检测到许可证","source":"check","title":"没有许可证"},{"code":"document_skills_source_available","severity":"info","evidence":"README.md：\"Many skills in this repo are open source (Apache 2.0)\"，但 skills/docx、skills/pdf、skills/pptx 和 skills/xlsx 中的 skill \"are source-available, not open source\"。重复使用这四个会受到限制，这是顶层缺少许可证之外的额外限制。","source":"ai","title":"文档类 skill 仅源码可见，并非开源"},{"code":"demo_only_disclaimer","severity":"info","evidence":"README.md：\"These skills are provided for demonstration and educational purposes only.\" 以及 \"the implementations and behaviors you receive from Claude may differ from what is shown in these skills.\"","source":"ai","title":"声明仅用于演示"},{"code":"skills_include_scripts","severity":"info","evidence":"README.md：\"Skills are folders of instructions, scripts, and resources that Claude loads dynamically\"。在 Claude Code 中，skill 里的脚本可以在你的电脑上运行。","source":"ai","title":"skill 中包含脚本"}],"platforms":["windows","mac","linux","web"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["Claude (Claude.ai paid plan, Claude Code login or Anthropic API)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":null,"category":"none","detectedFrom":null},"categories":["ai_skills","office","development"],"alternativeTo":[{"slug":"word","name":"Word","confirmed":true},{"slug":"excel","name":"Excel","confirmed":true},{"slug":"powerpoint","name":"PowerPoint","confirmed":true}],"declaredAlternatives":[],"stars":185896,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":1905,"growthDays":5,"history":[{"date":"2026-10-26","stars":183991},{"date":"2026-10-27","stars":184255},{"date":"2026-10-28","stars":184518},{"date":"2026-10-29","stars":184802},{"date":"2026-10-30","stars":185324},{"date":"2026-10-31","stars":185896}],"firstPublishedAt":"2026-10-27T01:10:12.600Z","commitSha":"ca45fc496a3436251f191354091d557da31c15b5","verifiedAt":"2026-10-30T01:40:46.229Z","lastCommitAt":"2026-10-28T19:20:38Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Anthropic's official pack of Claude skills, including the ones that make Word, PDF, PowerPoint and Excel files.","summary":"This is Anthropic's public collection of Agent Skills: folders of instructions, scripts and resources that Claude loads to do a task the same way every time. It has examples for art, music and design, testing web apps, building MCP servers and company communications, plus the document skills behind Claude's Word, PDF, PowerPoint and Excel files. It also holds the Agent Skills specification and a template for your own skills. On Claude.ai paid plans the example skills are already there; in Claude Code you add them with two commands. The README calls them demos for learning.","easeRationale":"Easiest on the web: on Claude.ai paid plans these example skills are already enabled, so you only need the paid account. On Windows, Mac and Linux you first install Claude Code and then run two commands, such as /plugin marketplace add anthropics/skills and /plugin install document-skills@anthropic-agent-skills.","costNote":"The files are free to read. Using them needs Claude: the README says they are already available on Claude.ai paid plans, and Claude Code or the Claude API are paid.","notVerified":["Whether the document skills' scripts need Python or other libraries installed on Windows when used in Claude Code.","How far these versions differ from what Claude.ai actually uses today.","The exact terms for reusing the source-available document skills.","Whether the skills work in AI assistants other than Claude.","How much extra paid AI usage each skill consumes."]},"zh-Hans":{"summaryShort":"Anthropic 官方的 Claude 技能包,包括用于生成 Word、PDF、PowerPoint 和 Excel 文件的技能。","summary":"这是 Anthropic 公开发布的 Agent Skills(智能体技能)合集:这些文件夹里包含指令、脚本和资源,Claude 加载后能以同样的方式反复完成某项任务。其中有艺术、音乐与设计、网页应用测试、构建 MCP 服务器以及公司沟通方面的示例,还有支撑 Claude 生成 Word、PDF、PowerPoint 和 Excel 文件的文档技能。仓库中也包含 Agent Skills 规范,以及供你创建自己技能的模板。在 Claude.ai 的付费计划中,这些示例技能已经内置;在 Claude Code 中,你可以用两条命令添加它们。README 中称它们是用于学习的演示。","easeRationale":"在网页端最简单:在 Claude.ai 的付费计划中,这些示例技能已经启用,你只需要有付费账户。在 Windows、Mac 和 Linux 上,你需要先安装 Claude Code,然后运行两条命令,例如 /plugin marketplace add anthropics/skills 和 /plugin install document-skills@anthropic-agent-skills。","costNote":"这些文件本身免费可读。使用它们需要 Claude:README 说明它们已经在 Claude.ai 付费计划中提供,而 Claude Code 或 Claude API 都是收费的。","notVerified":["在 Claude Code 中使用时,文档技能的脚本是否需要在 Windows 上安装 Python 或其他库。","这些版本与 Claude.ai 当前实际使用的版本相差多少。","重复使用这些源码可见的文档技能的确切使用条款。","这些技能是否能在 Claude 以外的其他 AI 助手中使用。","每个技能会额外消耗多少付费 AI 用量。"]}}},{"id":"R_kgDOT3jedQ","slug":"anywhere-labs__dsh-desktop","name":"DSH Desktop","owner":"anywhere-labs","fullName":"anywhere-labs/dsh-desktop","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B"},"risk":"attention","signals":[{"code":"optional_lan_access_without_login","severity":"attention","evidence":"README.md：\"危险：向局域网开放不提供鉴权；所有与你处于同一局域网的人都能直接打开 DSH 并操作你的电脑。\" README 说明网络服务默认只在本机监听。","source":"ai","title":"可选的局域网访问，且无需登录"},{"code":"unofficial_client_using_brand_name","severity":"info","evidence":"README.md：\"独立的社区开源项目，与深度求索不存在隶属、合作、授权或背书关系\" 以及 \"“DeepSeek Harness”是深度求索公司的注册商标\"。","source":"ai","title":"非官方客户端，使用了品牌名称"},{"code":"vendored_prebuilt_packages","severity":"info","evidence":"package.json 的 resolutions 从存放在仓库里的压缩包（而不是公共注册表）加载许多软件包，例如 \"@deepseek-ai/dsh-agent@npm:0.2.1-rc.3\": \"file:vendor/dsh-runtime/0.2.1-rc.3/deepseek-ai-dsh-agent-0.2.1-rc.3.tgz\" 和 \"@agents-anywhere/dsh-bridge-next\": \"file:vendor/agents-anywhere/...tgz\"。","source":"ai","title":"仓库内自带预编译软件包"},{"code":"installation_id_sent_with_update_checks","severity":"info","evidence":"README.md：检查更新的请求中有这样一句：\"X-DSH-Desktop-Installation-Id header 中携带一个由本机生成并持久保存的随机 UUID\"。","source":"ai","title":"检查更新时会发送安装 ID"},{"code":"download_links_point_to_separate_site","severity":"info","evidence":"README.md 的下载表格链接到 \"https://www.dshdesktop.cn/api/downloads/windows\" 和 \"https://www.dshdesktop.cn/api/downloads/mac\"，而不是 GitHub 发布版本的文件。","source":"ai","title":"下载链接指向另一个独立网站"},{"code":"affiliate_links_to_api_resellers","severity":"info","evidence":"README.md 的赞助商部分链接到带有推荐码的 AI API 中转服务，例如 \"https://88api.ai/sign-up?aff=VnEb\" 和 \"https://onliqiu.com/r/ds2h\"（被描述为 \"AI中转站\"，即 AI 中转服务）。","source":"ai","title":"指向 API 转售商的推广链接"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":283,"maxMB":849,"basis":"installer"},"apiKeys":["AI model service account or key (for example DeepSeek)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","chat_ai","development"],"alternativeTo":[{"slug":"claude-code","name":"Claude Code","confirmed":true}],"declaredAlternatives":[],"stars":34281,"downloads":251342,"downloadsWeek":22279,"downloadsDays":5,"growth":898,"growthDays":5,"history":[{"date":"2026-10-26","stars":33383},{"date":"2026-10-27","stars":33613},{"date":"2026-10-28","stars":33836},{"date":"2026-10-29","stars":34028},{"date":"2026-10-30","stars":34174},{"date":"2026-10-31","stars":34281}],"firstPublishedAt":"2026-10-27T01:10:12.601Z","commitSha":"9e47fc24b12855754ee2cae7674112249a173766","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T18:25:36Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A desktop app for DeepSeek Harness, an AI agent that works on your computer, with a plugin market and phone remote control.","summary":"DSH Desktop puts DeepSeek Harness, an AI agent with a plugin system and web interface, inside a normal desktop app with a window, tray icon, terminal, built-in plugin market and automatic updates. You can also start and follow tasks from an iOS or Android phone. It is an independent community project, not made by DeepSeek. The Windows and Mac installers need no extra tools, and Linux packages also exist. The README is mainly in Chinese. The agent works with AI model services, which may charge for use.","easeRationale":"The releases include a Windows installer (DSH-Desktop-2.0.18-x64-Setup.exe) and the README says no extra environment is needed, but the agent still has to be connected to an AI model service.","costNote":"The app is free (MIT); the README says it is fully free and warns against anyone selling it. The AI model service you connect may charge; the package does not state prices.","notVerified":["Which AI model services it works with and what they cost; the README does not explain this setup","What the agent is allowed to do on your computer (files, terminal) and what it asks before acting","Which servers the phone remote control goes through and what data passes through them","Whether the installers from dshdesktop.cn are the same files as the GitHub releases","What third-party plugins from the built-in market do once installed","Real disk use after installing plugins (the installer alone is 283–849 MB)"]},"zh-Hans":{"summaryShort":"DeepSeek Harness 的桌面应用，这是一个在你电脑上工作的 AI 智能体，带插件市场并支持手机远程控制。","summary":"DSH Desktop 把 DeepSeek Harness（一个带插件系统和网页界面的 AI 智能体）放进一个普通的桌面应用中，带有窗口、托盘图标、终端、内置插件市场和自动更新。你还可以在 iOS 或安卓手机上启动并跟踪任务。这是一个独立的社区项目，并非 DeepSeek 出品。Windows 和 Mac 安装包不需要额外工具，也有 Linux 安装包。README 主要是中文。该智能体需要配合 AI 模型服务使用，这些服务可能会收费。","easeRationale":"发布页包含 Windows 安装程序（DSH-Desktop-2.0.18-x64-Setup.exe），README 说不需要额外环境，但仍需把智能体连接到某个 AI 模型服务。","costNote":"该应用免费（MIT）；README 称它完全免费，并警告不要向出售它的人购买。你连接的 AI 模型服务可能收费；软件包中没有说明价格。","notVerified":["它支持哪些 AI 模型服务以及费用如何；README 没有说明这项设置","智能体被允许在你的电脑上做什么（文件、终端），以及行动前会询问什么","手机远程控制经过哪些服务器，哪些数据会经过它们","dshdesktop.cn 提供的安装包是否与 GitHub 发布页的文件相同","内置市场中的第三方插件安装后会做什么","安装插件后的实际磁盘占用（仅安装程序就有 283–849 MB）"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxODA2ODc2MjQ=","slug":"aquasecurity__trivy","name":"Trivy","owner":"aquasecurity","fullName":"aquasecurity/trivy","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"past_supply_chain_compromise","severity":"attention","evidence":"2026 年的事件（由 Wiz 和 Snyk 披露）：2026-02-28 一个组织令牌被盗，2026-03-19 TeamPCP 团伙在 GitHub releases、Docker Hub、GHCR 和 ECR 中发布了被篡改的二进制文件，并重写了 trivy-action 的 76 个标签中的 75 个。维护者已经移除了这些恶意文件。请只下载事件之后发布的版本，并在使用前核对官方公布的 checksum 和签名。","source":"ai","title":"过去发生的供应链被篡改事件"},{"code":"commercial_upsell_in_readme","severity":"info","evidence":"README.md: \"If you liked Trivy, you will love Aqua which builds on top of Trivy to provide even more enhanced capabilities for a complete security management offering.\"","source":"ai","title":"Readme 中的商业推广"},{"code":"canary_builds_offered","severity":"info","evidence":"README.md: \"There are canary builds ... generated with every push to the main branch. Please be aware: canary builds might have critical bugs, so they are not recommended for use in production.\"","source":"ai","title":"提供 canary 构建版本"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["docker","go"],"disk":{"minMB":51,"maxMB":154,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","automation"],"alternativeTo":[{"slug":"snyk","name":"Snyk","confirmed":true},{"slug":"aqua-platform","name":"Aqua Platform","confirmed":true}],"declaredAlternatives":[],"stars":38882,"downloads":61440046,"downloadsWeek":2635024,"downloadsDays":5,"growth":137,"growthDays":5,"history":[{"date":"2026-10-26","stars":38745},{"date":"2026-10-27","stars":38784},{"date":"2026-10-28","stars":38815},{"date":"2026-10-29","stars":38840},{"date":"2026-10-30","stars":38867},{"date":"2026-10-31","stars":38882}],"firstPublishedAt":"2026-10-27T01:10:12.602Z","commitSha":"e2c05f7ae66bedacd4a51594a71cbe95566cc838","verifiedAt":"2026-10-31T01:38:33.980Z","lastCommitAt":"2026-10-30T13:29:27Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Scans software, containers and cloud setups for known security holes, leaked passwords and risky settings.","summary":"Trivy is a security scanner you use by typing commands. It checks container images, folders of code, Git repositories, virtual machine images and Kubernetes clusters for known vulnerabilities, risky configuration, exposed secrets such as passwords or keys, and software licenses, and it can list every component inside (an SBOM). It is for developers and IT or security teams. Windows, Mac and Linux all get a ready program with nothing else to install. It is made by Aqua Security, which also sells a paid platform built on it.","easeRationale":"On Windows the release is a ready program in a zip (trivy_0.76.1_windows-64bit.zip) with no other tools to install, but you unzip it and use it by typing commands in a terminal. Mac and Linux are the same idea, with .deb and .rpm packages on Linux.","costNote":"Free (Apache-2.0). Aqua Security sells a commercial platform built on top of Trivy; the package does not state prices.","notVerified":["How much data it downloads on first run and how often (scanners like this usually fetch a vulnerability database).","Whether scanning container images on Windows needs Docker or another container tool for your case.","How many false alarms or missed problems it reports on your own projects.","Whether the release files you download match the published checksums and signatures.","Whether any copies of the tampered 2026 versions are still circulating in mirrors, caches or third-party channels."]},"zh-Hans":{"summaryShort":"扫描软件、容器和云端配置，查找已知漏洞、泄露的密码和风险设置。","summary":"Trivy 是一款通过输入命令使用的扫描工具。它可以检查容器镜像、代码文件夹、Git 仓库、虚拟机镜像和 Kubernetes 集群，查找已知漏洞、有风险的配置、暴露的密码或密钥等敏感信息，以及软件许可证，还能列出其中的每个组件（即 SBOM）。它面向开发者以及 IT 或风险防护团队。Windows、Mac 和 Linux 都有现成的程序，无需安装其他工具。它由 Aqua Security 开发，该公司还销售基于它构建的付费平台。","easeRationale":"在 Windows 上，发布的版本是压缩包里的现成程序（trivy_0.76.1_windows-64bit.zip），不需要安装其他工具，但你需要解压后在终端里输入命令来使用它。Mac 和 Linux 的方式相同，Linux 上还提供 .deb 和 .rpm 安装包。","costNote":"免费（Apache-2.0 许可）。Aqua Security 销售一款基于 Trivy 构建的商业平台；该软件包未说明价格。","notVerified":["首次运行时会下载多少数据，以及下载频率如何（这类工具通常会获取一个漏洞数据库）。","在 Windows 上扫描容器镜像是否需要 Docker 或其他容器工具，具体取决于你的情况。","在你自己的项目上，它会报告多少错误警报或漏报的问题。","你下载的发布文件是否与官方公布的 checksum 和签名一致。","2026 年遭篡改的版本是否仍有副本在镜像站、缓存或第三方渠道中流传。"]}}},{"id":"R_kgDOVBkRbA","slug":"arahim3__digup","name":"DigUp","owner":"ARahim3","fullName":"ARahim3/DigUp","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"18 天内获得 5866 个星标","source":"check","title":"新仓库却有大量星标"},{"code":"unsigned_windows_installer","severity":"info","evidence":"README.md，Install 部分：\"Windows may say it doesn't recognize the app, because the installer isn't signed yet: choose More info, then Run anyway.\"","source":"ai","title":"Windows 安装程序未签名"},{"code":"windows_version_is_beta","severity":"info","evidence":"Windows 和 Linux 版本只出现在预发布版本中（v0.7.0-beta.2、v0.7.0-beta.3）；最新的稳定版 v0.6.2 只有 Mac 的 .dmg。","source":"ai","title":"Windows 版本仍是测试版"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["ffmpeg"],"disk":{"minMB":39,"maxMB":116,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["productivity","chat_ai","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":6065,"downloads":19289,"downloadsWeek":2157,"downloadsDays":5,"growth":196,"growthDays":5,"history":[{"date":"2026-10-26","stars":5869},{"date":"2026-10-27","stars":5922},{"date":"2026-10-28","stars":5977},{"date":"2026-10-29","stars":6013},{"date":"2026-10-30","stars":6048},{"date":"2026-10-31","stars":6065}],"firstPublishedAt":"2026-10-27T01:10:12.603Z","commitSha":"dc2651ad8299160bbe91e972f857e1a1599a8419","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-26T20:44:04Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Find files on your computer by describing what is in them, such as a photo, a PDF page or a moment in a recording.","summary":"DigUp searches the folders you choose by what your files contain, not just their names. Describe what you want, like \"a dog on the beach\" or \"where they talk about sleep\", and it finds the photo, PDF page, document, or the moment in an audio or video file. It uses Google's EmbeddingGemma 2 AI model, which runs on your own computer; the model is an 865 MB download on first start. The Mac version is the main one; Windows and Linux versions are marked beta. The first indexing pass can take hours on a large photo library without a fast graphics card.","easeRationale":"There is a Windows installer (DigUp_0.7.0-beta.3_x64-setup.exe, about 39 MB) that needs no admin rights, and then the app downloads its 865 MB AI model while you pick folders to search.","costNote":"MIT license; optional donations through Gumroad.","notVerified":["Whether the Windows beta works well on your PC","How long the first indexing pass takes and how big the index gets for your folders","Whether it really skips private files such as keys and password files, as the README says","That nothing you index leaves your computer apart from the model download and the daily update check"]},"zh-Hans":{"summaryShort":"按内容描述来查找电脑里的文件，比如一张照片、PDF 的某一页或录音中的某个片段。","summary":"DigUp 会在你选定的文件夹中，根据文件的内容而不只是文件名来搜索。你描述想找的东西，比如“海滩上的一只狗”或“他们谈到睡眠的地方”，它就能找到对应的照片、PDF 页面、文档，或音频、视频文件中的某个片段。它使用 Google 的 EmbeddingGemma 2 AI 模型，在你自己的电脑上运行；首次启动时需要下载 865 MB 的模型。Mac 版是主要版本；Windows 和 Linux 版标注为测试版（beta）。在没有高速显卡的情况下，第一轮索引在大型照片库上可能要花几个小时。","easeRationale":"有一个 Windows 安装程序（DigUp_0.7.0-beta.3_x64-setup.exe，约 39 MB），不需要管理员权限，之后应用会在你选择要搜索的文件夹时下载 865 MB 的 AI 模型。","costNote":"MIT 许可证；可通过 Gumroad 自愿捐赠。","notVerified":["Windows 测试版在你的电脑上是否运行良好","第一轮索引要花多长时间，以及你的文件夹生成的索引有多大","它是否真如 README 所说，会跳过密钥和密码文件等私人文件","除了模型下载和每日检查更新之外，你索引的内容是否真的不会离开你的电脑"]}}},{"id":"R_kgDOVdca1A","slug":"arjun-ingole__hop","name":"Hop","owner":"Arjun-Ingole","fullName":"Arjun-Ingole/hop","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"changes_disk_partitions","severity":"attention","evidence":"README“How it works”部分：hop 会压缩 C: 盘或其他分区，在内部磁盘上新建一个 FAT32 安装分区，再加上给 Linux 用的空间（'[ EFI ][ C: Windows ][ Installer ][ Linux ][ Recovery ]'）。","source":"ai","title":"会改动磁盘分区"},{"code":"option_erases_windows","severity":"attention","evidence":"README：“Can replace Windows entirely, for Ubuntu, Zorin OS, Debian and Arch... It's a separate choice with its own warning, and you have to type ERASE.”","source":"ai","title":"有一个选项会清除 windows"},{"code":"binary_not_code_signed","severity":"attention","evidence":"README“Use it”部分：“SmartScreen may warn because hop isn't code-signed yet: click More info -> Run anyway.”","source":"ai","title":"二进制文件没有代码签名"},{"code":"downloads_content_at_run_time","severity":"info","evidence":"三个发行版都只是一个不到 1 MB 的 hop.exe，README 说 hop “会从项目自己的服务器获取 ISO”，所以 Linux 系统本身是在你使用这个应用时才下载的。","source":"ai","title":"运行时才下载内容"},{"code":"very_new_project","severity":"info","evidence":"GitHub 数据：仓库创建于 2026-10-30，三个发行版的日期都是 2026-10-31，却已经有 731 个星标，所以还没有可参考的历史记录。","source":"ai","title":"项目非常新"}],"platforms":["windows"],"tools":[],"buildTools":[],"disk":{"minMB":0,"maxMB":1,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["system"],"alternativeTo":[],"declaredAlternatives":[],"stars":731,"downloads":0,"downloadsWeek":0,"downloadsDays":0,"growth":4145,"growthDays":0,"history":[],"firstPublishedAt":"2026-11-01T01:55:44.432Z","commitSha":"1d0b32548f4054b9f089f300819402830bc8edd4","verifiedAt":"2026-11-01T01:38:41.782Z","lastCommitAt":"2026-11-01T01:23:24Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Installs Linux next to Windows from one Windows app, with no USB stick: pick a system, choose the space, restart.","summary":"hop is a single Windows program that sets up Linux alongside Windows without a USB stick. It downloads the system's ISO (or uses one you already have), checks it against the project's published checksum where there is one, makes room on an internal disk by using free space or shrinking a drive, copies the installer files to a small partition and restarts into the Linux installer. A separate option, confirmed by typing ERASE, replaces Windows completely. It is for Windows 10 (1803 or newer) or 11 on a UEFI PC with a GPT disk, and asks for administrator access.","easeRationale":"On Windows you download hop.exe from Releases and run it, with nothing to install first, so Windows is an A. The README notes Windows will ask for administrator access and SmartScreen may warn about the file.","notVerified":["Whether the install actually completes on a given PC's firmware and disk layout","Whether the ISO checksum is really published and checked for every system on the list","How much free disk space is needed once the ISO is downloaded and copied","Whether Undo always gives the space back to the original drive","Whether the BitLocker and Secure Boot checks catch every case before the disk is changed"]},"zh-Hans":{"summaryShort":"用一个 Windows 应用在 Windows 旁边安装 Linux，无需 U 盘：选系统、选空间、重启。","summary":"hop 是一个单独的 Windows 程序，用来在 Windows 旁边装好 Linux，不需要 U 盘。它会下载系统的 ISO（或者使用你已经有的），在项目发布了校验值的情况下核对校验值，通过利用空闲空间或压缩某个分区在内部磁盘上腾出空间，把安装文件复制到一个小分区，然后重启进入 Linux 安装程序。另外还有一个单独的选项，需要输入 ERASE 来确认，会把 Windows 完全替换掉。它适用于 UEFI 电脑、GPT 磁盘上的 Windows 10（1803 或更新）或 Windows 11，并会请求管理员权限。","easeRationale":"在 Windows 上，你从 Releases 下载 hop.exe 直接运行，不需要预先安装任何东西，所以 Windows 拿到 A 级。README 指出 Windows 会请求管理员权限，SmartScreen 可能会对这个文件发出警告。","notVerified":["安装是否真的能在某台电脑的固件和磁盘布局上完成","名单上每个系统的 ISO 校验值是否真的都发布并被检查了","下载并复制 ISO 之后到底需要多少可用磁盘空间","撤销（Undo）是否总能把空间还给原来的分区","BitLocker 和 Secure Boot 检查是否能在改动磁盘之前拦住所有情况"]}}},{"id":"R_kgDOHy0BzQ","slug":"astral-sh__ruff","name":"Ruff","owner":"astral-sh","fullName":"astral-sh/ruff","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"install_script_piped_from_web","severity":"info","evidence":"README.md 的安装部分建议在 macOS 和 Linux 上运行 `curl -LsSf https://astral.sh/ruff/install.sh | sh`，在 Windows 上运行 `powershell -c \"irm https://astral.sh/ruff/install.ps1 | iex\"`，这会直接运行从 astral.sh 下载的脚本，而不会先展示脚本内容。","source":"ai","title":"安装脚本从网络直接管道执行"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python","docker","rust"],"disk":{"minMB":10,"maxMB":29,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[],"declaredAlternatives":[],"stars":50369,"downloads":38310266,"downloadsWeek":853755,"downloadsDays":5,"growth":52,"growthDays":5,"history":[{"date":"2026-10-26","stars":50317},{"date":"2026-10-27","stars":50326},{"date":"2026-10-28","stars":50347},{"date":"2026-10-29","stars":50332},{"date":"2026-10-30","stars":50347},{"date":"2026-10-31","stars":50369}],"firstPublishedAt":"2026-10-27T01:10:12.604Z","commitSha":"68207fbea5f356462896db633257604e32eb2dba","verifiedAt":"2026-11-01T01:38:51.795Z","lastCommitAt":"2026-10-31T21:40:13Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A fast command-line tool that checks Python code for mistakes and reformats it in a consistent style.","summary":"Ruff is a terminal tool for people who write Python. It scans a project's Python files, points out over 900 kinds of problems such as unused imports, can fix many of them automatically, and reformats the code in a style close to Black's. It is written in Rust and ships as a ready binary for Windows, macOS and Linux (about 10 MB), installable with pip, uv, Homebrew or the project's own install script. It also plugs into VS Code and other editors.","easeRationale":"Equal on the three platforms: ready binaries are published for each one, but Ruff has no window or buttons, so you install it with a command (pip, uv, Homebrew or the install script) and then type commands such as `ruff check` in a terminal.","costNote":"MIT license; the company behind it, Astral, sells other products.","notVerified":["Whether the published binaries match the source code in this repository","How many of the fixes it applies automatically are the ones you actually want","Whether the checks behave the same on your Python version and project layout"]},"zh-Hans":{"summaryShort":"一个快速的命令行工具，检查 Python 代码中的问题并按统一风格重新格式化。","summary":"Ruff 是一个给写 Python 的人用的终端工具。它会扫描项目里的 Python 文件，指出 900 多种问题，比如没用到的导入，还能自动修复其中很多问题，并把代码重新格式化成接近 Black 风格的样子。它用 Rust 编写，为 Windows、macOS 和 Linux 提供现成的二进制文件（约 10 MB），可以用 pip、uv、Homebrew 或项目自带的安装脚本安装。它还能接入 VS Code 和其他编辑器。","easeRationale":"三个平台待遇相同：每个平台都发布了现成的二进制文件，但 Ruff 没有窗口也没有按钮，所以你要用一条命令安装它（pip、uv、Homebrew 或安装脚本），然后在终端里输入像 `ruff check` 这样的命令。","costNote":"MIT 许可证；项目背后的公司 Astral 还销售其他产品。","notVerified":["发布的二进制文件是否与这个仓库里的源代码一致","它自动应用的修复中有多少真的是你想要的","这些检查在你的 Python 版本和项目结构上是否表现一致"]}}},{"id":"R_kgDOKbIFZQ","slug":"astral-sh__uv","name":"uv","owner":"astral-sh","fullName":"astral-sh/uv","type":"dev_tool","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"low","signals":[{"code":"install_pipes_remote_script_to_shell","severity":"info","evidence":"README.md 建议在 Mac 和 Linux 上用 `curl -LsSf https://astral.sh/uv/install.sh | sh` 安装，在 Windows 上用 `powershell -ExecutionPolicy ByPass -c \"irm https://astral.sh/uv/install.ps1 | iex\"` 安装，这会在你没有先阅读的情况下运行从 astral.sh 下载的脚本。相同的版本也以普通压缩包的形式提供在 GitHub 上。","source":"ai","title":"安装时会直接运行远程脚本"},{"code":"self_update_and_runtime_downloads","severity":"info","evidence":"README.md 记录了用于替换程序自身的 `uv self update`，以及 `uv python install 3.12 3.13 3.14` 和 `uv venv --python 3.12.0`，它们会在你使用时从互联网下载 Python 版本和软件包。","source":"ai","title":"会自我更新，使用时还会下载组件"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["python","docker","rust"],"disk":{"minMB":15,"maxMB":46,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[],"declaredAlternatives":[],"stars":91403,"downloads":1156112968,"downloadsWeek":34086943,"downloadsDays":6,"growth":229,"growthDays":6,"history":[{"date":"2026-10-25","stars":91174},{"date":"2026-10-26","stars":91228},{"date":"2026-10-27","stars":91263},{"date":"2026-10-28","stars":91321},{"date":"2026-10-29","stars":91343},{"date":"2026-10-30","stars":91376},{"date":"2026-10-31","stars":91403}],"firstPublishedAt":"2026-10-25T23:18:57.481Z","commitSha":"e4c55567ada966de4911513b5c526070e6cddd3f","verifiedAt":"2026-10-28T01:36:37.212Z","lastCommitAt":"2026-10-31T03:00:01Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Installs Python and Python packages from the terminal, and keeps a project's dependencies and versions organised.","summary":"uv is a command-line tool that does the jobs usually split between pip, pipx, poetry, pyenv, virtualenv and twine: it installs packages, creates isolated environments, locks exact dependency versions, installs and switches Python versions, runs single-file scripts and publishes packages. It is for people who write Python. There are ready binaries for Windows, Mac and Linux (about 15 MB) and a one-line install command; you do not need Python or Rust installed first, and uv can download Python for you.","easeRationale":"Every release ships a ready binary for Windows, Mac and Linux (for example uv-x86_64-pc-windows-msvc.zip, 15 MB), and the README gives a single install command per system; nothing else has to be installed first. After that you use it by typing commands in a terminal, so it is only useful to someone comfortable with a terminal.","costNote":"Free and open source (MIT or Apache-2.0, your choice). Astral, the company behind it, sells other products.","notVerified":["The 10-100x speed comparison with pip shown in the README, which was measured by the authors","How much disk the package cache and the downloaded Python versions grow to over time (the installed program itself is about 15-46 MB)","Whether a given project's dependencies resolve to exactly the same versions as with pip or poetry","Where the Python builds that uv downloads come from and how they are verified"]},"zh-Hans":{"summaryShort":"在终端里安装 Python 和 Python 包，并整理好一个项目的依赖和版本。","summary":"uv 是一个命令行工具，把通常由 pip、pipx、poetry、pyenv、virtualenv 和 twine 分担的工作合在一起：安装包、创建隔离环境、锁定精确的依赖版本、安装并切换 Python 版本、运行单文件脚本以及发布包。它适合写 Python 的人使用。Windows、Mac 和 Linux 都有现成的二进制文件（约 15 MB）和一条安装命令；你不需要事先安装 Python 或 Rust，uv 还能帮你下载 Python。","easeRationale":"每个发布版本都为 Windows、Mac 和 Linux 提供现成的二进制文件（例如 uv-x86_64-pc-windows-msvc.zip，15 MB），README 针对每个系统只给出一条安装命令；在此之前不需要先安装别的东西。之后你需要在终端里输入命令来使用它，所以只对习惯使用终端的人有用。","costNote":"免费且开源（可选 MIT 或 Apache-2.0）。背后的公司 Astral 还出售其他产品。","notVerified":["README 中展示的、与 pip 相比快 10 到 100 倍的速度对比，是由作者自己测量的。","包缓存和下载的 Python 版本随着时间会占用多少磁盘空间（安装的程序本身约为 15-46 MB）。","某个项目的依赖是否能解析出与 pip 或 poetry 完全相同的版本。","uv 下载的 Python 构建版本来自哪里，以及它们是如何被验证的。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkzMjI4NTA1","slug":"atom__atom","name":"Atom","owner":"atom","fullName":"atom/atom","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"C"},"risk":"attention","signals":[{"code":"stale_releases","severity":"attention","evidence":"最近一次发布在 2022-03-08（1696 天前）","source":"check","title":"很久没有发布新版本"},{"code":"archived","severity":"info","evidence":"该仓库已归档（只读，不再维护）","source":"check","title":"仓库已归档"},{"code":"known_vulnerabilities","severity":"attention","evidence":"固定版本的依赖项存在已知漏洞（OSV）：async: GHSA-fwr7-v2mv-hh25; postcss: GHSA-566m-qj78-rww5, GHSA-6g55-p6wh-862q, GHSA-7fh5-64p2-3v2j; postcss-selector-parser: GHSA-rj75-hqrm-r3gf; semver: GHSA-c2qf-rxjj-qqgw","source":"check","title":"存在已知漏洞"},{"code":"low_scorecard","severity":"attention","evidence":"OpenSSF Scorecard 2.5/10","source":"check","title":"Scorecard 评分偏低"},{"code":"outdated_browser_engine","severity":"attention","evidence":"package.json：\"electronVersion\": \"11.5.0\"。Atom 运行在这个旧版 Electron（基于 Chromium）上，而且由于项目已归档，不会再升级到更新的版本。","source":"ai","title":"浏览器引擎已过时"},{"code":"discontinued_by_owner","severity":"info","evidence":"README.md：\"Atom and all repositories under Atom will be archived on December 15, 2022.\" README 里仍然写着 \"Atom will automatically update\"，这一点已不再适用。","source":"ai","title":"已被所有者停止维护"},{"code":"usage_metrics_package","severity":"info","evidence":"package.json 中包含 \"metrics\": \"git+https://github.com/atom/metrics.git#d35d034\" 和 \"exception-reporting\"，它们是用于上报使用情况和错误的内置包。","source":"ai","title":"内置使用数据统计包"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":["node","docker"],"disk":{"minMB":198,"maxMB":593,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[{"slug":"sublime-text","name":"Sublime Text","confirmed":true}],"declaredAlternatives":[],"stars":60708,"downloads":94740465,"downloadsWeek":15773,"downloadsDays":5,"growth":0,"growthDays":5,"history":[{"date":"2026-10-26","stars":60710},{"date":"2026-10-27","stars":60709},{"date":"2026-10-28","stars":60711},{"date":"2026-10-29","stars":60708},{"date":"2026-10-30","stars":60708},{"date":"2026-10-31","stars":60708}],"firstPublishedAt":"2026-10-27T01:10:12.605Z","commitSha":"1c3bd35ce238dc0491def9e1780d04748d8e18af","verifiedAt":"2026-10-30T01:43:52.062Z","lastCommitAt":"2022-11-22T16:11:57Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A customizable text and code editor from GitHub that was discontinued in 2022 and gets no more updates.","summary":"Atom is a desktop text and code editor made by GitHub, known for themes and add-on packages that change how it looks and works. It was meant for programmers and anyone who edits text files. GitHub stopped the project and archived it in December 2022, so there are no more fixes or security updates. The last Windows installers (AtomSetup-x64.exe for 64-bit) are still in the releases, along with a Mac zip and Linux packages, and the README lists Git as a prerequisite.","easeRationale":"Windows is the easiest: a ready installer (AtomSetup-x64.exe, 198 MB) in the last release, with Git listed as a prerequisite to install first; on Mac you unzip atom-mac.zip and run the app. Linux is harder: the README asks you to set up your package manager or install a list of system libraries with apt and then extract an archive by hand.","costNote":"Free (MIT).","notVerified":["Whether installing add-on packages from inside Atom still works now that the project's online services were retired.","Whether the old installers still run correctly on current Windows 11 versions.","Whether the built-in usage and error reporting still tries to send data anywhere.","Exposure to security problems fixed in newer Electron versions when opening files or packages from others."]},"zh-Hans":{"summaryShort":"一款来自 GitHub 的可定制文本和代码编辑器,已于 2022 年停止维护,不再有更新。","summary":"Atom 是 GitHub 制作的桌面文本和代码编辑器,以主题和可以改变外观与功能的附加包而闻名。它面向程序员和任何需要编辑文本文件的人。GitHub 于 2022 年 12 月终止并封存了这个项目,因此不会再有修复或漏洞修补更新。最后一版的 Windows 安装包(64 位的 AtomSetup-x64.exe)仍保留在发布记录中,还有 Mac 版压缩包和 Linux 版软件包,README 中把 Git 列为前置条件。","easeRationale":"Windows 上最简单:最后一次发布中有现成的安装包(AtomSetup-x64.exe,198 MB),需要先安装 Git 作为前置条件;Mac 上需要解压 atom-mac.zip 然后运行应用。Linux 较难:README 要求你先配置好包管理器,或用 apt 安装一系列系统库,然后手动解压一个压缩包。","costNote":"免费(MIT 许可证)。","notVerified":["在项目的在线服务已经停止之后,从 Atom 内部安装附加包是否还能正常使用。","旧版安装包在当前的 Windows 11 系统上是否仍能正常运行。","内置的使用与错误报告功能是否仍会尝试向外发送数据。","打开他人提供的文件或附加包时,是否会遇到新版 Electron 中已经修复的漏洞风险。"]}}},{"id":"R_kgDOH3JoLw","slug":"automatic1111__stable-diffusion-webui","name":"Stable Diffusion web UI","owner":"AUTOMATIC1111","fullName":"AUTOMATIC1111/stable-diffusion-webui","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"D","linux":"C"},"risk":"attention","signals":[{"code":"known_vulnerabilities","severity":"attention","evidence":"固定版本的依赖项存在已知漏洞（OSV）：gradio: GHSA-26jh-r8g2-6fpr, GHSA-279j-x4gx-hfrh, GHSA-34rf-p3r3-58x2; 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It is for hobbyists and artists who want AI images without a subscription. Everything runs on your own PC and a capable graphics card helps a lot (NVIDIA recommended; AMD, Intel and Apple chips have separate guides). On Windows you install Python 3.10.6 and git, then run webui-user.bat. Models take several GB of disk.","easeRationale":"Easiest on Windows: install Python 3.10.6 and git, then double-click webui-user.bat (or unzip the older NVIDIA-only sd.webui.zip and run update.bat and run.bat). Linux is similar but you first install system packages with apt, dnf, zypper or pacman. On a Mac the README sends you to a separate Apple Silicon guide with more terminal steps, and there is no ready installer anywhere.","notVerified":["Whether it still installs cleanly today, since development stopped in 2024 and the dependencies are pinned to old versions.","Real disk use after downloading torch and image models (the checks estimate 1 to 5 GB before extra models).","Speed and memory use on your graphics card; the README cites 4 GB cards and reports of 2 GB working.","What code the installer and the community extensions download at run time.","Which models you end up using, since the repository ships none and each has its own licence."]},"zh-Hans":{"summaryShort":"在自己的电脑上,通过浏览器页面用 Stable Diffusion 模型根据文字描述生成和编辑图片。","summary":"一个本地网页版的 Stable Diffusion 工具:输入一段描述就能生成图片,还能重绘图片局部(局部重绘和扩展绘制)、放大照片、修复人脸,并支持大量社区扩展。它面向希望在不订阅的情况下生成 AI 图片的爱好者和艺术创作者。一切都在你自己的电脑上运行,一块性能不错的显卡会大有帮助(推荐 NVIDIA;AMD、Intel 和苹果芯片都有各自的使用指南)。在 Windows 上你需要安装 Python 3.10.6 和 git,然后运行 webui-user.bat。模型文件会占用好几 GB 的磁盘空间。","easeRationale":"在 Windows 上最简单:安装 Python 3.10.6 和 git,然后双击 webui-user.bat(或者解压仅支持 NVIDIA 的旧版 sd.webui.zip,运行 update.bat 和 run.bat)。Linux 上流程类似,但要先用 apt、dnf、zypper 或 pacman 安装系统软件包。Mac 上 README 会把你引导到另一份 Apple Silicon 专用指南,步骤更多、更依赖终端命令,目前没有任何现成的安装包。","notVerified":["如今是否还能顺利安装,因为项目在 2024 年就停止了开发,依赖项固定在较旧的版本上。","下载 torch 和图像模型之后的实际磁盘占用(检测估算在添加额外模型之前约为 1 到 5 GB)。","在你的显卡上运行的速度和显存占用情况;README 提到 4 GB 显卡可用,也有 2 GB 显卡能运行的报告。","安装程序和社区扩展在运行时会下载哪些代码。","你最终会使用哪些模型,因为仓库本身不附带任何模型,且每个模型都有自己的许可条款。"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0NTA1NTY5Mw==","slug":"balena-io__etcher","name":"balenaEtcher","owner":"balena-io","fullName":"balena-io/etcher","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"attention","signals":[{"code":"known_vulnerabilities","severity":"attention","evidence":"固定版本的依赖项存在已知漏洞（OSV）：electron-updater: GHSA-9jxc-qjr9-vjxq; immutable: GHSA-v56q-mh7h-f735, GHSA-wf6x-7x77-mvgw, GHSA-xvcm-6775-5m9r; lodash: GHSA-f23m-r3pf-42rh, GHSA-r5fr-rjxr-66jc, GHSA-xxjr-mmjv-4gpg; uuid: GHSA-w5hq-g745-h8pq","source":"check","title":"存在已知漏洞"},{"code":"crash_reports_to_sentry","severity":"info","evidence":"package.json 在运行时依赖中列出了 \"@sentry/electron\": \"^4.24.0\"，因此该应用会把崩溃和错误报告发送到发布者运营的 Sentry 服务。","source":"ai","title":"向 Sentry 发送崩溃报告"},{"code":"erases_the_chosen_drive_and_needs_admin_rights","severity":"info","evidence":"写入镜像会替换所选存储卡或 U 盘上的全部内容。该应用需要直接访问磁盘：package.json 依赖 @ronomon/direct-io、drivelist 和 mountutils，在 Debian 系统上需要 polkit 认证代理，在 Windows 上附带 winusb-driver-generator。项目称它会把你的内置硬盘从列表中排除。","source":"ai","title":"会清空所选磁盘，且需要管理员权限"},{"code":"updates_itself","severity":"info","evidence":"package.json 依赖 electron-updater 6.1.8，因此已安装的应用可以自行下载并应用更新。自动检查显示，这个固定的确切版本存在一条已知漏洞公告。","source":"ai","title":"会自我更新"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":262,"maxMB":785,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["system","hardware"],"alternativeTo":[{"slug":"wintousb","name":"WinToUSB","confirmed":true}],"declaredAlternatives":[],"stars":34628,"downloads":318330628,"downloadsWeek":365339,"downloadsDays":5,"growth":30,"growthDays":5,"history":[{"date":"2026-10-26","stars":34598},{"date":"2026-10-27","stars":34605},{"date":"2026-10-28","stars":34613},{"date":"2026-10-29","stars":34616},{"date":"2026-10-30","stars":34626},{"date":"2026-10-31","stars":34628}],"firstPublishedAt":"2026-10-27T01:10:12.608Z","commitSha":"dbd6aaed37c4e844f7aed978db01d9f38680eff8","verifiedAt":"2026-10-28T01:41:08.449Z","lastCommitAt":"2026-10-22T19:23:36Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Writes an operating system image onto a USB stick or SD card, and checks every byte afterwards.","summary":"balenaEtcher copies a downloaded operating system image (a .iso or .img file, such as Raspberry Pi OS or a Linux install disc) onto a USB stick or SD card. You pick the file, pick the drive and press Flash; it hides your internal disks from the list and verifies the written data afterwards. It can also write directly to Raspberry Pi boards that support USB device boot mode. It is for anyone, with ready installers for Windows 10 and later, macOS 10.13 and later and most 64-bit Linux distributions.","easeRationale":"Every release carries a ready installer for each system: balenaEtcher-2.1.9.Setup.exe (262 MB) for Windows, .dmg files for Intel and Apple Silicon Macs, and .deb, .rpm and zip builds for Linux, plus winget, Chocolatey and AUR packages. You open it and use the window; nothing else has to be installed.","costNote":"Free and open source (Apache-2.0). It is made by Balena Ltd, which sells separate paid cloud products; you do not need an account for Etcher.","notVerified":["Whether a given image file and a given card or card reader really work together","What the crash reports contain, for example file names or drive models, and whether they can be turned off","How long a write takes, which depends on the card and the USB port","Whether the Raspberry Pi USB device boot flashing works on your board","How much space the installed app takes after unpacking (the installers are 118-271 MB)"]},"zh-Hans":{"summaryShort":"把操作系统镜像写入 U 盘或 SD 卡，写完之后逐字节校验。","summary":"balenaEtcher 把下载好的操作系统镜像文件（.iso 或 .img，例如 Raspberry Pi OS 或某个 Linux 安装盘）写入 U 盘或 SD 卡。你选择文件、选择盘位，然后点 Flash；它会把列表中你的内部磁盘隐藏起来，写入完成后再校验写入的数据。它还可以直接写入支持 USB 设备启动模式的 Raspberry Pi 主板。适合任何人使用，提供适用于 Windows 10 及更新版本、macOS 10.13 及更新版本，以及大多数 64 位 Linux 发行版的现成安装包。","easeRationale":"每个发布版本都为各系统提供现成的安装包：Windows 用的 balenaEtcher-2.1.9.Setup.exe（262 MB），Intel 和 Apple Silicon Mac 用的 .dmg 文件，以及 Linux 用的 .deb、.rpm 和 zip 版本，还有 winget、Chocolatey 和 AUR 包。你打开它，用窗口操作即可；不需要再安装别的东西。","costNote":"免费且开源（Apache-2.0）。它由 Balena Ltd 制作，该公司另外出售付费云产品；使用 Etcher 不需要账号。","notVerified":["某个具体的镜像文件和某张卡或读卡器是否真的能配合使用。","崩溃报告里包含什么内容，例如文件名或驱动器型号，以及能否关闭上报。","写入需要多长时间，这取决于卡本身和 USB 接口。","Raspberry Pi 的 USB 设备启动写入方式在你的主板上是否可用。","安装的应用解压后实际占用多少空间（安装包本身为 118-271 MB）。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyMTM5MTY4OTY=","slug":"blender__blender","name":"Blender","owner":"blender","fullName":"blender/blender","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["python"],"disk":{"minMB":349,"maxMB":1048,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0-or-later","category":"copyleft","detectedFrom":"winget"},"categories":["design_cad","video"],"alternativeTo":[{"slug":"autodesk-maya","name":"Maya","confirmed":true},{"slug":"autodesk-3ds-max","name":"3ds Max","confirmed":true},{"slug":"cinema-4d","name":"Cinema 4D","confirmed":true}],"declaredAlternatives":[],"stars":21485,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":225,"growthDays":6,"history":[{"date":"2026-10-25","stars":21260},{"date":"2026-10-26","stars":21305},{"date":"2026-10-27","stars":21349},{"date":"2026-10-28","stars":21394},{"date":"2026-10-29","stars":21420},{"date":"2026-10-30","stars":21447},{"date":"2026-10-31","stars":21485}],"firstPublishedAt":"2026-10-25T23:32:48.676Z","commitSha":"01c07a6f4aa9f8338c89e792583ebbf0a7138cb3","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-11-01T00:44:48Z","isMirror":true,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Model, animate and render 3D scenes and characters, and edit video, in one free desktop program.","summary":"Blender is a free 3D creation program. You can model objects, build and animate characters, run physics simulations, render images and films, track camera motion and edit video. It is used by hobbyists, students and professional studios. This GitHub page is a mirror of the source code with no downloads. The official Windows installer (Windows Package Manager ID BlenderFoundation.Blender) is a 349 MB file, and Radar estimates the program needs about 349 MB to 1 GB of disk space.","easeRationale":"There is an official 349 MB Windows installer (winget BlenderFoundation.Blender) that you download and open; the Python found by the automatic check is only for the developers' code-formatting setup in pyproject.toml, so you do not install it yourself.","costNote":"Licensed under the GNU GPL according to the COPYING and README files.","notVerified":["Exact disk space after installing: Radar's range of 349 MB to about 1 GB is estimated from the installer size, not measured on a real install","The macOS and Linux versions offered on blender.org, since Radar only looked at the Windows installer","How smoothly heavy scenes and rendering run on your graphics card","What add-ons you install later download or run on your computer"]},"zh-Hans":{"summaryShort":"在一个免费桌面程序里建模、制作动画、渲染 3D 场景和角色，还能剪辑视频。","summary":"Blender 是一款免费的 3D 创作程序。你可以建模、制作和驱动角色动画、进行物理模拟、渲染图片和影片、跟踪摄像机运动以及剪辑视频。爱好者、学生和专业工作室都在使用它。这个 GitHub 页面只是源代码的镜像，没有下载文件。官方 Windows 安装程序（Windows 程序包管理器 ID 为 BlenderFoundation.Blender）大小为 349 MB，Radar 估计程序需要约 349 MB 到 1 GB 的磁盘空间。","easeRationale":"有官方的 349 MB Windows 安装程序（winget BlenderFoundation.Blender），下载后打开即可；自动检查发现的 Python 只用于开发者在 pyproject.toml 里的代码格式设置，你不需要自己安装。","costNote":"根据 COPYING 和 README 文件，采用 GNU GPL 许可证。","notVerified":["安装后的确切磁盘占用：Radar 给出的 349 MB 到约 1 GB 是根据安装程序大小估算的，并非实际安装测得","blender.org 提供的 macOS 和 Linux 版本，因为 Radar 只查看了 Windows 安装程序","复杂场景和渲染在你的显卡上运行是否流畅","之后安装的插件会在你的电脑上下载或运行什么"]}}},{"id":"R_kgDOTs_xqg","slug":"boykopovar__anyps5","name":"AnyPS5","owner":"boykopovar","fullName":"boykopovar/AnyPS5","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"84 天内获得 48546 个星标（约每天 578 个）","source":"check","title":"星标增长速度异常"},{"code":"console_game_dump_required","severity":"attention","evidence":"这个工具只能处理 PS5 游戏的可执行文件（项目描述：“Tool for automatic PS5 executables porting to Linux and Windows”），但工具本身不提供这些文件；README 说它不“require copyrighted software, firmware, cryptographic keys”，并说“Users are responsible for ensuring that any binaries used with this project are obtained and used in accordance with applicable laws”。一款游戏的程序通常只能通过改装过的主机才能从 PS5 上复制出来，很多国家的法律对此加以限制，README 把确保文件来源合法的责任留给了用户自己。","source":"ai","title":"需要主机游戏的转储文件"},{"code":"games_may_stop_abruptly","severity":"info","evidence":"README：“Unsupported or unexpected states strictly throw `std::runtime_error`. `what()` is printed to stderr and the process terminates.”库函数的统计只覆盖了“the functions known to the project so far”。","source":"ai","title":"游戏可能会突然中止"}],"platforms":["windows","linux","web"],"tools":["gpu_any"],"buildTools":[],"disk":{"minMB":5,"maxMB":16,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["games","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":50145,"downloads":185717,"downloadsWeek":10294,"downloadsDays":4,"growth":1482,"growthDays":5,"history":[{"date":"2026-10-27","stars":49027},{"date":"2026-10-28","stars":49312},{"date":"2026-10-29","stars":49573},{"date":"2026-10-30","stars":49853},{"date":"2026-10-31","stars":50145}],"firstPublishedAt":"2026-10-27T02:46:41.232Z","commitSha":"349055c1cd5742185a57eb71b3b2e4ab9b6d1cad","verifiedAt":"2026-10-27T01:20:03.942Z","lastCommitAt":"2026-11-01T01:10:05Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Converts PlayStation 5 game programs so they run directly on a Windows or Linux PC, without an emulator.","summary":"AnyPS5 is an early-stage tool that converts a PS5 game's executable into a native Windows or Linux program and supplies its own versions of the PS5 system libraries, so the game runs without an emulator. Graphics shaders are translated for Vulkan, and game controllers, keyboard and mouse are supported. You must supply the PS5 game files yourself; the project includes none. Release downloads include a relinker .exe and library packs for Windows and Linux, and there is a web converter. Which games work is tracked per title in GitHub discussions.","easeRationale":"Windows binaries (relinker .exe and a library pack) are on GitHub Releases, but you need the PS5 game files, must run the conversion and set up the libraries following the usage guide, and per-game support is only reported in discussions.","notVerified":["Which PS5 games actually start and are playable after conversion.","What the converted program does on the PC, since it runs the game's own code natively.","Whether the web converter really keeps files on your device as the README says.","Graphics card and Vulkan driver requirements for converted games.","The legal status of dumping and converting PS5 games in the user's country."]},"zh-Hans":{"summaryShort":"把 PlayStation 5 游戏程序转换后，可直接在 Windows 或 Linux 电脑上运行，无需模拟器。","summary":"AnyPS5 是一个处于早期阶段的工具，它把 PS5 游戏的可执行文件转换成 Windows 或 Linux 原生程序，并自带 PS5 系统库的替代版本，因此游戏无需模拟器即可运行。图形着色器会被翻译成 Vulkan 格式，支持游戏手柄、键盘和鼠标。PS5 游戏文件需要你自己提供，项目本身不含任何游戏文件。发布页下载包括一个 relinker .exe 以及适用于 Windows 和 Linux 的库文件包，还有一个网页转换器。哪些游戏能运行，会在 GitHub 讨论区按游戏逐个记录。","easeRationale":"Windows 二进制文件（relinker .exe 和一个库文件包）在 GitHub Releases 上，但你需要自备 PS5 游戏文件，按使用指南自行运行转换并设置库文件，而且各游戏的支持情况只在讨论区中报告。","notVerified":["转换后，哪些 PS5 游戏真正能启动并可以正常游玩。","转换后的程序在电脑上会做什么，因为它是在本机直接运行游戏自带的代码。","网页转换器是否真的像 README 所说，把文件留在你的设备上。","转换后的游戏对显卡和 Vulkan 驱动有什么要求。","在用户所在国家，导出和转换 PS5 游戏的法律地位。"]}}},{"id":"R_kgDONIn9tw","slug":"browser-use__browser-use","name":"Browser Use","owner":"browser-use","fullName":"browser-use/browser-use","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"sold_with_stealth_and_captcha_solving","severity":"attention","evidence":"README 第一行就宣传“stealth browsers from $0.02/hour, top score (90.5%) on Stealth Bench V2”，主打演示是“Find an available slot, pick a date and time, handle the CAPTCHA, and book a driving test”，FAQ 里说云端提供“stealth browsers and proxies designed to reduce bot detection and CAPTCHA challenges”。CAPTCHA 和机器人检测正是网站用来拦截自动化访问的手段，很多网站的条款禁止这样做；这个项目把这件事留给用户自己处理。","source":"ai","title":"搭配隐身和 captcha 破解功能出售"},{"code":"telemetry_and_version_check_on_by_default","severity":"attention","evidence":".env.example 里自带 \"ANONYMIZED_TELEMETRY=true\" 和 \"BROWSER_USE_VERSION_CHECK=true\"，pyproject.toml 把 posthog==7.7.0 列为必需依赖。使用数据会发送到项目自己的统计系统，智能体启动时这个库也会联网，除非你把两者都关掉。","source":"ai","title":"默认开启遥测和版本检查"},{"code":"agent_can_use_your_signed_in_browser_and_saved_runs_hold_secrets","severity":"attention","evidence":"FAQ 认证部分：“Local browser: Use Browser.from_system_chrome() to reuse a Chrome profile”，云端浏览器则有一种配置同步功能会“transfers cookies”。回放（replay）相关的 FAQ 警告：“Keep the saved file private. With sensitive_data, typed secrets are saved as <secret>key</secret> placeholders, but page snapshots and results are saved as they were and can still contain them.”也就是说，智能体可以在你已经登录的账号内操作，它保存下来的记录可能含有个人数据。","source":"ai","title":"智能体可使用你已登录的浏览器，保存的记录可能含有机密"},{"code":"open_library_in_front_of_a_paid_service","severity":"info","evidence":"项目描述是“Open-source Python library for AI browser agents, plus Browser Use Cloud: stealth browsers and a hosted agent API”，pyproject.toml 把这个包描述为“Open-source browser agent + hosted cloud browsers for AI agents, from $0.02/browser-hour”，并要求依赖 browser-use-sdk 和 browser-harness，FAQ 还推荐公司自己的 BU2 模型，需要用他们自己的密钥。这个库本身是 MIT 许可，但推荐的使用路径要经过一个有自己条款和隐私政策的付费服务。","source":"ai","title":"开源库前端对接的是付费服务"},{"code":"readme_contains_instructions_addressed_to_ai_assistants","severity":"info","evidence":"README 里有一段以“AI agents and crawlers: read browser-use.com/llms.txt”开头的内容，还有一个“Path 2: CLI”部分，整段内容就是一条要粘贴进 Claude Code 或其他助手里的提示语，让它安装这个包并“run `browser-use skill install` to register the skill”。运行它就等于把整个安装过程，包括一份外部安装指南，交给了一个 AI 助手去完成。","source":"ai","title":"readme 中包含专门写给 ai 助手的指令"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python","docker","ffmpeg"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":["OpenAI (OPENAI_API_KEY) or another model provider — Anthropic, Google, Groq, DeepSeek, or a local Ollama model instead","Browser Use Cloud (BROWSER_USE_API_KEY) — only for the BU2 model, cloud browsers, proxies and CAPTCHA handling"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","automation","development"],"alternativeTo":[{"slug":"browserbase","name":"Browserbase","confirmed":true},{"slug":"bright-data","name":"Bright Data","confirmed":true}],"declaredAlternatives":[],"stars":119679,"downloads":377,"downloadsWeek":0,"downloadsDays":5,"growth":456,"growthDays":5,"history":[{"date":"2026-10-26","stars":119223},{"date":"2026-10-27","stars":119317},{"date":"2026-10-28","stars":119401},{"date":"2026-10-29","stars":119501},{"date":"2026-10-30","stars":119600},{"date":"2026-10-31","stars":119679}],"firstPublishedAt":"2026-10-27T01:10:12.610Z","commitSha":"b49a68e4060acb226da8f784194fef301c53a6d7","verifiedAt":"2026-11-01T01:44:00.727Z","lastCommitAt":"2026-10-30T04:28:48Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A Python library that lets an AI model drive a web browser for you, clicking, typing and filling forms on real sites.","summary":"Browser Use is a Python library (plus a command-line tool) that hands a web browser over to an AI model: you write the task in a sentence, and the agent opens pages, clicks, types, reads results and reports back. It is for developers who build automations; using it means installing Python, writing a small script and paying an AI provider per task. The same code can drive the browser on your own machine or Browser Use's paid cloud browsers, which the README prices at $0.02 per browser-hour and sells with stealth, residential proxies and CAPTCHA solving.","easeRationale":"The same on all three systems: install Python 3.11+ (the README uses the `uv` tool), run `uv add browser-use`, put a model key in a .env file, write a short Python file and run it; a local Chrome is needed unless you pay for a cloud browser. The project also ships a Dockerfile as an alternative path, and ffmpeg only arrives with the optional `video` extra. On Windows the extra Claude \"Bash\" integration needs WSL, which the README states.","costNote":"The library is free and MIT-licensed, but every task calls a paid AI model (the README's own example uses an OpenAI key, and the recommended BU2 model needs a Browser Use key). Cloud browsers are $0.02 per browser-hour plus traffic. A local model through Ollama is possible with no per-use cost.","notVerified":["How much a real task costs in model calls, which depends on the model and the number of steps","Whether the agent actually finishes a given task on a given site, and how often it gets stuck","Whether the stealth and CAPTCHA features work on the sites you care about, which the README itself does not guarantee","What the telemetry contains and what Browser Use keeps from cloud runs","Disk use, estimated at 100 to 300 MB by a rule of thumb, before Chrome and model downloads","Whether it behaves the same on Windows, where some parts need WSL"]},"zh-Hans":{"summaryShort":"一个 Python 库，让 AI 模型替你操作网页浏览器：点击、输入并在真实网站上填表单。","summary":"Browser Use 是一个 Python 库（外加一个命令行工具），把网页浏览器交给 AI 模型操作：你用一句话写出任务，智能体就会打开页面、点击、输入、读取结果并向你汇报。它适合构建自动化流程的开发者：使用它意味着要安装 Python、写一小段脚本，并按任务向 AI 供应商付费。同一套代码既可以在你自己的电脑上操作浏览器，也可以使用 Browser Use 的付费云端浏览器，README 给出的价格是每浏览器小时 0.02 美元，还附带隐身（stealth）、住宅代理和 CAPTCHA 破解功能。","easeRationale":"三个系统待遇相同：安装 Python 3.11+（README 使用 `uv` 工具），运行 `uv add browser-use`，把模型密钥放进 .env 文件，写一个简短的 Python 文件并运行；除非你付费用云端浏览器，否则需要本地的 Chrome。项目还提供了一个 Dockerfile 作为备选方案，ffmpeg 只有在安装可选的 `video` 扩展时才会出现。在 Windows 上，额外的 Claude “Bash”集成需要 WSL，这是 README 里写明的。","costNote":"这个库是免费的，采用 MIT 许可证，但每个任务都会调用付费的 AI 模型（README 自己的示例用的是 OpenAI 密钥，推荐的 BU2 模型需要 Browser Use 的密钥）。云端浏览器每浏览器小时收费 0.02 美元，另加流量费用。通过 Ollama 使用本地模型则不产生按次使用的费用。","notVerified":["一个真实任务在模型调用上实际花多少钱，这取决于模型和步骤数量","智能体是否真的能在某个网站上完成某个任务，以及卡住的频率有多高","隐身和 CAPTCHA 功能是否在你关心的网站上真的有效，README 本身并不保证这一点","遥测数据包含什么内容，以及 Browser Use 从云端运行中保留了什么","磁盘占用，经验估计在 Chrome 和模型下载之前为 100 到 300 MB","它在 Windows 上的表现是否一致，那里有些部分需要 WSL"]}}},{"id":"R_kgDOUeBQeg","slug":"browser-use__jev-ultrafast","name":"Jev Ultrafast","owner":"browser-use","fullName":"browser-use/jev-ultrafast","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"40 天内获得 23695 个星标","source":"check","title":"新仓库却有大量星标"},{"code":"agent_uses_your_real_chrome_profile","severity":"attention","evidence":"README.md：\"Allow remote debugging in Chrome when prompted.\" 以及 \"Owned tabs share the existing Chrome profile.\" 该智能体在你平时使用的浏览器中工作，而你可能已在其中登录了各种网站。","source":"ai","title":"智能体使用你真实的 Chrome 配置文件"},{"code":"page_text_sent_to_external_models","severity":"info","evidence":"README.md：每一步都会把页面的元素表放在 \"one TypeSafe request\" 中发出，智能体还会对页面 \"Send visible text\"；输入的文字来自另一个模型，地址为 TEXT_MODEL_BASE_URL=https://openrouter.ai/api/v1（.env.example）。","source":"ai","title":"网页文字会发送给外部模型"},{"code":"early_mvp_short_activity","severity":"info","evidence":"README.md：\"Shadow roots, frames, canvas, uploads, pop-up tabs, nested scrolling, and arbitrary keyboard widgets remain outside this MVP.\" GitHub 上没有发布版本；仓库创建于 2026-09-16，最后一次提交在 2026-09-18。","source":"ai","title":"早期最小可用版本，活跃时间很短"}],"platforms":["windows","mac","linux"],"tools":["python","other"],"buildTools":["python"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":["TypeSafe API (Jev model), TYPESAFE_API_KEY","OpenAI-compatible text model, OpenRouter in the example (TEXT_MODEL_API_KEY)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","automation","development"],"alternativeTo":[{"slug":"browserbase","name":"Browserbase","confirmed":true},{"slug":"manus","name":"Manus","confirmed":true}],"declaredAlternatives":[],"stars":23991,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":292,"growthDays":5,"history":[{"date":"2026-10-26","stars":23699},{"date":"2026-10-27","stars":23762},{"date":"2026-10-28","stars":23830},{"date":"2026-10-29","stars":23892},{"date":"2026-10-30","stars":23946},{"date":"2026-10-31","stars":23991}],"firstPublishedAt":"2026-10-27T01:10:12.612Z","commitSha":"1231850a0bf1a0c0341fe408ef1668dbbfdfac46","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T17:35:44Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A fast AI agent that operates your Chrome browser to complete a goal you describe, such as searching for flights.","summary":"Jev Ultrafast is a small demo and Python library from Browser Use. You give it a goal in plain words, and it clicks, types and scrolls in your Chrome browser to reach it, choosing each step with TypeSafe's Jev model and using a small text model only when it has to type. It is for developers testing browser automation. You need Python, the uv tool, Chrome with remote debugging allowed, and two paid API keys (TypeSafe and an OpenRouter-style text model). The README calls it an MVP with known limits.","easeRationale":"There is no installer: you clone the code, install Python 3.12+ and uv, add two API keys to a .env file, run it from a terminal and allow remote debugging in Chrome.","costNote":"The code is free (MIT). The README says live runs \"make paid API calls\" to TypeSafe and to the text model provider; no prices are stated.","notVerified":["Whether it works on Windows; the README does not mention any operating system","Real API cost per task with TypeSafe and the text model","How reliable it is beyond the few demo tasks measured by the authors","What the agent might click or submit on sites where you are signed in"]},"zh-Hans":{"summaryShort":"一个快速的 AI 智能体，操作你的 Chrome 浏览器来完成你描述的目标，例如搜索机票。","summary":"Jev Ultrafast 是 Browser Use 推出的一个小型演示和 Python 库。你用平实的话给它一个目标，它就在你的 Chrome 浏览器里点击、输入和滚动来达成目标，每一步由 TypeSafe 的 Jev 模型决定，只有在需要输入文字时才使用一个小型文本模型。它面向测试浏览器自动化的开发者。你需要 Python、uv 工具、已允许远程调试的 Chrome，以及两个付费 API 密钥（TypeSafe 和一个 OpenRouter 风格的文本模型）。README 称它是一个存在已知局限的 MVP。","easeRationale":"没有安装程序：你需要克隆代码，安装 Python 3.12+ 和 uv，把两个 API 密钥添加到 .env 文件，在终端中运行它，并在 Chrome 中允许远程调试。","costNote":"代码免费（MIT）。README 说实际运行会对 TypeSafe 和文本模型提供商“进行付费 API 调用”；未给出价格。","notVerified":["它能否在 Windows 上运行；README 没有提到任何操作系统","使用 TypeSafe 和文本模型时每个任务的实际 API 费用","除作者衡量过的少数演示任务之外，它的可靠程度如何","在你已登录的网站上，智能体可能会点击或提交什么"]}}},{"id":"MDEwOlJlcG9zaXRvcnk1MzYzMTk0NQ==","slug":"burntsushi__ripgrep","name":"ripgrep","owner":"BurntSushi","fullName":"BurntSushi/ripgrep","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"terminal_only_no_window","severity":"info","evidence":"README, Installation 部分写道：\"The binary name for ripgrep is rg.\" README 里的每个示例都是命令行形式，例如 `rg -n -w '[A-Z]+_SUSPEND'`。它没有图形界面，只有一个从 README 链接过去的非官方网页版试用环境。","source":"ai","title":"只能在终端使用，没有窗口界面"},{"code":"can_run_other_programs_you_configure","severity":"info","evidence":"README 写道，ripgrep \"supports arbitrary input preprocessing filters which could be PDF text extraction, less supported decompression, decrypting, automatic encoding detection and so on\"。这意味着它会运行你写在配置文件或参数里的命令，所以在使用共享的配置文件之前，最好先读一下里面的内容。","source":"ai","title":"可以运行你自己配置的其他程序"},{"code":"latest_release_is_older_than_the_code","severity":"info","evidence":"最新发布版本是 2026-07-15 的 15.2.0，而最新的提交是在 2026-10-27，也就是说最近的改动只存在于源代码中。你的软件包管理器提供的版本可能还要更旧，README 里就提到了 Debian stable 的情况。","source":"ai","title":"最新发布版本比代码本身更旧"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":2,"maxMB":5,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Unlicense","category":"permissive","detectedFrom":"github"},"categories":["development","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":69598,"downloads":68537101,"downloadsWeek":2147252,"downloadsDays":5,"growth":121,"growthDays":5,"history":[{"date":"2026-10-26","stars":69477},{"date":"2026-10-27","stars":69513},{"date":"2026-10-28","stars":69545},{"date":"2026-10-29","stars":69551},{"date":"2026-10-30","stars":69583},{"date":"2026-10-31","stars":69598}],"firstPublishedAt":"2026-10-27T01:10:12.612Z","commitSha":"91f5d22ef48bde459d90a8c7dbeab416e97d0f2b","verifiedAt":"2026-10-31T01:39:55.958Z","lastCommitAt":"2026-10-27T18:31:24Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A terminal command that searches text inside all files of a folder very fast, skipping files git ignores.","summary":"ripgrep (the command is `rg`) looks for a word or a pattern inside every file of a folder and prints the lines it finds. It skips what your .gitignore lists, hidden files and binary files unless you ask otherwise, and it can limit the search to one kind of file, read inside compressed files and handle other text encodings. It is one small program of about 2 MB with ready downloads for Windows, macOS and Linux, and it is also in most package managers. There is no window: everything happens in the terminal with flags.","easeRationale":"On every system it is one 2 MB ready file with nothing else to install: on Windows `winget install BurntSushi.ripgrep.MSVC` or the zip from the releases page, on macOS `brew install ripgrep`, on Linux `sudo apt-get install ripgrep` or the .deb. The grade stays at C because it has no window at all, so you have to work in the terminal and learn flags such as `rg -tpy foo` or `rg -uuu`. Rust is only needed if you choose to compile it yourself with `cargo build --release`.","costNote":"Free; COPYING says the code is dual-licensed under the Unlicense and MIT, which puts almost no conditions on reuse.","notVerified":["The real speed on your computer and your files: the README's own tables show cases where it is only slightly faster, and one pattern that takes over 15 seconds","Whether the prebuilt file you download includes the optional PCRE2 engine needed for `-P`, since that is a build choice","Which version your package manager installs, which can be older than 15.2.0","Whether a configuration file you inherited from someone else changes the default search behaviour"]},"zh-Hans":{"summaryShort":"一个终端命令，能在文件夹里的所有文件中快速搜索文本，并跳过 git 忽略的文件。","summary":"ripgrep（命令名是 `rg`）会在一个文件夹里的每个文件中查找一个词或一个模式，并打印出找到的那些行。默认情况下它会跳过 .gitignore 里列出的内容、隐藏文件和二进制文件，除非你另行指定；它还可以把搜索限定在某一类文件上，读取压缩文件内部的内容，并处理其他文本编码。它是一个大约 2 MB 的小程序，提供适用于 Windows、macOS 和 Linux 的现成下载，并且也能在大多数软件包管理器中找到。它没有窗口界面：一切都在终端里通过参数（flags）完成。","easeRationale":"在所有系统上，它都是一个 2 MB 左右的现成文件，无需安装其他任何东西：在 Windows 上可以用 `winget install BurntSushi.ripgrep.MSVC`，或者从 releases 页面下载 zip；在 macOS 上用 `brew install ripgrep`；在 Linux 上用 `sudo apt-get install ripgrep` 或 .deb 包。评级维持在 C，因为它完全没有窗口界面，你必须在终端里操作，并学习像 `rg -tpy foo` 或 `rg -uuu` 这样的参数。只有当你想自己用 `cargo build --release` 编译时才需要 Rust。","costNote":"免费；COPYING 文件说明代码采用 Unlicense 和 MIT 双重许可，这几乎不对重用设置任何条件。","notVerified":["在你自己的电脑和文件上的实际速度：README 自带的表格就显示过只是略快一点的情况，以及有一种模式耗时超过 15 秒。","你下载的预编译文件是否包含 `-P` 所需的可选 PCRE2 引擎，因为这取决于构建方式。","你的软件包管理器安装的是哪个版本，它可能比 15.2.0 更旧。","你从别人那里继承来的配置文件是否会改变默认的搜索行为。"]}}},{"id":"MDEwOlJlcG9zaXRvcnk2MTM0OTcyMw==","slug":"casey__just","name":"just","owner":"casey","fullName":"casey/just","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"runs_whatever_commands_the_justfile_contains","severity":"attention","evidence":"不带参数输入 `just` 会「runs the recipe with the [default] attribute, or the first recipe in the justfile」，README 中还写道「Recipes can be written in arbitrary languages, like Python or Node.js」。因此，你下载的项目自带的 justfile 可能在你的电脑上运行任何内容，运行前最好先读一读。","source":"ai","title":"会运行 justfile 中包含的任何命令"},{"code":"curl_pipe_shell","severity":"attention","evidence":"README 提供了这种安装方式：`curl --proto '=https' --tlsv1.2 -sSf https://just.systems/install.sh | bash -s -- --to DEST`，它会在你没有先阅读的情况下运行从网上获取的脚本。包管理器和发布压缩包则避免了这一点。","source":"ai","title":"curl 管道直接执行到 shell"},{"code":"releases_include_checksums","severity":"info","evidence":"README：「Releases include a SHA256SUM file which can be used to verify the integrity of pre-built binary archives」，可用 `shasum --algorithm 256 --ignore-missing --check SHA256SUMS` 检查。验证是一个手动步骤。","source":"ai","title":"发布版本附带校验和"},{"code":"promises_not_to_break_existing_files","severity":"info","evidence":"README 的 Backwards Compatibility 部分写道：「Future releases will not introduce backwards incompatible changes that make existing justfiles stop working」，以及「There will never be a just 2.0」。仍不稳定的功能放在 `--unstable` 或 `set unstable` 之后。该项目自 2016 年以来共有 147 次发布，最新版本是 2026-10-15 发布的 1.59.0。","source":"ai","title":"承诺不会破坏现有文件"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":2,"maxMB":7,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"CC0-1.0","category":"permissive","detectedFrom":"github"},"categories":["development","automation"],"alternativeTo":[],"declaredAlternatives":[],"stars":36494,"downloads":66530605,"downloadsWeek":1643302,"downloadsDays":5,"growth":51,"growthDays":5,"history":[{"date":"2026-10-26","stars":36443},{"date":"2026-10-27","stars":36459},{"date":"2026-10-28","stars":36472},{"date":"2026-10-29","stars":36479},{"date":"2026-10-30","stars":36491},{"date":"2026-10-31","stars":36494}],"firstPublishedAt":"2026-10-27T01:10:12.613Z","commitSha":"c7317c85c21ebd83ea4bb8de26f8afec44c7e597","verifiedAt":"2026-10-31T01:42:34.964Z","lastCommitAt":"2026-10-27T23:06:23Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Saves the commands a project needs in one file, so you run them by name: `just test` instead of a long line.","summary":"just is a small terminal program that keeps a project's commands in a file called `justfile`. Each entry, called a recipe, has a name and the lines to run, so instead of remembering a long command you type `just test` or `just build`. Recipes take arguments, can depend on each other, can run in parallel and can even be written in Python or another language. It is one 2 MB file for Windows, macOS and Linux, is in nearly every package manager, and the author describes it as simpler than `make`.","easeRationale":"One ready 2 MB file on all three systems, by package manager (`winget install --id Casey.Just --exact`, `brew install just`, `apt install just`) or straight from the releases page. It stays at C because there is no window: you write a `justfile` by hand and run everything from the terminal. On Windows there is an extra catch: the README says recipes need an `sh` from Git for Windows, GitHub Desktop or Cygwin, unless you add `set shell := [\"powershell.exe\", \"-c\"]`.","costNote":"Free. The licence is CC0-1.0, a public-domain dedication, so the author gives up copyright claims; the text notes trademark and patent rights are not waived.","notVerified":["Whether your Windows setup has an `sh` on the PATH, which the README requires unless you change the shell setting","Which version your package manager installs, which can lag behind 1.59.0","What a `justfile` written by somebody else actually does when you run it","Whether recipes written for Unix shells behave the same under PowerShell, which the README warns about for positional arguments"]},"zh-Hans":{"summaryShort":"把项目需要的命令保存在一个文件里，让你按名字运行它们：用 `just test` 代替一长串命令。","summary":"just 是一个小巧的终端程序，把项目的命令保存在一个叫 `justfile` 的文件里。每一条记录称为一个 recipe（配方），有名字和要执行的内容，这样你不用记住一长串命令，只需输入 `just test` 或 `just build`。配方可以带参数，可以互相依赖，可以并行运行，甚至可以用 Python 或其他语言编写。它在 Windows、macOS 和 Linux 上都只是一个 2 MB 的文件，几乎每个包管理器里都能找到它，作者将它描述为比 `make` 更简单的工具。","easeRationale":"三大系统都有现成的 2 MB 文件，可通过包管理器安装（`winget install --id Casey.Just --exact`、`brew install just`、`apt install just`），也可以直接从发布页面下载。它停留在 C 档，因为没有窗口界面：你需要手动编写 `justfile`，并在终端里运行一切。在 Windows 上还有一个额外的说明：README 提到配方需要来自 Git for Windows、GitHub Desktop 或 Cygwin 的 `sh`，除非你添加 `set shell := [\"powershell.exe\", \"-c\"]`。","costNote":"免费。许可证是 CC0-1.0，一种公共领域授权，作者据此放弃了版权主张；文本说明商标权和专利权并未放弃。","notVerified":["你的 Windows 环境的 PATH 中是否有 `sh`，README 要求必须有，除非你修改 shell 设置","你的包管理器安装的是哪个版本，可能落后于 1.59.0","别人编写的 `justfile` 在你运行时实际会做什么","为 Unix shell 编写的配方在 PowerShell 下是否表现一致，README 对位置参数这一点提出了警告"]}}},{"id":"R_kgDOSEljpA","slug":"cathrynlavery__diagram-design","name":"Diagram Design","owner":"cathrynlavery","fullName":"cathrynlavery/diagram-design","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"reads_your_website_for_branding","severity":"info","evidence":"README 的上手流程：\"onboard diagram-design to https://yoursite.com\" → \"fetches the homepage → extracts the dominant palette + font stack\"。助手会访问你指定的网站，并把颜色写入 references/style-guide.md。README 指向 PRIVACY.md，说明这个 skill 会通过网络发送哪些内容。","source":"ai","title":"会读取你的网站来提取品牌风格"},{"code":"diagrams_fetch_google_fonts","severity":"info","evidence":"README，Offline fonts：\"By default a diagram loads Instrument Serif, Geist and Geist Mono from Google Fonts, the only network request it makes.\" 如果要求使用系统字体，文件就能完全离线使用。","source":"ai","title":"图表会从 Google Fonts 加载字体"},{"code":"copycat_listings_warning","severity":"info","evidence":"README Install：\"Official builds come only from this repository. LittleMight, Cathryn Lavery's company, publishes the plugin directory listings; a listing under any other name is an unofficial copy.\"","source":"ai","title":"关于仿冒列表的提醒"},{"code":"results_vary_between_runs","severity":"info","evidence":"README，How it compares：\"The downsides are real. Output quality depends on the model you run it with, and the same prompt can lay out differently twice. The result is not an editable source format: there is no text to diff in a pull request and no canvas to drag a box on.\"","source":"ai","title":"每次运行的结果会有差异"}],"platforms":["windows","mac","linux"],"tools":["other","node"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","design_cad","development"],"alternativeTo":[{"slug":"lucidchart","name":"Lucidchart","confirmed":true},{"slug":"microsoft-visio","name":"Visio","confirmed":true},{"slug":"figma","name":"Figma","confirmed":true}],"declaredAlternatives":[],"stars":63485,"downloads":0,"downloadsWeek":0,"downloadsDays":1,"growth":2107,"growthDays":5,"history":[{"date":"2026-10-30","stars":63261},{"date":"2026-10-31","stars":63485}],"firstPublishedAt":"2026-10-30T01:57:54.257Z","commitSha":"0cf73c3fcc56667ad91a9a04c439ac6ccfabc9d1","verifiedAt":"2026-10-30T01:43:10.704Z","lastCommitAt":"2026-10-27T20:01:34Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An add-on for AI assistants that turns a plain request into a tidy diagram saved as one HTML file you can open.","summary":"A skill you install inside an AI coding assistant (Claude Code, Codex, Cursor, Copilot and others). You describe the diagram in your own words and the assistant writes one self-contained HTML file with the drawing inside, in one editorial style: 45 types, from architecture and flowcharts to Gantt, Sankey and org charts. It can copy the colours and fonts from your website so diagrams match your brand, redraw existing draw.io, Mermaid or Excalidraw files, and save the result as SVG or PNG. You need an AI assistant, which usually needs a paid plan.","easeRationale":"On any of the three systems you first need an AI assistant installed, then one or two commands: `npx skills add cathrynlavery/diagram-design` (which needs Node) or, in Claude Code, `/plugin marketplace add` plus `/plugin install`. Finished diagrams are plain HTML files that open with a double-click. On Windows the README notes that symlinks need Developer Mode, otherwise the installer makes copies, and PNG export asks for an extra install (`pip install playwright && playwright install chromium`).","costNote":"The skill is free (MIT). It only works inside an AI assistant, which usually needs a paid plan or paid API use, and each diagram spends some of that allowance.","notVerified":["How good the diagrams are with your own assistant and model, since the author says output depends on both","Whether the brand onboarding really picks the right colours and fonts from a given website","What the skill and the generated files send over the network beyond the Google Fonts request","Whether every listed host (Cursor, Copilot, Qoder, Pi, Kiro and the rest) installs it as described, especially on Windows","How much of your AI plan a diagram consumes"]},"zh-Hans":{"summaryShort":"一款 AI 助手插件,能把一句简单描述变成整洁的图表,保存为单个可打开的 HTML 文件。","summary":"这是一个安装在 AI 编程助手(Claude Code、Codex、Cursor、Copilot 等)内部的技能(skill)。你用自己的话描述想要的图表,助手就会生成一个包含该图形的独立 HTML 文件,风格统一:支持 45 种类型,从架构图、流程图到甘特图、桑基图和组织结构图。它可以从你的网站中提取颜色和字体,让图表与你的品牌风格一致,也能重新绘制已有的 draw.io、Mermaid 或 Excalidraw 文件,并把结果保存为 SVG 或 PNG。你需要一个 AI 助手,而这通常需要付费计划。","easeRationale":"在三大系统上,你都需要先安装好一个 AI 助手,然后运行一两条命令:`npx skills add cathrynlavery/diagram-design`(需要 Node),或者在 Claude Code 中依次运行 `/plugin marketplace add` 和 `/plugin install`。生成的图表是普通的 HTML 文件,双击即可打开。在 Windows 上,README 提到符号链接需要开启开发者模式,否则安装程序会改为复制文件;导出 PNG 则需要额外安装(`pip install playwright && playwright install chromium`)。","costNote":"这个技能本身免费(MIT 许可证)。它只能在 AI 助手内使用,通常需要付费计划或付费的 API 用量,每生成一张图表都会消耗一部分额度。","notVerified":["用你自己的助手和模型生成的图表质量如何,因为作者表示效果取决于两者。","品牌信息导入功能是否真的能从指定网站中提取出正确的颜色和字体。","除了向 Google Fonts 发出的请求之外,这个技能以及生成的文件还会通过网络发送哪些信息。","列出的每一个宿主环境(Cursor、Copilot、Qoder、Pi、Kiro 等)是否都能按说明安装成功,尤其是在 Windows 上。","生成一张图表会消耗多少 AI 使用额度。"]}}},{"id":"R_kgDOVWlZiw","slug":"ccch1mneyyy__dsh-go","name":"dsh-go","owner":"ccch1mneyyy","fullName":"ccch1mneyyy/dsh-Go","type":"ready_app","status":"active","grade":"B","easeByPlatform":{},"risk":"attention","signals":[{"code":"installed_from_an_apk_file_outside_an_app_store","severity":"attention","evidence":"README 说 Android 版本是以 APK 侧载为目标的，并不是 Google Play 发布配置（“当前 Android 构建以 APK 侧载为目标，不是 Google Play 发布配置”），所以你得允许未知来源安装，也没有商店审核或自动更新。它还提醒，之前用不同密钥签名的测试版无法直接覆盖安装，卸载会清空对话记录、Linux 环境和设置。","source":"ai","title":"从应用商店之外的 apk 文件安装"},{"code":"agent_can_read_your_screen_and_tap_for_you","severity":"attention","evidence":"“手机操控”功能需要 Android 的无障碍权限，README 的数据部分说任务所需的屏幕文字可能会发给模型，能读图的模型还可能收到截图。它说支付、密码、验证码和系统设置永远会交还给你本人处理，“勿扰”变体还需要 Android 14 及以上，加上 Shizuku 或自行连接的 ADB。","source":"ai","title":"智能体可以读取你的屏幕并替你点按"},{"code":"usage_statistics_on_by_default","severity":"attention","evidence":"README“数据与权限”部分：“『发送匿名使用统计』默认开启”——匿名使用统计默认是打开的，需要在首次使用引导里或在“设置 → 隐私与分享”中手动关闭。","source":"ai","title":"默认开启使用统计"},{"code":"unofficial_client_not_linked_to_deepseek","severity":"info","evidence":"README 两次声明这是社区开发的非官方客户端，与 DeepSeek 没有关联（“DSH Go 是社区开发的非官方客户端，与 DeepSeek 没有关联”）。应用名称、图标和两个吉祥物都不包含在开源许可证范围内（ASSETS.md），即便代码本身是 AGPL-3.0 许可。","source":"ai","title":"非官方客户端，与 deepseek 无关"},{"code":"very_new_project_that_asks_for_stars","severity":"info","evidence":"仓库创建于 2026-10-25，已经有 3,619 个星标、191 个未关闭 issue 和 8 个发行版。README 让读者给它加星，这样 iOS 和 HarmonyOS 版本能来得更快（“大家 Star 点得越多，我适配得越快哦”），所以星标数是被主动推动起来的，而不仅仅是自然获得的。","source":"ai","title":"项目非常新却在求星标"}],"platforms":[],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["A model provider of your choice, for example DeepSeek"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["ai_agents","chat_ai","development"],"alternativeTo":[{"slug":"claude-code","name":"Claude Code","confirmed":true}],"declaredAlternatives":[],"stars":3615,"downloads":38759,"downloadsWeek":0,"downloadsDays":0,"growth":3615,"growthDays":6,"history":[{"date":"2026-10-31","stars":3615}],"firstPublishedAt":"2026-10-31T01:54:32.571Z","commitSha":"08d76f52f347823dca34161b7f1dd4138b5925d4","verifiedAt":"2026-11-01T01:44:10.204Z","lastCommitAt":"2026-10-31T20:37:30Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An Android app that runs the DeepSeek coding agent on your phone, or connects to the one on your computer.","summary":"DSH Go is an unofficial Android app for DeepSeek Harness, a coding agent. It installs a small Ubuntu with Node.js inside the app, so the agent runs on the phone without root and without Termux, and keep about 1 GB free for it. You can also skip that and connect over SSH to the agent on your computer or server. It chats, sends pictures, takes voice input, shows tool approvals, has two cartoon mascots and, if you allow it, can read your screen and tap for you. Android 8 or newer, installed from an APK file.","easeRationale":"It is an Android app, so none of the desktop systems get a grade. On Android you download the arm64 APK from the releases page and allow the install, then on first start you either let it install its own Linux environment (about 1 GB) or point it at a computer, and you still have to set up a model and your credentials before the first message.","costNote":"The app is free (AGPL-3.0; the sdk/ and examples/ folders are MIT). Model requests go to whichever provider you set up and are billed to your account there.","notVerified":["Whether the in-app Linux environment really installs and runs on your phone model, and how much battery and storage it uses beyond the stated 1 GB.","Whether phone control stops at payments, passwords and verification codes as the README claims.","What is sent with the usage statistics before you switch them off.","That the share links are end-to-end encrypted as described, and what the sharing service keeps.","What a month of model use costs at your provider.","Most of the documentation is in Chinese; the app interface offers English, which was not checked."]},"zh-Hans":{"summaryShort":"一个 Android 应用，在你的手机上运行 DeepSeek 编程智能体，或者连接到你电脑上运行的那个。","summary":"DSH Go 是给 DeepSeek Harness（一个编程智能体）用的非官方 Android 应用。它会在应用内安装一个带 Node.js 的小型 Ubuntu 系统，这样智能体就能在手机上运行，不需要 root 也不需要 Termux，但要为它留出大约 1 GB 的空闲空间。你也可以跳过这一步，通过 SSH 连接到你电脑或服务器上运行的智能体。它可以聊天、发图片、接受语音输入、展示工具授权，还有两个卡通吉祥物，如果你允许的话，还能读取你的屏幕并替你点按。支持 Android 8 及以上，通过 APK 文件安装。","easeRationale":"这是一个 Android 应用，所以没有任何桌面系统拿到评分。在 Android 上，你从发行版页面下载 arm64 版 APK 并允许安装；第一次启动时，你可以让它安装自己的 Linux 环境（约 1 GB），或者把它指向一台电脑，不管哪种方式，你在发出第一条消息之前都还要先配置好模型和凭据。","costNote":"这个应用是免费的（AGPL-3.0 许可；sdk/ 和 examples/ 文件夹是 MIT 许可）。模型请求会发送给你配置的供应商，并计入你在那边的账户费用。","notVerified":["应用内的 Linux 环境是否真的能在你的手机型号上安装并运行，以及除了声明的 1 GB 外还会占用多少电量和存储空间。","手机控制功能是否真的在支付、密码和验证码处停手，正如 README 所说。","在你关闭使用统计之前，它都发送了什么内容。","分享链接是否真的如描述那样端到端加密，以及分享服务保留了什么。","在你所用的供应商那里，一个月的模型使用费用是多少。","大部分文档是中文的；应用界面提供英文，但这一点没有核实。"]}}},{"id":"R_kgDOVKRzDQ","slug":"chenglou__handwired","name":"Handwired","owner":"chenglou","fullName":"chenglou/handwired","type":"framework_infra","status":"active","grade":"E","easeByPlatform":{"windows":"E"},"risk":"low","signals":[{"code":"experimental_project","severity":"info","evidence":"README 把它定位为一次探索：matmul 运行在 \"on JS or WebGPU, for fun\"，各种想法以提问的方式提出（\"what does that even do? Let's find out!\"），lab/ 被描述为 \"a bunch of old experiments you can check or ignore\"。","source":"ai","title":"实验性项目"},{"code":"not_published_as_a_package","severity":"info","evidence":"package.json 设置了 \"private\": true，GitHub 上也没有发布版本，所以无法通过 npm 安装，只能克隆仓库。","source":"ai","title":"没有作为软件包发布"},{"code":"needs_bun_not_node","severity":"info","evidence":"package.json 中的每个脚本都通过 bun 运行（例如 \"start\": \"bun scripts/serve-demo-site.ts\"），README 里写的是 `git clone && bun install`，所以需要 Bun 运行时，而不是普通的 Node.js。","source":"ai","title":"需要 Bun，而不是 Node"}],"platforms":["web","windows","mac","linux"],"tools":["node","other"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[],"declaredAlternatives":[],"stars":2087,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":58,"growthDays":4,"history":[{"date":"2026-10-27","stars":2029},{"date":"2026-10-28","stars":2055},{"date":"2026-10-29","stars":2064},{"date":"2026-10-30","stars":2075},{"date":"2026-10-31","stars":2087}],"firstPublishedAt":"2026-10-27T18:40:27.813Z","commitSha":"257856e3b221140acb4cc4460626b850c0bd4ff1","verifiedAt":"2026-10-27T18:23:30.822Z","lastCommitAt":"2026-10-17T00:33:49Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An experiment that rewrites ordinary JavaScript code as the kind of maths a neural network runs, with live demos in the browser.","summary":"Handwired turns plain JavaScript logic (if-else, loops, state) into additions, multiplications and ReLU, then folds it all into one big matrix multiplication that runs in JavaScript or on the graphics card through WebGPU. No training is involved: the numbers are written by hand, and the result stays differentiable, so the author explores training it or bolting it onto a real neural net. It is for programmers curious about the idea. You can try the demos on the author's web page, or clone the repository and run it with Bun.","easeRationale":"There is nothing to install for an end user: you either open the author's demo page in a browser, or clone the repository and run it with Bun and read the code in docs/, src/ and template/.","notVerified":["Whether Bun and the demos run without trouble on Windows.","Whether the WebGPU demos work on your own graphics card and browser.","How well the idea holds up on programs larger than the included demos.","How much disk space a clone plus its dependencies takes."]},"zh-Hans":{"summaryShort":"一个实验项目，把普通的 JavaScript 代码改写成神经网络运算所用的那种数学运算，并带有浏览器中的实时演示。","summary":"Handwired 把普通的 JavaScript 逻辑（if-else、循环、状态）转换成加法、乘法和 ReLU 运算，再把这一切合并成一次大型矩阵乘法，这个乘法可以在 JavaScript 中运行，也可以通过 WebGPU 在显卡上运行。整个过程不涉及训练：这些数值是手写出来的，而且结果仍然是可微分的，因此作者在探索对它进行训练，或者把它接入一个真正的神经网络。这个项目是为对这个想法感兴趣的程序员准备的。你可以在作者的网页上试用演示，也可以克隆这个仓库并用 Bun 运行它。","easeRationale":"对普通用户来说没有任何东西需要安装：你可以直接在浏览器中打开作者的演示页面，也可以克隆这个仓库，用 Bun 运行它，并阅读 docs/、src/ 和 template/ 目录中的代码。","notVerified":["Bun 和这些演示能否在 Windows 上顺利运行。","WebGPU 演示能否在你自己的显卡和浏览器上正常工作。","面对比内置演示更大的程序时，这个思路的效果如何。","克隆这个仓库并安装依赖后，总共占用多少磁盘空间。"]}}},{"id":"R_kgDOL_2xwg","slug":"cherryhq__cherry-studio","name":"Cherry Studio","owner":"CherryHQ","fullName":"CherryHQ/cherry-studio","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"known_vulnerabilities","severity":"attention","evidence":"被锁定版本的依赖存在已知漏洞（OSV）：sharp：GHSA-rgj7-g3m4-5g8c、GHSA-wq5f-xc86-pv6w；systeminformation：GHSA-3f7j-7jwc-fxfj、GHSA-4vjg-vx72-qq4g、GHSA-7648-jmwf-vw7j","source":"check","title":"存在已知漏洞"},{"code":"agents_can_run_commands_on_your_computer","severity":"attention","evidence":"README“Key Features”部分：智能体“Work with files, run commands, and use browser and computer automation tools”，可以用 Skills 和 MCP 服务器扩展，还能“Run scheduled tasks and connect agents to messaging platforms through Channels”——这个应用可以在你的电脑上自主行动。","source":"ai","title":"智能体可以在你的电脑上运行命令"},{"code":"copyleft_license_agpl","severity":"info","evidence":"LICENSE 是 AGPL-3.0。README 补充说，只要“subject to full compliance with the terms”就允许商业使用，如果想要豁免，需要向 bd@cherry-ai.com 申请付费商业许可证，所以通过网络提供的修改版本必须公开其源代码。","source":"ai","title":"copyleft 的 agpl 许可证"},{"code":"crash_reports_to_sentry","severity":"info","evidence":".env.example：“Sentry uses a built-in public DSN; development is disabled and production uploads require user consent”，也就是说，一旦你同意，安装好的应用就可以把崩溃报告发送给外部服务。","source":"ai","title":"崩溃报告会发送到 sentry"},{"code":"vendor_cloud_and_regional_build","severity":"info","evidence":"这个仓库会构建两个版本（`CHERRY_EDITION=global` 和使用 `electron-builder.cn.config.cjs` 的 `CHERRY_EDITION=cn`），还有一个“Cherry Cloud”后端设置（.env.example 中的 `MAIN_VITE_CHERRY_CLOUD_API_ORIGIN`），所以某个构建版本会连接哪些服务器取决于你下载的是哪个版本。","source":"ai","title":"供应商云服务与地区专属构建版本"},{"code":"api_gateway_opens_local_access","severity":"info","evidence":"README“Key Features”部分：“use the API Gateway to connect other applications to your configured models”，也就是说，一旦你开启这个功能，应用就可以把你的供应商密钥提供给电脑上的其他程序使用。","source":"ai","title":"api 网关会开放本机访问"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":289,"maxMB":866,"basis":"installer"},"apiKeys":["A model provider such as OpenAI, Anthropic or Gemini (or a local model through Ollama or LM Studio instead)","Web search provider","WebDAV server for backups"],"cost":{"model":"freemium"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["chat_ai","ai_agents","productivity"],"alternativeTo":[{"slug":"typingmind","name":"TypingMind","confirmed":true},{"slug":"chatgpt-plus","name":"ChatGPT Plus","confirmed":true},{"slug":"notebooklm","name":"NotebookLM","confirmed":true}],"declaredAlternatives":[],"stars":53131,"downloads":35220977,"downloadsWeek":571905,"downloadsDays":5,"growth":124,"growthDays":5,"history":[{"date":"2026-10-26","stars":53007},{"date":"2026-10-27","stars":53033},{"date":"2026-10-28","stars":53052},{"date":"2026-10-29","stars":53086},{"date":"2026-10-30","stars":53108},{"date":"2026-10-31","stars":53131}],"firstPublishedAt":"2026-10-27T01:10:12.614Z","commitSha":"72041cd52010d19ea961dc93cf7bc1c71cc39d4e","verifiedAt":"2026-11-01T01:44:34.040Z","lastCommitAt":"2026-10-31T17:09:02Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"One desktop app to chat with many AI models, run agents, build a local knowledge base and create images.","summary":"Cherry Studio is an installable program for Windows, macOS and Linux that puts many AI services in one window. You add your own keys for OpenAI, Anthropic, Gemini and others, or use local models through Ollama or LM Studio, then chat, compare answers from several models, build knowledge bases from your files, translate, search the web, generate images and set up agents that use tools and MCP servers. Conversations and knowledge bases are kept on your device, with optional WebDAV backup. The installer is around 290 MB.","easeRationale":"B on all three: every release has a ready installer (win-x64-setup.exe or a portable .exe, a mac .dmg, and an AppImage, .deb or .rpm for Linux), but after opening it you still have to add an API key or install a local model before it can answer anything.","costNote":"The Community Edition is free under AGPL-3.0; there is a paid Enterprise Edition and a commercial license on request. Cloud models are billed by whichever provider you use.","notVerified":["Whether the dependencies flagged with known vulnerabilities (sharp, systeminformation) affect the shipped app","What the app sends to its own servers in each edition, which needs watching the traffic","How much your use of cloud models will cost per month","Whether the installers were built from this source code"]},"zh-Hans":{"summaryShort":"一个桌面应用，集合了与多种 AI 模型聊天、运行智能体、搭建本地知识库和生成图片的功能。","summary":"Cherry Studio 是一个可以安装在 Windows、macOS 和 Linux 上的程序，把许多 AI 服务集中在一个窗口里。你可以填入自己的 OpenAI、Anthropic、Gemini 等密钥，也可以通过 Ollama 或 LM Studio 使用本地模型，然后聊天、对比多个模型的回答、用你自己的文件搭建知识库、翻译、搜索网页、生成图片，并配置能使用工具和 MCP 服务器的智能体。对话记录和知识库都保存在你自己的设备上，可以选择用 WebDAV 做备份。安装包大约 290 MB。","easeRationale":"三个平台都是 B 级：每个发行版都有现成的安装程序（Windows 上是 win-x64-setup.exe 或便携版 .exe，macOS 上是 .dmg，Linux 上是 AppImage、.deb 或 .rpm），但打开之后你还得先添加一个 API 密钥或安装一个本地模型，它才能回答任何问题。","costNote":"社区版在 AGPL-3.0 许可下免费；还有一个付费的企业版，以及可按需申请的商业许可证。云端模型由你使用的供应商计费。","notVerified":["被标记存在已知漏洞的依赖（sharp、systeminformation）是否会影响发行的应用","每个版本会向自己的服务器发送什么内容，这需要观察网络流量才能确认","你每月使用云端模型大概会花多少钱","安装程序是否是基于这份源代码构建的"]}}},{"id":"R_kgDOKwVKzA","slug":"clash-verge-rev__clash-verge-rev","name":"Clash Verge Rev","owner":"clash-verge-rev","fullName":"clash-verge-rev/clash-verge-rev","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"proxy_tools_restricted_in_some_countries","severity":"attention","evidence":"这是 Clash/mihomo 代理引擎的客户端（README：\"内置 Clash.Meta(mihomo) 内核\"），带有系统代理和 TUN 模式，会把你的流量通过境外服务器转发。未经批准使用代理或 VPN 在多个国家受到限制或被禁止（包括中国、俄罗斯、伊朗、土耳其和阿联酋），许多单位和学校也禁止在其网络中使用。README 自己的推广内容宣传的节点 \"自动化运维对抗各类封锁\"——即持续运行以对抗封锁。","source":"ai","title":"代理工具在部分国家受限"},{"code":"built_in_streaming_unlock_check","severity":"attention","evidence":"Cargo.toml 列出了一个工作区 crate `crates/clash-verge-media-unlock`，用于检测代理服务器能访问哪些流媒体服务。通过代理观看流媒体服务以绕过其国家/地区限制，违反了 Netflix 和 Disney+ 等服务商的服务条款，可能导致账号被封。","source":"ai","title":"内置流媒体解锁检测"},{"code":"installs_privileged_network_service","severity":"attention","evidence":"功能列表包含 \"系统代理和守卫、TUN(虚拟网卡) 模式\"——即带守护功能的系统代理和 TUN 虚拟网卡——开发说明中还描述了安装和更新后台 \"service\"，并提供 \"unprivileged Sidecar workflow\" 作为替代方案。在 TUN 模式下，一个拥有管理员权限的后台组件会处理你电脑发出的每一个连接。","source":"ai","title":"安装高权限网络服务"},{"code":"paid_promotions_with_referral_links","severity":"info","evidence":"README 中有一个 \"Promotion\" 板块，通过推荐链接销售代理订阅（\"使用本链接注册即送 3 天免费试用\"，cruise.54678999.xyz/#/register?code=58q5UJZc）以及一款 AI 客服产品。这些是广告，并不属于该程序本身。","source":"ai","title":"带推荐链接的付费推广"},{"code":"config_scripts_and_css_injection","severity":"info","evidence":"功能列表包含 \"配置文件管理和增强（Merge 和 Script）\" 和 \"CSS Injection\"。因此，你从别人那里导入的配置文件可能带有脚本，并改变应用的行为，所以订阅链接的来源很重要。","source":"ai","title":"配置脚本与 CSS 注入"},{"code":"dependency_tracks_a_moving_branch","severity":"info","evidence":"package.json 直接从一个分支拉取 `\"tauri-plugin-mihomo-api\": \"github:clash-verge-rev/tauri-plugin-mihomo#main\"`，而不是固定版本；Cargo.toml 还把 `muda` crate 替换为个人 fork（github.com/wonfen/muda.git）。因此，同一版本的两次构建可能并不相同。","source":"ai","title":"依赖跟踪一个不断变动的分支"},{"code":"rolling_build_channel","severity":"info","evidence":"README 提供了一个 \"AutoBuild\" 渠道，描述为 \"滚动更新版，适合测试反馈，可能存在缺陷\"——即滚动更新、面向测试人员、可能有缺陷——与稳定版并列。Alpha 渠道被标为 废弃（已弃用）。","source":"ai","title":"滚动构建渠道"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node","rust"],"disk":{"minMB":239,"maxMB":716,"basis":"installer"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["network","system"],"alternativeTo":[{"slug":"surge","name":"Surge","confirmed":true},{"slug":"proxifier","name":"Proxifier","confirmed":true}],"declaredAlternatives":[],"stars":155367,"downloads":53316730,"downloadsWeek":1677217,"downloadsDays":5,"growth":1274,"growthDays":5,"history":[{"date":"2026-10-26","stars":154093},{"date":"2026-10-27","stars":154373},{"date":"2026-10-28","stars":154633},{"date":"2026-10-29","stars":154920},{"date":"2026-10-30","stars":155175},{"date":"2026-10-31","stars":155367}],"firstPublishedAt":"2026-10-27T01:10:12.615Z","commitSha":"afd9d4b5a0b0aae0ba68f6e7aae3c22d8d7bc107","verifiedAt":"2026-10-30T01:47:27.312Z","lastCommitAt":"2026-10-30T15:48:33Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Sends your internet traffic through proxy servers you supply, with rules deciding which sites go which way.","summary":"Clash Verge Rev is a desktop window for the mihomo (Clash.Meta) proxy engine. You paste in a configuration or subscription link from a proxy provider, or your own server, and the app decides by rule which sites and apps go through which server and which go out normally. It shows the servers, their speed and the live traffic, and can take over the whole connection in TUN mode. It does not come with any servers of its own, so it does nothing until you add a subscription you obtained elsewhere. The main README is in Chinese, with other languages in the docs folder.","easeRationale":"Release 2.5.8 has ready installers for every system (Windows .exe including a 239 MB build with the WebView2 runtime bundled, macOS .dmg for Intel and Apple chips, and .deb and .rpm packages for Linux), so installing is a double-click — but the window is empty until you add a configuration or subscription link from a proxy provider, and switching on the system proxy or TUN mode asks for administrator rights.","costNote":"The app is free (GPL-3.0) and asks only for donations, but it has no servers: to use it you need a paid proxy subscription or a server of your own.","notVerified":["Whether the app really keeps everything local, as the README claims; Radar did not watch its network traffic","Who runs the proxy servers you connect to and what they log — that is the provider's business, not this app's","Whether a configuration or subscription file from a provider changes rules or runs scripts you did not expect","Whether TUN mode works with your antivirus, firewall or company network","Real disk use, which the checks estimate between 239 MB and 716 MB depending on the installer"]},"zh-Hans":{"summaryShort":"把你的网络流量转发到你提供的代理服务器,并按规则决定不同网站走哪条线路。","summary":"Clash Verge Rev 是 mihomo(Clash.Meta)代理内核的桌面窗口程序。你粘贴来自代理提供商的配置或订阅链接,或者你自己的服务器信息,应用就会按规则决定哪些网站和应用走哪个服务器、哪些照常直连。它会显示各个服务器、它们的速度以及实时流量,还能在 TUN 模式下接管整个系统的网络连接。它本身不附带任何服务器,所以在你添加从别处获得的订阅之前什么也不会做。主 README 是中文,其他语言版本在 docs 文件夹里。","easeRationale":"2.5.8 版本为每个系统都提供了现成的安装包(Windows 版 .exe,其中有一个 239 MB 的版本内置了 WebView2 运行库;macOS 版 .dmg,适用于 Intel 和苹果芯片;以及 Linux 版 .deb 和 .rpm 软件包),安装只需双击即可——但窗口在你添加来自代理提供商的配置或订阅链接之前是空的,而开启系统代理或 TUN 模式需要管理员权限。","costNote":"该应用免费(GPL-3.0 许可证),只接受捐赠,但它本身没有服务器:要使用它,你需要一个付费的代理订阅或自己的服务器。","notVerified":["该应用是否真的像 README 所说的那样把所有数据都留在本地;Radar 并未实际监测它的网络流量","你连接的代理服务器由谁运营、会记录哪些内容——这取决于提供商,与这款应用本身无关","来自提供商的配置或订阅文件是否会改动规则,或运行你没有预料到的脚本","TUN 模式是否能与你的防病毒软件、防火墙或公司网络正常配合","实际磁盘占用,检测估算在 239 MB 到 716 MB 之间,具体取决于所用的安装包"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyMTI2MTMwNDk=","slug":"cli__cli","name":"GitHub CLI","owner":"cli","fullName":"cli/cli","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"low","signals":[{"code":"linux_repo_key_rotation","severity":"info","evidence":"README：\"GitHub CLI's PGP signing key rotation for Linux package repositories is effective September 5, 2026; users experiencing package installation or update problems can find solutions in the public announcement\"。","source":"ai","title":"Linux 软件源更换密钥"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["go"],"disk":{"minMB":15,"maxMB":44,"basis":"installer"},"apiKeys":["GitHub account sign-in"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","automation"],"alternativeTo":[{"slug":"gitkraken","name":"GitKraken","confirmed":true}],"declaredAlternatives":[],"stars":46826,"downloads":147244353,"downloadsWeek":3071905,"downloadsDays":5,"growth":73,"growthDays":5,"history":[{"date":"2026-10-26","stars":46753},{"date":"2026-10-27","stars":46767},{"date":"2026-10-28","stars":46785},{"date":"2026-10-29","stars":46799},{"date":"2026-10-30","stars":46813},{"date":"2026-10-31","stars":46826}],"firstPublishedAt":"2026-10-27T01:10:12.616Z","commitSha":"f7a06a18a91eef5c0b218b549dab64b86f36f8b9","verifiedAt":"2026-10-29T01:40:23.843Z","lastCommitAt":"2026-10-30T18:24:31Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Use GitHub from a terminal: manage pull requests, issues, repositories and more by typing commands.","summary":"GitHub CLI (the gh command) is GitHub's official tool for working with GitHub from a terminal. You can create and review pull requests, handle issues, clone repositories, check automated runs and call GitHub's API without opening the website. It is for programmers who already use git and GitHub. Windows, Mac and Linux get ready installers and packages; after installing you sign in to your GitHub account and type commands. Release files come with signed build records you can check.","easeRationale":"Every platform has a ready package: a Windows installer (gh_2.103.3_windows_amd64.msi), a Mac .pkg, and .deb/.rpm packages for Linux; after installing you sign in to GitHub once, then work by typing commands in a terminal.","costNote":"Free (MIT). It works with your GitHub account; paid GitHub plans are separate and not needed to use the tool.","notVerified":["Where and how your GitHub sign-in token is stored on your computer.","Whether optional extensions or agent skills you add with gh behave as described, since they come from other authors.","Whether the Linux package repositories install cleanly after the signing key change."]},"zh-Hans":{"summaryShort":"在终端里使用 GitHub:通过输入命令管理拉取请求、议题、仓库等。","summary":"GitHub CLI(gh 命令)是 GitHub 官方提供的、用于在终端中操作 GitHub 的工具。你可以创建和审查拉取请求、处理议题、克隆仓库、查看自动化运行结果,并调用 GitHub 的 API,而不必打开网站。它适合已经在用 git 和 GitHub 的程序员。Windows、Mac 和 Linux 都提供现成的安装程序和软件包;安装后登录你的 GitHub 账户即可输入命令使用。各版本文件都附有可供核验的签名构建记录。","easeRationale":"每个平台都有现成的软件包:Windows 安装程序(gh_2.103.3_windows_amd64.msi)、Mac 的 .pkg,以及 Linux 的 .deb/.rpm 软件包;安装后只需登录一次 GitHub,之后在终端输入命令即可使用。","costNote":"免费(MIT 许可)。它使用你的 GitHub 账户;GitHub 的付费套餐是另一回事,使用该工具并不需要。","notVerified":["你的 GitHub 登录令牌在电脑上存储在哪里、如何存储","通过 gh 添加的可选扩展或代理技能是否真的按说明运作,因为它们来自其他作者","签名密钥更换后,Linux 的软件包仓库是否能顺利安装"]}}},{"id":"R_kgDOS-b1TA","slug":"cloudflare__security-audit-skill","name":"Security Audit Skill","owner":"cloudflare","fullName":"cloudflare/security-audit-skill","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"runs_the_audited_project_code","severity":"attention","evidence":"README 的 Requirements 部分：\"An OS-enforced sandbox for target-controlled builds, tests, processes, browsers, emulators, fuzzers, and fixtures. It must disable external networking, use a sanitized allowlisted environment, enforce resource limits, and allow writes only to assigned scratch paths. Without these controls, the workflow keeps the lead as `needs_validation` instead of executing target code.\" 搭建这个沙箱由你自己负责。","source":"ai","title":"会运行被审计项目的代码"},{"code":"finds_weaknesses_in_any_codebase_you_point_it_at","severity":"info","evidence":"README 的 Usage 部分：\"Start your coding agent in (or pointed at) the codebase you want to audit\"，触发词列表中包含 \"pen-test the code\"。这些发现描述的是真实存在的弱点，因此报告属于敏感材料，把它用在不属于你的软件上可能越界。","source":"ai","title":"能在你指定的任何代码库中找出弱点"},{"code":"many_model_calls_per_run","severity":"info","evidence":"README 描述了六个阶段，包含 \"isolated hunters\"、\"coverage critics\"、为每个候选项配备的 \"fresh verifier\"，以及用于记录核验的 \"fresh agents\"，并表示 \"a single run found roughly half of the vulnerabilities that repeated runs found in total\"。这意味着每次审计都会消耗大量 AI 用量。","source":"ai","title":"每次运行都会多次调用模型"},{"code":"no_releases_and_quiet_for_weeks","severity":"info","evidence":"该仓库在 GitHub 上没有发布版本（release），本次快照中的最后一次提交已是 44 天前，所以你安装的是当时主分支上的任何内容。","source":"ai","title":"没有发布版本，且数周无更新"},{"code":"writes_files_outside_your_project","severity":"info","evidence":"README 的 Usage 部分：\"In full audit mode, an unspecified output directory defaults to `~/security-audit-skill/<repo-name>/run-<N>`.\" 带有漏洞发现的报告会落在你的主文件夹中，除非你另选路径。","source":"ai","title":"会在你的项目之外写入文件"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development"],"alternativeTo":[{"slug":"snyk","name":"Snyk","confirmed":true}],"declaredAlternatives":[],"stars":55343,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":6769,"growthDays":5,"history":[{"date":"2026-10-27","stars":50205},{"date":"2026-10-28","stars":51675},{"date":"2026-10-29","stars":52869},{"date":"2026-10-30","stars":54143},{"date":"2026-10-31","stars":55343}],"firstPublishedAt":"2026-10-27T18:40:27.822Z","commitSha":"c1c8a8c1471069fb0e188eeaff69b8e8db6564a8","verifiedAt":"2026-10-29T01:43:40.515Z","lastCommitAt":"2026-09-14T19:28:54Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A skill that turns an AI coding agent into a security auditor and writes a report of what it found.","summary":"This is an instruction pack for AI coding agents, published by Cloudflare. Once installed, you ask your agent to \"security audit this codebase\" and it runs a six-step review: it maps the code, sends separate agents to hunt for weaknesses, has a second agent try to disprove each one, then writes a report splitting findings into confirmed, needs checking and rejected. It is for people who already use an AI coding agent; you also need Node installed for the two checker scripts. The repository is only text files and those scripts.","easeRationale":"Same work on all three systems and no installer: you need Node, you run `npx skills add https://github.com/cloudflare/security-audit-skill --skill security-audit` in a terminal, and then ask your AI coding agent for an audit. The README also asks for an OS-enforced sandbox before the agent is allowed to run the audited project's own code, which is extra setup.","costNote":"MIT and free. Nothing runs without an AI coding agent: the README asks for \"a coding agent with a model that supports tool use and parallel sub-agents\", which you pay for separately, and a long audit uses many model calls.","notVerified":["Whether the findings are real: the project's own report splits them into confirmed, needs_validation and rejected","How much your AI agent will charge for a full audit of a real project","Whether it works on a given coding agent, since it needs parallel sub-agents","How you would actually set up the OS-enforced sandbox the README requires","Whether it misses important weaknesses, since the README says one run found about half of what repeated runs found"]},"zh-Hans":{"summaryShort":"一个将 AI 编程代理变成漏洞审计员并撰写发现报告的技能。","summary":"这是 Cloudflare 发布的一套面向 AI 编程代理的指令包。安装后,你让代理对这个代码库做“漏洞审计”,它会执行六步审查:先绘制代码结构,再派出多个独立代理去寻找薄弱点,然后让另一个代理去反驳每一条发现,最后写出一份报告,把发现分为已确认、待核实和已驳回三类。它适合已经在用 AI 编程代理的人;两个检查脚本还需要安装 Node。该仓库只包含文本文件和这两个脚本。","easeRationale":"在三个系统上操作方式相同,也没有安装程序:你需要 Node,在终端运行 `npx skills add https://github.com/cloudflare/security-audit-skill --skill security-audit`,然后让你的 AI 编程代理执行审计。README 还要求在允许代理运行被审计项目自身代码之前,先搭建一个由操作系统强制的隔离环境(sandbox),这需要额外的配置。","costNote":"MIT 许可,免费。没有 AI 编程代理什么都跑不起来:README 要求“一个支持工具调用和并行子代理的模型的编程代理”,这部分费用需要你自行另付,一次长时间的审计会用掉很多模型调用次数。","notVerified":["发现的问题是否属实:项目自己的报告把它们分为已确认、待核实和已驳回","你的 AI 代理对一个真实项目做完整审计会收多少费用","它是否适用于某个特定的编程代理,因为它需要并行子代理","你实际该如何搭建 README 要求的、由操作系统强制的隔离环境","它是否会漏掉重要的薄弱点,因为 README 提到单次运行只发现了多次重复运行所发现问题的大约一半"]}}},{"id":"R_kgDOVRjs8w","slug":"colinhacks__reylo","name":"Reylo","owner":"colinhacks","fullName":"colinhacks/reylo","type":"dev_tool","status":"active","grade":"E","easeByPlatform":{"windows":"E"},"risk":"attention","signals":[{"code":"runs_code_during_type_check","severity":"attention","evidence":"README：\"type-check with `--runExternalCode`, which lets `tsc` run content mappers\"；package.json 把 mapper 注册为 `[\"node\", \"src/mapper.ts\"]`，因此类型检查会运行该程序，并且它会连接到 DATABASE_URL 中指定的数据库。","source":"ai","title":"类型检查时会运行代码"},{"code":"depends_on_unreleased_typescript","severity":"info","evidence":"README 的 Setup 部分：\"TypeScript 7.1 (currently in beta). The first release with content mappers.\" package.json 指定了 \"typescript\": \"^7.1.0-dev.20260918.1\"。","source":"ai","title":"依赖尚未正式发布的 TypeScript"},{"code":"early_version_fast_moving","severity":"info","evidence":"2026-10-21 至 2026-10-27 之间发布了八个版本，最新为 v0.6.0，有 10 个未解决的 issue；仓库根目录的 package.json 里仍是 \"private\": true。","source":"ai","title":"早期版本，变化很快"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node","rust"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[{"slug":null,"name":"Prisma","confirmed":false}],"declaredAlternatives":[],"stars":1444,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":103,"growthDays":4,"history":[{"date":"2026-10-27","stars":1341},{"date":"2026-10-28","stars":1365},{"date":"2026-10-29","stars":1403},{"date":"2026-10-30","stars":1425},{"date":"2026-10-31","stars":1444}],"firstPublishedAt":"2026-10-27T18:40:27.831Z","commitSha":"ed02996625db577ab9abb53d9469384fbb25f534","verifiedAt":"2026-10-27T18:34:53.363Z","lastCommitAt":"2026-10-30T18:40:20Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Lets TypeScript developers import .sql files straight into their code, with the result types worked out for them.","summary":"Reylo is a TypeScript library for developers. You write a query in a .sql file, import it like any other module, and the editor and the compiler know which columns and types come back, with no generated files to keep in sync. It reads the shapes from your own development database (Postgres, MySQL or SQLite) while TypeScript checks your code, and you run the query with the database driver you already use. It needs Node 24, a beta release of TypeScript 7.1 for the content-mapper feature it is built on, and a running development database. It is at version 0.6.0.","easeRationale":"There is nothing for an end user to open: it is an npm package for TypeScript projects that needs Node 24, a beta compiler (typescript@beta, 7.1), changes to tsconfig.json and a development database it can read your schema from.","costNote":"MIT licensed; you still pay for whatever database you use.","notVerified":["Whether the Windows setup works as smoothly as the documented Node and Bun ones.","What happens when the development database it reads differs from the database the code later runs against.","How much the extra type-checking step slows down a large project.","How stable the types stay when TypeScript 7.1 leaves beta and the content-mapper feature changes."]},"zh-Hans":{"summaryShort":"让 TypeScript 开发者可以把 .sql 文件直接导入代码，并自动推算出结果的类型。","summary":"Reylo 是一个面向开发者的 TypeScript 库。你把一条查询写在 .sql 文件里，像导入其他模块一样导入它，编辑器和编译器就会知道返回的是哪些列、哪些类型，不需要生成文件来保持同步。它在 TypeScript 检查你代码的同时，从你自己的开发数据库（Postgres、MySQL 或 SQLite）中读取结构，而查询本身则用你已经在用的数据库驱动来执行。它需要 Node 24，以及它所依赖的内容映射功能所需的 TypeScript 7.1 测试版，还需要一个正在运行的开发数据库。目前版本号是 0.6.0。","easeRationale":"普通用户没有什么需要打开的东西：这是一个面向 TypeScript 项目的 npm 包，需要 Node 24、一个测试版编译器（typescript@beta，7.1）、对 tsconfig.json 的修改，以及一个可以从中读取你数据库结构的开发数据库。","costNote":"采用 MIT 许可；不过你仍然要为自己使用的数据库付费。","notVerified":["Windows 下的配置是否能像文档中记录的 Node 和 Bun 那样顺畅。","当它读取的开发数据库和代码之后实际运行所对照的数据库不一致时，会发生什么。","这一额外的类型检查步骤会让大型项目的速度慢多少。","当 TypeScript 7.1 结束测试版、内容映射功能发生变化时，这些类型还能保持多稳定。"]}}},{"id":"R_kgDOIygeJg","slug":"comfy-org__comfyui","name":"ComfyUI","owner":"Comfy-Org","fullName":"Comfy-Org/ComfyUI","type":"needs_setup","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"D"},"risk":"attention","signals":[{"code":"custom_nodes_are_other_peoples_code_running_on_your_computer","severity":"attention","evidence":"README宣传\"Extend ComfyUI with custom nodes\"和ComfyUI-Manager，\"an extension that allows you to easily install, update, and manage custom nodes\"，可用`python main.py --enable-manager`开启。自定义节点就是陌生人写的Python代码，运行时使用的是你自己的权限，而管理器自身的选项里还提到\"background features like security checks\"这类后台功能。","source":"ai","title":"自定义节点其实是别人的代码，会在你电脑上运行"},{"code":"a_shared_image_can_carry_a_whole_workflow","severity":"attention","evidence":"README的Notes部分写道：\"Dragging a generated png on the webpage or loading one will give you the full workflow including seeds that were used to create it.\" 这方便你直接复制别人的设置，但从网上下载的工作流可能指向你没有检查过的自定义节点和文件。","source":"ai","title":"分享出去的图片可能带着整个工作流"},{"code":"models_are_a_separate_multi_gigabyte_download","severity":"info","evidence":"在你添加模型之前，什么都做不出来：\"Put your SD checkpoints (the huge ckpt/safetensors files) in: models/checkpoints\"，\"Put your VAE in: models/vae\"，更大的模型\"have multiple files\"，还各有自己的子文件夹。光是安装本身就估计要1945到5836MB，这还不算任何模型。","source":"ai","title":"模型是单独的几GB大文件下载"},{"code":"it_is_a_web_server_on_your_machine","severity":"info","evidence":"你用`python main.py`启动它，然后在浏览器里使用；README说明了如何添加自签名证书（`--tls-keyfile key.pem --tls-certfile cert.pem`），并提醒这种证书\"not appropriate for shared/production use\"。它还对外提供\"a local API for integrating workflows into applications\"，所以最好不要把这个端口开放给其他电脑访问。","source":"ai","title":"它是在你电脑上跑的一个网页服务器"},{"code":"moves_fast_and_breaks_extensions","severity":"info","evidence":"README的Release Process部分写道：\"Commits outside of the stable release tags may be very unstable and break many custom nodes\"，发布周期是每周一次，已有164个release和5391个未关闭的issue。界面本身放在另一个独立仓库里，每两周合并一次。","source":"ai","title":"更新很快，也容易弄坏扩展"},{"code":"each_model_has_its_own_licence","severity":"info","evidence":"这个程序本身使用GPL-3.0许可证，但README列出了几十个可下载的第三方模型（Flux、Qwen Image、Wan、HunyuanVideo等），还有连接到封闭模型的合作节点，比如\"Nano Banana, Seedance, Hunyuan3D\"。你用生成的图片和视频能做什么，取决于每个模型自己的条款，和这份许可证无关。","source":"ai","title":"每个模型都有自己的许可条款"}],"platforms":["windows","mac","linux"],"tools":["gpu_any"],"buildTools":["python","gpu_any"],"disk":{"minMB":1945,"maxMB":5836,"basis":"installer"},"apiKeys":["Comfy API (only for the optional partner nodes that call closed models)"],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["image","video","audio"],"alternativeTo":[{"slug":"midjourney","name":"Midjourney","confirmed":true},{"slug":"runway","name":"Runway","confirmed":true},{"slug":"adobe-firefly","name":"Firefly","confirmed":true},{"slug":"photoshop","name":"Photoshop","confirmed":true}],"declaredAlternatives":[],"stars":144364,"downloads":10566875,"downloadsWeek":162977,"downloadsDays":5,"growth":1077,"growthDays":5,"history":[{"date":"2026-10-26","stars":143287},{"date":"2026-10-27","stars":143570},{"date":"2026-10-28","stars":143796},{"date":"2026-10-29","stars":143993},{"date":"2026-10-30","stars":144208},{"date":"2026-10-31","stars":144364}],"firstPublishedAt":"2026-10-27T01:10:12.617Z","commitSha":"fbca05a62e23c1b08b6e77f408db2742127a9929","verifiedAt":"2026-10-31T01:43:46.054Z","lastCommitAt":"2026-11-01T00:00:16Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Creates and edits images, video and audio with AI models on your own computer, by wiring boxes together on a canvas.","summary":"ComfyUI runs open AI models on your own machine through a canvas of connected boxes: each box is a step (load a model, write the prompt, save the picture) and you join them into a workflow you can save and reuse. It handles image, video, audio, 3D and text models, plus inpainting, upscaling and masks. It runs offline and downloads nothing unless you ask. You supply the models yourself, as multi-gigabyte files placed in the right folders, and you need a reasonably capable graphics card. Windows and macOS have a desktop installer; Linux is a manual install.","easeRationale":"Windows and macOS have the desktop installer the README calls \"the easiest and best way to use ComfyUI for new users\", so the work left is downloading model files into the right folders and having a graphics card that can cope. The Windows portable 7z in this repository is 1.4 to 1.9 GB and the README says it \"is not recommended for regular users\". Linux is harder: there is no installer, you clone the repository, choose and install the right PyTorch for NVIDIA, AMD ROCm or Intel, run `pip install -r requirements.txt` and start it with `python main.py`.","costNote":"The program is free and GPL-3.0. Optional paid extras exist: the \"API nodes\" that reach closed models (switched off with --offline) and the company's paid Comfy Cloud for people without a suitable computer. The models themselves are usually free downloads, each with its own licence.","notVerified":["Whether your graphics card is enough: the README claims the biggest models run on 4 GB of video memory plus 8 GB of RAM, which is the project's own measurement","Real disk use once you add models, which can be far beyond the 1.9 to 5.8 GB of the install itself","How fast generation is on your hardware, and whether the \"fastest local inference engine in the world\" claim holds for you","What any custom node or downloaded workflow does on your computer","Whether the macOS and Linux routes work as smoothly as Windows, since only Windows files are published in this repository","What the optional paid API nodes and Comfy Cloud cost, which this repository does not state"]},"zh-Hans":{"summaryShort":"在你自己的电脑上用AI模型创作和编辑图片、视频和音频，只需把方块拖动连接到画布上即可。","summary":"ComfyUI 让你在自己的电脑上运行开放的AI模型，操作方式是在一块画布上连接方块：每个方块代表一步（加载模型、输入提示词、保存图片），把它们连起来就组成一个工作流，可以保存并反复使用。它支持图片、视频、音频、3D和文本模型，还有局部重绘（inpainting）、放大（upscaling）和蒙版功能。它可以离线运行，不会主动下载任何东西，除非你自己要求。模型需要你自己准备，是放在指定文件夹里的几GB大文件，而且你需要一块性能还不错的显卡。Windows和macOS提供桌面安装程序；Linux则需要手动安装。","easeRationale":"Windows和macOS都有README所说的\"the easiest and best way to use ComfyUI for new users\"的桌面安装程序，剩下要做的就是把模型文件下载到正确的文件夹，并准备一块能应付的显卡。本仓库中Windows便携版的7z压缩包大小在1.4到1.9GB之间，README说它\"is not recommended for regular users\"。Linux更麻烦：没有安装程序，需要自己克隆仓库，根据NVIDIA、AMD ROCm或Intel选择并安装对应的PyTorch，运行`pip install -r requirements.txt`，再用`python main.py`启动。","costNote":"这个程序是免费的，使用GPL-3.0许可证。还有一些可选的付费功能：连接到封闭模型的\"API节点\"（可用--offline关闭），以及公司提供的付费Comfy Cloud服务，适合没有合适电脑的人使用。模型本身通常可以免费下载，但每个模型都有自己的许可条款。","notVerified":["你的显卡是否够用：README声称最大的模型只需要4GB显存加8GB内存就能运行，这是项目自己给出的数据","加上模型之后实际占用的硬盘空间，可能远超安装本身的1.9到5.8GB","在你自己的硬件上生成速度有多快，以及它所说的\"全球最快的本地推理引擎\"是否对你也成立","任何自定义节点或下载来的工作流在你电脑上到底会做什么","macOS和Linux的使用体验是否和Windows一样顺畅，因为这个仓库里只发布了Windows的文件","可选的付费API节点和Comfy Cloud具体收费多少，这个仓库没有说明"]}}},{"id":"R_kgDOVMLR1A","slug":"cranebeaker__coop-anything","name":"Co-op Anything","owner":"cranebeaker","fullName":"cranebeaker/coop-anything","type":"dev_tool","status":"alert","grade":"D","easeByPlatform":{"windows":"D"},"risk":"high","signals":[{"code":"young_owner_account","severity":"attention","evidence":"所有者账号是 11 天前创建的","source":"check","title":"所有者账号很新"},{"code":"reverse_engineering_of_commercial_games","severity":"attention","evidence":"README“What you can co-op”表格列出了 Ghidra、x64dbg、Frida、Cheat Engine 以及“Full reverse engineering of state, saves and levels”；拆解一款已购买的游戏在一些国家是允许的，但在另一些国家违反该游戏的使用条款。该仓库声称不托管任何游戏文件，也不涉及反作弊系统。","source":"ai","title":"对商业游戏进行逆向工程"},{"code":"ai_agent_runs_repository_instructions_on_your_pc","severity":"attention","evidence":"快速上手指南让你输入“Read https://github.com/cranebeaker/coop-anything and follow AGENTS.md”；助手随后会遵照这个仓库里的指令，安装工具并修改你游戏文件夹里的文件。FAQ 声称它会在安装任何东西之前先询问。","source":"ai","title":"ai 智能体会在你的电脑上执行仓库里的指令"},{"code":"uses_valve_spacewar_test_app_for_networking","severity":"info","evidence":"FAQ：“The Steam relay uses Valve's free Spacewar test app, so nobody buys anything else”——连接是通过一个 Steam 测试程序走的，而不是通过游戏自己的服务器。","source":"ai","title":"用 valve 的 spacewar 测试程序做联机"},{"code":"emulator_and_console_route","severity":"info","evidence":"README 列出了一些主机游戏（PS1、PS2、N64、Wii、GBA……），走的是反编译 PC 移植版或者用 PCSX2、Dolphin、BizHawk 做模拟器联机的路线；使用这些需要你自己提供游戏副本。","source":"ai","title":"模拟器和主机路线"},{"code":"very_new_project_many_open_issues","severity":"info","evidence":"项目数据：仓库创建于 2026-10-16，没有发行版，138 个未关闭 issue，1481 个星标。","source":"ai","title":"项目很新却有大量未关闭的 issue"},{"code":"possible_illegal_use","severity":"high","evidence":"README“What you can co-op”：“Full reverse engineering of state, saves and levels; the hardest path”，配合“REA, GhidraMCP, ida-pro-mcp, Frida, Cheat Engine”；FAQ：“The Steam relay uses Valve's free Spacewar test app, so nobody buys anything else”；以及“Console only (PS1, PS2, N64, Dreamcast, GameCube, Wii, GBA, ...)”走的是“emulator netplay”路线。这个项目会拆解并修改商业游戏，还会让游戏流量经过另一家公司的测试程序；每款游戏自己的使用条款，以及用户所在地关于逆向工程的规定，都适用于这些步骤，卡片本身也把“在你所在地以及该游戏条款下，逆向工程和修改一款已购买的游戏是否被允许”列为未经核实的事项。","source":"ai","title":"可能存在违法用途"}],"platforms":["windows","linux"],"tools":["python","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["games","ai_skills","development"],"alternativeTo":[{"slug":"parsec","name":"Parsec","confirmed":true}],"declaredAlternatives":[],"stars":1720,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":229,"growthDays":4,"history":[{"date":"2026-10-27","stars":1491},{"date":"2026-10-28","stars":1546},{"date":"2026-10-29","stars":1587},{"date":"2026-10-30","stars":1652},{"date":"2026-10-31","stars":1720}],"firstPublishedAt":"2026-10-27T18:40:27.842Z","commitSha":"c0dedea3e98edd6999951f063933b88c36f6da30","verifiedAt":"2026-10-27T18:32:58.406Z","lastCommitAt":"2026-10-31T21:11:57Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A playbook and MCP server that let an AI coding assistant add online or split-screen co-op to a single-player PC game.","summary":"Co-op Anything is a set of instructions, skills and testing tools that you point an AI coding assistant at (Claude Code, Codex, Gemini CLI and others). The assistant looks for an existing co-op mod for your game, fixes it or builds one from scratch by taking the game apart, tests it with bots and packages it so friends can join over Steam. It ships an MCP server, Python sync-test tools and a directory of 230+ co-op mods. You need the game, a coding assistant and a lot of patience; results depend on the game.","easeRationale":"You install Python and an AI coding assistant, register the MCP server with a terminal command, and the assistant then installs reverse-engineering and modding tools and edits game files on your PC.","costNote":"The repository is free (MIT). You pay for the AI assistant you point at it, and the work can take many hours of it; everyone also needs to own the game.","notVerified":["Whether an assistant can really produce a working co-op mod for your game, and how many hours it costs","How well the finished mods play, since the QA level is self-declared per entry","Whether reverse engineering and modifying a bought game is allowed where you live and under that game's terms","What the assistant actually installs and changes on your PC while it works","Whether the Steam Spacewar relay keeps working for this use"]},"zh-Hans":{"summaryShort":"一套操作指南加一个 MCP 服务器，让 AI 编程助手为单人 PC 游戏加入在线或分屏合作模式。","summary":"Co-op Anything 是一套指令、技能和测试工具，你把它交给一个 AI 编程助手来使用（Claude Code、Codex、Gemini CLI 等）。这个助手会先找找你的游戏是否已经有合作模组，有就修复它，没有就把游戏拆开从零构建一个，再用机器人进行测试，最后打包好让朋友通过 Steam 加入。它附带一个 MCP 服务器、Python 编写的同步测试工具，以及一个收录了 230 多个合作模组的目录。你需要拥有这款游戏、一个编程助手，以及足够多的耐心；效果因游戏而异。","easeRationale":"你安装 Python 和一个 AI 编程助手，用终端命令注册 MCP 服务器，之后助手会安装逆向工程和模组制作工具，并在你的电脑上编辑游戏文件。","costNote":"这个仓库本身是免费的（MIT 许可）。你需要为所使用的 AI 助手付费，而整个过程可能要花掉它很多小时；另外每个人都需要拥有这款游戏。","notVerified":["AI 助手是否真的能为你的游戏做出一个可用的合作模组，又会花掉它多少个小时","做出来的模组实际玩起来效果如何，因为质量把控的说明是各条目自行声明的","在你所在的地区，以及按照该游戏的条款，对购买的游戏进行逆向工程和修改是否被允许","助手在工作过程中到底在你的电脑上安装和改动了什么","Steam Spacewar 中继服务是否能继续支持这种用法"]}}},{"id":"R_kgDOO7R-vw","slug":"cybertimon__rapidraw","name":"RapidRAW","owner":"CyberTimon","fullName":"CyberTimon/RapidRAW","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":41,"maxMB":123,"basis":"installer"},"apiKeys":[],"cost":{"model":"freemium"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["image"],"alternativeTo":[{"slug":"lightroom","name":"Lightroom","confirmed":true},{"slug":"adobe-camera-raw","name":"Camera Raw","confirmed":true},{"slug":"capture-one","name":"Capture One","confirmed":true}],"declaredAlternatives":[{"target":"lightroom","stance":"claims","evidence":"RapidRAW is a modern, high-performance alternative to Adobe Lightroom"}],"stars":10874,"downloads":765105,"downloadsWeek":21081,"downloadsDays":6,"growth":180,"growthDays":6,"history":[{"date":"2026-10-25","stars":10694},{"date":"2026-10-26","stars":10730},{"date":"2026-10-27","stars":10746},{"date":"2026-10-28","stars":10761},{"date":"2026-10-29","stars":10769},{"date":"2026-10-30","stars":10834},{"date":"2026-10-31","stars":10874}],"firstPublishedAt":"2026-10-25T23:18:58.364Z","commitSha":"d30a65a803856b1e2f452cff998e0de8f13e7d0f","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T14:30:17Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Edit RAW photos from your camera: adjust light and color, use masks, remove spots and export, without changing the originals.","summary":"RapidRAW is a desktop photo editor for RAW camera files, aimed at photographers who want a fast, simple editing workflow. It has a photo library, color and light adjustments, masks, presets, cropping, lens correction and batch export. Edits are kept in side files, so the original photo is not changed. Some AI tools run on your own computer. An optional paid cloud service adds bigger AI edits. Windows needs Windows 10 or newer; the README recommends 16 GB of RAM and a dedicated graphics card.","easeRationale":"Each GitHub release has ready Windows .exe and .msi installers (about 32-41 MB for x64), so you download, install and open it.","costNote":"The editor is free. The README offers an optional RapidRAW Cloud subscription at $14/month for cloud AI inpainting; the README says core features stay free.","notVerified":["How well it runs on computers without a dedicated graphics card or with less than 16 GB of RAM.","How much extra disk space the AI models take once the app downloads them.","Whether a given camera's RAW files open correctly.","What data the optional cloud service and login send online, and what the subscription actually includes.","Whether the Windows installers are digitally signed."]},"zh-Hans":{"summaryShort":"编辑相机拍摄的 RAW 照片：调整光线和色彩、使用蒙版、去除污点并导出，不会改动原始文件。","summary":"RapidRAW 是一款用于处理相机 RAW 文件的桌面照片编辑器，面向希望获得快速、简单编辑流程的摄影师。它提供照片库、色彩与光线调整、蒙版、预设、裁剪、镜头校正和批量导出。编辑内容保存在单独的附属文件中，因此原始照片不会被改动。部分 AI 工具在你自己的电脑上运行。可选的付费云服务提供更强大的 AI 编辑功能。Windows 版需要 Windows 10 或更新版本；README 建议配备 16 GB 内存和独立显卡。","easeRationale":"GitHub 的每个发布版本都附带现成的 Windows .exe 和 .msi 安装包（x64 版约 32-41 MB），下载、安装后即可打开使用。","costNote":"编辑器免费。README 提供可选的 RapidRAW Cloud 订阅，每月 14 美元，用于云端 AI 修复填充（inpainting）；README 称核心功能仍然免费。","notVerified":["在没有独立显卡或内存少于 16 GB 的电脑上运行效果如何。","应用下载 AI 模型后，还会额外占用多少磁盘空间。","某款特定相机的 RAW 文件能否正常打开。","可选的云服务和登录会在网上发送哪些数据，以及订阅实际包含什么内容。","Windows 安装包是否经过数字签名。"]}}},{"id":"MDEwOlJlcG9zaXRvcnk5NDMxNDk=","slug":"d3__d3","name":"D3.js","owner":"d3","fullName":"d3/d3","type":"dev_tool","status":"active","grade":"E","easeByPlatform":{"windows":"E"},"risk":"attention","signals":[{"code":"stale_releases","severity":"attention","evidence":"最近一次发布于 2024-03-12（958 天前）","source":"check","title":"版本发布已久未更新"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"ISC","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[],"declaredAlternatives":[],"stars":113832,"downloads":2203205,"downloadsWeek":1982,"downloadsDays":5,"growth":29,"growthDays":5,"history":[{"date":"2026-10-26","stars":113803},{"date":"2026-10-27","stars":113811},{"date":"2026-10-28","stars":113817},{"date":"2026-10-29","stars":113819},{"date":"2026-10-30","stars":113829},{"date":"2026-10-31","stars":113832}],"firstPublishedAt":"2026-10-27T01:10:12.618Z","commitSha":"3d1a90c30805c17b79eb24c13c5aa45454534850","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-21T22:24:11Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A programming library for building custom interactive charts, maps and data graphics on web pages.","summary":"D3 is a free JavaScript library that programmers use to turn data into charts, maps, diagrams and animations on web pages. It gives fine control over every part of a graphic, and many other chart tools are built on top of it. It is not an app you open: you write code that uses it, then the result runs in any web browser. It is for web developers and data journalists who can program in JavaScript.","easeRationale":"D3 is a code library with no program to install or open; using it means writing JavaScript in a web project.","costNote":"Free (ISC license).","notVerified":["How hard it is to learn for someone new to JavaScript; the project points to separate documentation and examples.","Whether newer changes since the last release (v7.9.0, March 2024) affect existing code."]},"zh-Hans":{"summaryShort":"一个编程库，用来在网页上制作可自定义的交互式图表、地图和数据图形。","summary":"D3 是一个免费的 JavaScript 库，程序员用它把数据变成网页上的图表、地图、示意图和动画。它能精细控制图形的每个部分，许多其他图表工具也是基于它构建的。它不是一个可以打开的应用：你需要编写使用它的代码，结果可以在任何网页浏览器中运行。它面向会用 JavaScript 编程的网页开发者和数据新闻工作者。","easeRationale":"D3 是代码库，没有需要安装或打开的程序；使用它意味着在网页项目中编写 JavaScript。","costNote":"免费（ISC 许可）。","notVerified":["对刚接触 JavaScript 的人来说学起来有多难；项目指向了单独的文档和示例。","自最近一次发布（v7.9.0，2024 年 3 月）以来的新变更是否会影响现有代码。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkzNzkxODM1","slug":"darktable-org__darktable","name":"darktable","owner":"darktable-org","fullName":"darktable-org/darktable","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"pipe_to_shell_optional_script","severity":"info","evidence":"README.md，AI 功能的可选 GPU 加速：\"irm https://raw.githubusercontent.com/darktable-org/darktable/HEAD/tools/ai/install-ort-gpu.ps1 | iex\" 会直接运行开发分支上的脚本，你没有机会先检查。正常使用并不需要它。","source":"ai","title":"可选脚本直接交给命令行执行"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":141,"maxMB":423,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["image"],"alternativeTo":[{"slug":"lightroom","name":"Lightroom","confirmed":true},{"slug":"capture-one","name":"Capture One","confirmed":true}],"declaredAlternatives":[{"target":"lightroom","stance":"denies","evidence":"darktable is not a free Adobe Lightroom replacement"}],"stars":13368,"downloads":9131437,"downloadsWeek":35324,"downloadsDays":6,"growth":40,"growthDays":6,"history":[{"date":"2026-10-25","stars":13328},{"date":"2026-10-26","stars":13335},{"date":"2026-10-27","stars":13346},{"date":"2026-10-28","stars":13355},{"date":"2026-10-29","stars":13357},{"date":"2026-10-30","stars":13362},{"date":"2026-10-31","stars":13368}],"firstPublishedAt":"2026-10-25T23:18:59.247Z","commitSha":"27276e5a4087d531579e591fc80702597617822d","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T19:25:22Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Organize your photos and edit camera RAW files without changing the originals.","summary":"darktable is a desktop program for photographers. It keeps your pictures in a catalog, lets you browse them on a virtual light table, and develops RAW files from digital cameras with tools for exposure, color, noise and lens fixes. Edits never overwrite the original file. It covers much of the same ground as Lightroom, but the project itself says it is not meant as a free Lightroom replacement. Windows, macOS on Apple Silicon and Linux have ready installers; a graphics card helps.","easeRationale":"The project publishes a ready Windows installer (darktable-5.6.2-win64.exe, about 132 MB, plus a Windows on Arm version), so you download it and run it.","notVerified":["How smooth editing is on Windows without a strong graphics card; the README warns Windows may have extra bugs and that printing is not available there.","How much extra disk space the optional AI models use after you download them in the app.","Whether your specific camera's RAW files and lens are supported.","Whether AI features with GPU acceleration work on your graphics card and drivers."]},"zh-Hans":{"summaryShort":"整理照片并编辑相机 RAW 文件，且不会改动原始文件。","summary":"darktable 是面向摄影师的桌面程序。它把照片存放在图库中，让你在虚拟灯箱里浏览，并用曝光、色彩、降噪和镜头校正等工具冲洗数码相机的 RAW 文件。编辑永远不会覆盖原始文件。它能完成 Lightroom 的大部分工作，但项目本身表示它并不打算成为 Lightroom 的免费替代品。Windows、Apple Silicon 上的 macOS 和 Linux 都有现成的安装程序；有显卡会更顺畅。","easeRationale":"项目提供现成的 Windows 安装程序（darktable-5.6.2-win64.exe，约 132 MB，另有 Windows on Arm 版本），下载后运行即可。","notVerified":["在没有高性能显卡的 Windows 上编辑是否流畅；README 警告 Windows 版可能有更多错误，且在 Windows 上无法打印。","在应用内下载可选的 AI 模型后，会额外占用多少磁盘空间。","你所用相机的 RAW 文件和镜头是否受支持。","使用 GPU 加速的 AI 功能能否在你的显卡和驱动上正常运行。"]}}},{"id":"R_kgDOT3Z-Mw","slug":"dataelement__dsh-desktop","name":"DSHDesktop","owner":"dataelement","fullName":"dataelement/dsh-desktop","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B"},"risk":"attention","signals":[{"code":"public_internet_tunnel","severity":"attention","evidence":"README.md，Phone access 部分：手机远程访问使用 \"Cloudflare Quick Tunnel\" 或 \"Free Pinggy\" 作为备用方式；手机需输入 \"a 6-digit pairing password\"，并且 \"A durable password is created only after you opt in\"。","source":"ai","title":"通往公共互联网的隧道"},{"code":"agent_runs_local_commands","severity":"info","evidence":"package.json 依赖 \"@deepseek-ai/dsh-bash-local\" 和 \"@deepseek-ai/dsh-fs-local\"，README 还说明了如何添加项目工作区供代理在其中工作。","source":"ai","title":"代理会运行本地命令"},{"code":"early_preview","severity":"info","evidence":"README.md：\"DSH Desktop is an early preview built on the rapidly evolving @deepseek-ai/dsh@0.2.1-rc.2.\"","source":"ai","title":"早期预览版"},{"code":"third_party_plugins","severity":"info","evidence":"README.md：之所以有 Safe Mode，是因为 \"a third-party plugin interferes with startup or rendering\"，并且 .dshpreset 包会显示 \"a trust warning before installation\"。","source":"ai","title":"第三方插件"}],"platforms":["windows","mac"],"tools":[],"buildTools":["node"],"disk":{"minMB":272,"maxMB":815,"basis":"installer"},"apiKeys":["DeepSeek API or another supported AI model provider"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["chat_ai","office","automation"],"alternativeTo":[{"slug":"gamma","name":"Gamma","confirmed":true},{"slug":"chatgpt-plus","name":"ChatGPT Plus","confirmed":true}],"declaredAlternatives":[],"stars":17004,"downloads":135019,"downloadsWeek":4569,"downloadsDays":5,"growth":0,"growthDays":5,"history":[{"date":"2026-10-26","stars":17031},{"date":"2026-10-27","stars":17149},{"date":"2026-10-28","stars":16875},{"date":"2026-10-29","stars":16975},{"date":"2026-10-30","stars":17043},{"date":"2026-10-31","stars":17004}],"firstPublishedAt":"2026-10-27T01:10:12.619Z","commitSha":"67df6719fb1895139cd1ac595b2367b5642be67c","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-30T09:39:45Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A desktop app for chatting with DeepSeek or other AI models that can work on your project folders and make editable slide decks.","summary":"DSH Desktop packages DeepSeek Harness, an AI assistant (agent) framework, as an installable app for Windows and Mac. You point it at project folders and give it tasks; it can work with files, create Word, Excel and PowerPoint documents, and build editable slide decks from 16 templates. You can continue sessions from your phone. It is for people who want an AI assistant on their own computer. You need an API key from DeepSeek or another AI model provider. The project calls itself an early preview.","easeRationale":"There is a code-signed Windows x64 installer (dsh-desktop-windows-x64-setup.exe); after installing you add an API key for DeepSeek or another model provider.","costNote":"The app is free (MIT). You pay the AI model provider you connect, such as DeepSeek. The README also mentions an enterprise edition, with no price stated.","notVerified":["What the agent can change on your computer when it runs commands, and how well the approval prompts limit it.","Who can reach the phone bridge while a public tunnel is open.","Real API cost per task with DeepSeek or other providers.","Whether the Windows installer triggers security warnings on your PC, which the README says may still happen.","Quality of the generated slide decks and Office files."]},"zh-Hans":{"summaryShort":"桌面应用，可与 DeepSeek 或其他 AI 模型对话，让它处理你的项目文件夹并生成可编辑的幻灯片。","summary":"DSH Desktop 把 AI 助手（智能体）框架 DeepSeek Harness 打包成适用于 Windows 和 Mac 的可安装应用。你指定项目文件夹并交给它任务；它可以处理文件、创建 Word、Excel 和 PowerPoint 文档，并用 16 套模板制作可编辑的幻灯片。你还可以在手机上继续会话。它适合想在自己电脑上使用 AI 助手的人。你需要 DeepSeek 或其他 AI 模型提供商的 API 密钥。项目自称处于早期预览阶段。","easeRationale":"提供带代码签名的 Windows x64 安装程序（dsh-desktop-windows-x64-setup.exe）；安装后添加 DeepSeek 或其他模型提供商的 API 密钥即可。","costNote":"应用免费（MIT 许可）。你需要向所连接的 AI 模型提供商（如 DeepSeek）付费。README 还提到企业版，但没有标明价格。","notVerified":["智能体在运行命令时能在你的电脑上更改什么，以及审批提示能在多大程度上限制它。","公共隧道开启期间，谁可以访问手机桥接。","使用 DeepSeek 或其他提供商时，每个任务的实际 API 费用。","Windows 安装程序是否会在你的电脑上触发拦截或警告提示，README 称这种情况仍可能发生。","生成的幻灯片和 Office 文件的质量。"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0NDY2MjY2OQ==","slug":"dbeaver__dbeaver","name":"DBeaver","owner":"dbeaver","fullName":"dbeaver/dbeaver","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"low","signals":[{"code":"ai_chat_shares_database_structure","severity":"info","evidence":"README.md(AI integration 部分):\"We use smart chat context which provides LLMs details about database structure, SQL dialect, etc.\" 如果你开启 AI 聊天功能,你配置的 AI 服务商就会收到你数据库的相关细节。","source":"ai","title":"ai 聊天会分享数据库结构"},{"code":"features_reserved_for_paid_version","severity":"info","evidence":"README.md 列出一长串只在 \"PRO versions\" 中才有的驱动(MongoDB、Cassandra、Redis、DynamoDB、Neo4j、ODBC,以及把 CSV/JSON/Parquet/XLSX 当作数据库使用),并说明 \"Pro versions provide additional AI tools + native support of Anthropic/Grok/Azure/Bedrock/Gemini/Ollama providers.\"","source":"ai","title":"部分功能只保留给付费版本"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":109,"maxMB":326,"basis":"installer"},"apiKeys":["OpenAI or an OpenAI-compatible endpoint (optional AI chat)","GitHub Copilot (optional AI chat)"],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","productivity"],"alternativeTo":[{"slug":"datagrip","name":"DataGrip","confirmed":true},{"slug":"navicat","name":"Navicat","confirmed":true},{"slug":"dbeaver-pro","name":"PRO","confirmed":true}],"declaredAlternatives":[],"stars":52255,"downloads":47368361,"downloadsWeek":301334,"downloadsDays":5,"growth":35,"growthDays":5,"history":[{"date":"2026-10-26","stars":52220},{"date":"2026-10-27","stars":52224},{"date":"2026-10-28","stars":52233},{"date":"2026-10-29","stars":52244},{"date":"2026-10-30","stars":52251},{"date":"2026-10-31","stars":52255}],"firstPublishedAt":"2026-10-27T01:10:12.620Z","commitSha":"e2a22d9d6b2db89e5dff773c0a1c5971fd9a96b9","verifiedAt":"2026-10-31T01:39:16.790Z","lastCommitAt":"2026-10-31T17:56:54Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Open, browse and edit almost any database from one desktop app, run SQL queries and draw diagrams of your tables.","summary":"DBeaver is a desktop program for working with databases. You connect to MySQL, PostgreSQL, SQLite, Oracle, SQL Server, Snowflake and more than 100 other kinds, then browse and edit the data in a spreadsheet-like grid, write and run SQL, import and export data, and draw diagrams of how the tables relate. There is also an AI chat that can write queries for you if you add an OpenAI or Copilot key. It is made for developers, database administrators and analysts. Installers for Windows, Mac and Linux include Java, so nothing else is needed.","easeRationale":"Every platform has a ready installer in the releases (dbeaver-ce-26.2.3-windows-x86_64.exe, -macos-aarch64.dmg, and .deb/.rpm for Linux) and the README says OpenJDK 25 is included in all distributions, so you install it and click the app icon.","costNote":"The Community edition in this repository is free. Separate paid PRO versions add NoSQL databases, files as databases, more AI providers and official support.","notVerified":["Exactly what database details the AI chat sends to the AI provider.","Whether database drivers are downloaded from the internet the first time you connect to a new type of database.","How it performs with very large databases on your computer.","Which of the features you need are only in the paid PRO versions."]},"zh-Hans":{"summaryShort":"一款桌面应用,打开、浏览和编辑几乎任何数据库,运行 SQL 查询,还能画出表之间的关系图。","summary":"DBeaver 是一款用于操作数据库的桌面程序。你可以连接 MySQL、PostgreSQL、SQLite、Oracle、SQL Server、Snowflake 以及其他 100 多种数据库,然后在类似表格的界面中浏览和编辑数据,编写并运行 SQL,导入导出数据,并画出各个表之间关系的图表。如果你添加 OpenAI 或 Copilot 的密钥,还可以使用 AI 聊天功能帮你写查询语句。它是为开发者、数据库管理员和数据分析师设计的。Windows、Mac 和 Linux 的安装包都自带 Java,所以不需要再安装别的东西。","easeRationale":"每个平台在发布版本中都有现成的安装包(dbeaver-ce-26.2.3-windows-x86_64.exe、-macos-aarch64.dmg,以及 Linux 的 .deb/.rpm),README 说明所有发行版都自带 OpenJDK 25,所以你只需要安装,然后点击应用图标即可。","costNote":"这个仓库中的 Community 版本是免费的。另外单独销售的付费 PRO 版本增加了 NoSQL 数据库、将文件当作数据库使用、更多 AI 服务商选项,以及官方支持。","notVerified":["AI 聊天功能到底会把哪些数据库细节发送给 AI 服务商。","第一次连接一种新的数据库类型时,数据库驱动是否会从网上下载。","处理你电脑上非常大的数据库时表现如何。","你需要的功能中,哪些只存在于付费的 PRO 版本里。"]}}},{"id":"R_kgDOR-gPKw","slug":"debpalash__voicestudio","name":"VoiceStudio","owner":"debpalash","fullName":"debpalash/VoiceStudio","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"voice_cloning_can_impersonate_real_people","severity":"attention","evidence":"仓库简介提供 \"voice cloning, voice design, video dubbing\"，README 的 \"License & responsible use\" 部分写道 \"Clone a voice only with its owner's permission.\" 克隆出的声音可能被用来在未经本人同意的情况下模仿真人，一些国家对此有限制。","source":"ai","title":"声音克隆可能被用来冒充真人"},{"code":"macos_gatekeeper_blocks_the_app","severity":"info","evidence":"README 中的说明：\"On macOS, 'VoiceStudio is damaged and can't be opened' means Gatekeeper blocked the app, not that the download is broken\"，并指向一个 \"Gatekeeper fix\" 页面。","source":"ai","title":"macOS Gatekeeper 会拦截该应用"},{"code":"model_weights_and_output_under_separate_terms","severity":"info","evidence":"README：\"Model weights, voices and generated output have their own licences, which the Model Manager shows for each model\"，而且该应用的许可证并不涵盖它们。","source":"ai","title":"模型权重与生成内容适用各自的条款"},{"code":"optional_analytics_off_by_default","severity":"info","evidence":"pyproject.toml 中关于 posthog 依赖的注释：\"Opt-in product analytics (core/analytics.py). Inert unless the build ships a POSTHOG_PROJECT_TOKEN *and* the user opts in — default OFF.\"","source":"ai","title":"可选的使用统计，默认关闭"},{"code":"dependency_installed_from_a_direct_url","severity":"info","evidence":"pyproject.toml：\"kittentts @ https://github.com/KittenML/KittenTTS/releases/download/0.8.1/kittentts-0.8.1-py3-none-any.whl\"——有一个语音引擎是直接从 GitHub 发布文件拉取的，而不是从常规的包索引。","source":"ai","title":"依赖从直接网址安装"},{"code":"bundles_a_video_downloader","severity":"info","evidence":"pyproject.toml 将 \"yt-dlp>=2026.7.4\" 列为依赖，因此该应用可以从网站拉取视频来进行配音或转写。是否允许这样做，取决于具体网站和当地法律。","source":"ai","title":"内置视频下载器"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["python","node","gpu_nvidia","ffmpeg"],"disk":{"minMB":212,"maxMB":636,"basis":"installer"},"apiKeys":["An OpenAI-compatible AI model, for cinematic dubbing and AI translation","Hugging Face token, for downloading some models"],"cost":{"model":"free"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["audio","video","productivity"],"alternativeTo":[{"slug":"elevenlabs","name":"ElevenLabs","confirmed":true},{"slug":"descript","name":"Descript","confirmed":true},{"slug":"otter-ai","name":"Otter.ai","confirmed":true}],"declaredAlternatives":[],"stars":96872,"downloads":1968463,"downloadsWeek":277283,"downloadsDays":4,"growth":7609,"growthDays":5,"history":[{"date":"2026-10-27","stars":91348},{"date":"2026-10-28","stars":93015},{"date":"2026-10-29","stars":94328},{"date":"2026-10-30","stars":95755},{"date":"2026-10-31","stars":96872}],"firstPublishedAt":"2026-10-27T18:40:27.852Z","commitSha":"ac821cb60c1349ac8ea630c10319a6300a68b67d","verifiedAt":"2026-10-29T01:40:48.044Z","lastCommitAt":"2026-11-01T00:13:01Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Desktop app that clones voices, dubs videos, dictates, transcribes and makes audiobooks on your own computer.","summary":"A desktop studio for AI speech that runs on your own machine. It clones a voice from a recording, designs new voices, dubs videos with timed speech, dictates with a floating widget, transcribes audio and builds audiobooks, in many languages. The models run locally; an NVIDIA GPU or Apple Silicon speeds it up, and the README says it also works on the CPU, just slower. There are installers for Windows, macOS and Linux, plus preview apps for Android and iPhone. The first time you use a feature the app asks before downloading the model it needs.","easeRationale":"Each system has a ready installer in the latest release (VoiceStudio-0.5.7-win-x64.exe, the .dmg for Apple Silicon, .AppImage/.deb/snap on Linux); after installing you still download each speech model inside the app the first time you use it. The README marks Intel Macs as \"App UI only, connects to a remote backend\", so an older Mac is harder.","costNote":"AGPL-3.0 and free to use. pyproject.toml says a separate commercial licence is sold for closed-source use (contact hi@voicestudio.sh), and model weights, voices and generated output have their own terms.","notVerified":["How much disk space the speech models add on top of the installer, since they download on first use","Whether the app runs at a usable speed on a PC with no dedicated graphics card","How good the voice cloning, dubbing and transcription quality is in practice","Whether the Windows-on-ARM, Intel Mac and phone builds work, since the README marks them experimental, limited or preview","Whether anything really leaves your computer, beyond the model downloads the app asks about"]},"zh-Hans":{"summaryShort":"一款桌面应用,可在你自己的电脑上克隆声音、为视频配音、语音输入、转录和制作有声书。","summary":"这是一个在你自己电脑上运行的 AI 语音桌面工作室。它可以从一段录音克隆声音、设计新的声音、为视频配上同步的配音、用悬浮小组件进行语音输入、转录音频,并制作多语言有声书。模型都在本地运行;NVIDIA 显卡或 Apple Silicon 芯片可以加速,README 说在 CPU 上也能跑,只是速度更慢。该应用为 Windows、macOS 和 Linux 提供安装程序,另外还有 Android 和 iPhone 的预览版应用。首次使用某个功能时,应用会先询问,再下载所需的模型。","easeRationale":"最新版本为每个系统都提供了现成的安装程序(Windows 的 VoiceStudio-0.5.7-win-x64.exe、Apple Silicon 的 .dmg、Linux 的 .AppImage/.deb/snap);安装完成后,你仍需在首次使用时在应用内下载每个语音模型。README 把 Intel 版 Mac 标记为“仅应用界面,连接远程后端”,所以较旧的 Mac 使用起来更困难。","costNote":"AGPL-3.0 许可,使用免费。pyproject.toml 说明另有商业许可出售,供闭源用途使用(联系 hi@voicestudio.sh),模型权重、声音和生成结果各有自己的使用条款。","notVerified":["语音模型在安装程序之外会占用多少磁盘空间,因为它们是首次使用时才下载的","在没有独立显卡的 PC 上,应用能否以可用的速度运行","实际使用中,声音克隆、配音和转录的质量如何","Windows on ARM、Intel 版 Mac 和手机版本是否能用,因为 README 把它们标记为实验性、受限或预览版","除了应用主动询问的模型下载之外,是否真的有数据离开你的电脑"]}}},{"id":"R_kgDOT3T1gw","slug":"deepseek-ai__deepseek-harness","name":"DeepSeek Harness","owner":"deepseek-ai","fullName":"deepseek-ai/deepseek-harness","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"76 天内获得 264824 颗星（约每天 3485 颗）","source":"check","title":"星标增长速度异常"},{"code":"project_asks_you_to_read_a_safety_notice_first","severity":"attention","evidence":"README 的 Developer preview 部分：'DeepSeek Harness is in developer preview and iterating rapidly. THERE WILL BE COMPATIBILITY-BREAKING CHANGES. Review the safety notice (SAFETY.md) before running the project.' 该仓库提供三种语言版本的 SAFETY.md。","source":"ai","title":"项目要求先阅读一份注意事项"},{"code":"pre_release_versions_only","severity":"attention","evidence":"最新的三个版本是 dsh-v0.2.2-alpha.2、dsh-v0.2.1-rc.4 和 dsh-v0.2.1-rc.3（2026-10-23 至 2026-10-28），package.json 中的版本号为 '0.2.2-alpha.2'。目前没有稳定的 1.0 版本。","source":"ai","title":"只有预发布版本"},{"code":"an_agent_that_acts_on_your_computer","severity":"attention","evidence":"该项目自称是 'an open-source agent harness'，采用 'everything-is-a-plugin' 架构，运行命令会启动一个服务器，并 'opens it in the default browser for a local launch'，地址为 http://127.0.0.1:3080。代理及其插件所做的一切，都是以你的用户身份访问你的文件来完成的。","source":"ai","title":"会在你电脑上执行操作的代理"},{"code":"plugins_come_from_anyone","severity":"attention","evidence":"README 的社区部分：'Add the `dsh-plugin` topic to your plugin repository for discoverability.' 各项功能预计以第三方插件的形式提供，通过 GitHub topic 查找，DeepSeek 不会审核这些插件。","source":"ai","title":"插件可能来自任何人"},{"code":"no_issue_tracker_in_use","severity":"info","evidence":"项目信息显示，这个拥有 264824 颗星和 32075 个 fork 的仓库没有未解决的 issue；README 把所有反馈引导到别处：'Submit feedback or bug reports through GitHub Discussions.' 因此很难查阅公开的错误报告。","source":"ai","title":"没有在使用 issue 跟踪"},{"code":"needs_a_very_recent_node_version","severity":"info","evidence":"package.json 设置了 'engines': { 'node': '>=24.9.0' } 和 'packageManager': 'pnpm@11.28.5'，因此较旧的 Node.js 无法运行它。","source":"ai","title":"需要非常新的 Node 版本"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","development"],"alternativeTo":[{"slug":"claude-code","name":"Claude Code","confirmed":true},{"slug":"cursor","name":"Cursor","confirmed":true}],"declaredAlternatives":[],"stars":267448,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":5977,"growthDays":6,"history":[{"date":"2026-10-25","stars":261471},{"date":"2026-10-26","stars":262584},{"date":"2026-10-27","stars":263688},{"date":"2026-10-28","stars":264805},{"date":"2026-10-29","stars":265802},{"date":"2026-10-30","stars":266735},{"date":"2026-10-31","stars":267448}],"firstPublishedAt":"2026-10-25T23:19:00.166Z","commitSha":"f3803c96974ad4a94195fb97e5c637e9c2a3afe3","verifiedAt":"2026-10-29T01:43:53.019Z","lastCommitAt":"2026-10-29T16:13:15Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"DeepSeek's own program for running an AI agent on your computer, opened in a browser page and extended through plugins.","summary":"DeepSeek Harness (`dsh`) is DeepSeek AI's open-source harness for running an AI agent on your own machine. Everything in it is a plugin, so other people can add capabilities. You install Node.js 24.9 or newer and run one command, which starts a local web interface at 127.0.0.1:3080 and opens your browser. It is aimed at developers: the project calls itself a developer preview, warns in capitals that there will be compatibility-breaking changes, and asks you to read its safety notice before running it.","easeRationale":"Same on all three and there is no installer: you install Node.js (package.json requires version 24.9.0 or newer, which is newer than most systems ship) and run `npx @deepseek-ai/dsh web` in a terminal, which opens the interface in your browser. None of the 34 releases carries a program file, so the desktop build must be compiled from source.","costNote":"The code is free under MIT. It is a harness for AI models, and model use is normally paid; the repository content does not say which provider or key you must configure.","notVerified":["Which model provider and API key you must configure, since the README does not say","What the agent and its plugins are allowed to do on your files and network","What the safety notice asks of you, since only its file name is in this package","Whether the npx command works on Windows as described","Real disk use after the install and the built artifacts","How much paid model use a normal session costs"]},"zh-Hans":{"summaryShort":"DeepSeek 自家用于在电脑上运行 AI 代理的程序,通过浏览器页面打开,并可通过插件扩展。","summary":"DeepSeek Harness(`dsh`)是 DeepSeek AI 开源的、用于在自己电脑上运行 AI 代理的运行框架。其中的一切都是插件,所以其他人也能为它添加功能。你安装 Node.js 24.9 或更高版本并运行一条命令,它会在 127.0.0.1:3080 启动本地网页界面并打开你的浏览器。它面向开发者:项目自称是开发者预览版,大写警告会有破坏兼容性的变更,并要求你在运行前阅读它的风险提示。","easeRationale":"三个系统上操作方式相同,也没有安装程序:你需要安装 Node.js(package.json 要求 24.9.0 或更高版本,比大多数系统自带的版本更新),然后在终端运行 `npx @deepseek-ai/dsh web`,它会在浏览器中打开界面。34 个发行版本中没有一个包含程序文件,所以桌面版必须从源码自行编译。","costNote":"代码在 MIT 许可下免费。它是面向 AI 模型的运行框架,模型使用通常需要付费;仓库内容没有说明你需要配置哪个服务商或密钥。","notVerified":["你需要配置哪个模型服务商和哪个 API 密钥,因为 README 没有说明","代理及其插件被允许对你的文件和网络做什么","风险提示具体要求你做什么,因为这个安装包里只有该文件的文件名","npx 命令是否真的能在 Windows 上按说明运行","安装加上编译产物之后的实际磁盘占用","正常一次会话的付费模型使用会花多少钱"]}}},{"id":"R_kgDOVWq3rA","slug":"denissergeevitch__ex-ussr-kinship-research","name":"Ex-USSR Kinship Research","owner":"DenisSergeevitch","fullName":"DenisSergeevitch/ex-ussr-kinship-research","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"attention","signals":[{"code":"agent_sends_email_on_your_behalf","severity":"attention","evidence":"README.md：\"Draft and, when authorized, send focused requests to archives, libraries, universities and museums using available email or official web tools\" 以及 \"it does not ask again for an already authorized send\"——一旦你授权，助手就可以在不每次询问的情况下发送消息。","source":"ai","title":"代理会以你的名义发送邮件"},{"code":"agent_browses_and_attempts_captcha","severity":"attention","evidence":"README.md：\"The agent may try an actual CAPTCHA once through normal controls in its internal browser when supported and allowed\"；它还会通过你已登录的现有会话浏览 FamilySearch 和 GWAR。","source":"ai","title":"代理会浏览网页并尝试通过验证码"},{"code":"handles_sensitive_personal_data","severity":"info","evidence":"README.md 提到了强制迁移、镇压、收养和 DNA 检测结果，并要求你把案例文件保存在 Git 文件夹之外；init_case.py 拒绝在技能（skill）文件夹内创建案例。","source":"ai","title":"处理敏感的个人数据"},{"code":"very_new_project","severity":"info","evidence":"项目信息：仓库创建于 2026-10-25，到 2026-10-27 已发布 5 个版本，1013 颗星。","source":"ai","title":"项目非常新"}],"platforms":["windows","mac","linux"],"tools":["python","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","productivity"],"alternativeTo":[],"declaredAlternatives":[],"stars":1404,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":1404,"growthDays":6,"history":[{"date":"2026-10-27","stars":1057},{"date":"2026-10-28","stars":1182},{"date":"2026-10-29","stars":1266},{"date":"2026-10-30","stars":1345},{"date":"2026-10-31","stars":1404}],"firstPublishedAt":"2026-10-27T18:40:27.861Z","commitSha":"149691314c4713b6875c3910835341db8793bb64","verifiedAt":"2026-10-27T18:30:40.993Z","lastCommitAt":"2026-10-31T19:04:31Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Turns an AI assistant like Claude Code or Codex into a family-history researcher for the former USSR.","summary":"This is an instruction pack (an \"agent skill\") that you copy into Claude Code or Codex. After that you describe your family question and the assistant searches church books, civil, military, deportation and repression records from the former Soviet Union, keeps a log of every search and separates what is proven from what is a guess. The instructions are in Russian but the assistant answers in your language. You need the AI assistant already installed, plus Python 3 for the helper scripts and a Chrome-type browser for the PDF report.","easeRationale":"Installing is one git clone into the assistant's skills folder, but you must already have Claude Code or Codex and Python 3, and the case scripts are run by typing commands in a terminal.","costNote":"The skill is free (MIT). The AI assistant you run it in, and some archives or record sites, may cost money.","notVerified":["Whether the Python scripts and the PDF builder work on Windows paths and browsers","Whether the assistant really follows the privacy rules the instructions describe","Whether using the FamilySearch and GWAR helpers fits those sites' terms of use in your country","How good the archive and jurisdiction lists are for each of the 15 republics","What the AI assistant will cost you in tokens for a long research case"]},"zh-Hans":{"summaryShort":"把 Claude Code 或 Codex 这样的 AI 助手，变成一位研究苏联时期家族历史的调查员。","summary":"这是一套可以复制进 Claude Code 或 Codex 的指令包（一种“智能体技能”）。之后你只需描述自己的家族问题，助手就会检索原苏联地区的教会登记簿、民事、军事、流放和镇压档案，记录每一次搜索过程，并区分哪些已经证实、哪些只是推测。指令是用俄语写的，但助手会用你的语言回答。你需要事先安装好 AI 助手，并准备 Python 3 用于辅助脚本，以及一个类 Chrome 浏览器用于生成 PDF 报告。","easeRationale":"安装只需在助手的技能文件夹里执行一次 git clone，但你必须已经装好 Claude Code 或 Codex 以及 Python 3，具体案例的脚本要在终端里输入命令来运行。","costNote":"这个技能本身是免费的（MIT 协议）。你运行它所用的 AI 助手，以及部分档案馆或记录网站，可能需要付费。","notVerified":["Python 脚本和 PDF 生成器在 Windows 的路径和浏览器下是否能正常工作","助手是否真的遵守了说明中描述的隐私规则","使用 FamilySearch 和 GWAR 辅助功能是否符合你所在国家这些网站的使用条款","针对 15 个加盟共和国各自的档案和管辖范围列表质量如何","处理一个长周期研究案例，AI 助手会消耗多少 token、花费多少钱"]}}},{"id":"R_kgDOVWmLuw","slug":"designfuchen__word-atlas","name":"Word Atlas","owner":"designfuchen","fullName":"designfuchen/word-atlas","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"web":"A"},"risk":"attention","signals":[{"code":"ai_generated_learning_content_not_reviewed","severity":"attention","evidence":"README 的 '内容来源与局限' 部分：释义、例句和插图由生成式 AI 制作，语音由 ElevenLabs 生成；内容通过了自动结构检查，但 '尚未逐条人工审校'（尚未逐条经过人工校对），可能包含错误的词义、句子、图片或发音。","source":"ai","title":"AI 生成的学习内容未经审校"},{"code":"repository_differs_from_hosted_website","severity":"info","evidence":"README 的 '版本说明'：仓库包含开放的基础版本和数据集，而线上网站 '独立迭代，功能与仓库可能不同'（自行迭代，功能可能与仓库不同）。","source":"ai","title":"仓库与线上网站不一致"},{"code":"content_under_separate_license","severity":"info","evidence":"LICENSE 和 CONTENT_LICENSE.md：MIT 仅涵盖代码和界面美术；词表、插图和录音采用 CC BY 4.0，如果你再次使用，需要注明 'Word Atlas contributors'。","source":"ai","title":"内容适用单独的许可证"},{"code":"very_new_repository_fast_growth","severity":"info","evidence":"GitHub 信息：仓库创建于 2026-10-25，到 2026-10-27 已有 2506 颗星和 587 个 fork，目前还没有打标签的发布版本。","source":"ai","title":"仓库很新，增长很快"}],"platforms":["web"],"tools":[],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["productivity"],"alternativeTo":[{"slug":"quizlet","name":"Quizlet","confirmed":true},{"slug":"maimemo","name":"Maimemo","confirmed":true}],"declaredAlternatives":[],"stars":3557,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":3557,"growthDays":6,"history":[{"date":"2026-10-27","stars":2496},{"date":"2026-10-28","stars":3049},{"date":"2026-10-29","stars":3230},{"date":"2026-10-30","stars":3363},{"date":"2026-10-31","stars":3557}],"firstPublishedAt":"2026-10-27T18:40:27.870Z","commitSha":"99c007673d38f02c418d8e4cd2e9ec90b5d40be5","verifiedAt":"2026-10-28T01:41:44.664Z","lastCommitAt":"2026-10-31T11:36:59Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Illustrated IELTS vocabulary app: 7,298 words with pictures, UK/US audio and spaced-repetition review, free in the browser.","summary":"An English vocabulary app for IELTS students. Each of the 7,298 words comes with a drawing, Chinese and English meanings, two example sentences, British and American audio, and exercises; a review planner (FSRS) decides what to show you each day. You open it in a browser, no account needed, and progress stays on your device. The interface and most documentation are in Chinese. The repository is the open base version plus the word dataset; the author's website iterates separately and may have other features. Running the repository version yourself needs Node.js 20+.","easeRationale":"The web is the only place an end user runs it, and there it is an A: the author's site opens the app in any browser with no install and no account. Only people who want to host their own copy need Node.js 20+ and npm commands, and there are no desktop or mobile builds in the repository.","costNote":"App code is MIT and the dataset is CC BY 4.0. An iOS version is in closed beta; the README gives no price for it.","notVerified":["Whether the meanings, example sentences and recordings are correct, since they were generated and not proofread one by one","How much disk space a full clone takes, as the repository ships 7,298 illustrations and 22,905 audio files","Whether offline caching and the export/restore of your progress work as described","Whether the announced iOS app will stay free and whether it will match the open version"]},"zh-Hans":{"summaryShort":"配图版雅思词汇应用：7298 个单词配图片、英式/美式发音和间隔重复复习，浏览器里免费使用。","summary":"一款面向雅思考生的英语词汇应用。7298 个单词中的每一个都配有插画、中英文释义、两个例句、英式和美式发音，以及练习题；一个复习计划器（FSRS）决定每天给你看什么。你在浏览器里打开即可使用，不需要账号，进度保存在你的设备上。界面和大部分文档是中文。仓库里是开放的基础版加上词汇数据集；作者的网站在单独迭代，可能有其他功能。要自己运行仓库版本，需要 Node.js 20+。","easeRationale":"浏览器是终端用户唯一的使用场所，在这里它得到 A 级：作者的网站可以在任何浏览器里打开应用，无需安装、无需账号。只有想自己搭建的人才需要 Node.js 20+ 和 npm 命令，仓库里没有桌面端或移动端的构建版本。","costNote":"应用代码采用 MIT 许可，数据集采用 CC BY 4.0 许可。有一个 iOS 版本正在封闭测试中；README 没有给出它的价格。","notVerified":["释义、例句和录音是否准确，因为它们是生成出来的，没有逐一校对。","完整克隆占用多少磁盘空间，因为仓库里有 7298 张插画和 22905 个音频文件。","离线缓存以及进度的导出/恢复功能是否真的像描述那样运作。","官方宣布的 iOS 应用是否会一直免费，以及是否会和开放版本保持一致。"]}}},{"id":"R_kgDOS4HNrw","slug":"dietrichgebert__ponytail","name":"Ponytail","owner":"DietrichGebert","fullName":"DietrichGebert/ponytail","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"140 天内获得 180209 颗星（约每天 1287 颗）","source":"check","title":"星标增长速度异常"},{"code":"runs_hooks_on_agent_events","severity":"info","evidence":"INSTALL.md：\"The Claude Code and Codex plugins (and the Cursor hooks) run two tiny Node.js lifecycle hooks, so `node` needs to be on your PATH\"；在 Codex 中你必须 \"review and trust its two lifecycle hooks\"。","source":"ai","title":"在代理事件上运行钩子（hooks）"},{"code":"self_reported_benchmarks","severity":"info","evidence":"README.md 中醒目的数字 \"-53% code · -41% time · -26% cost · -45% tokens\" 来自作者自己的基准测试（\"39 tasks ... Opus 5.5, 5 runs each\"，benchmarks/results/2026-10-07-agentic.md），并非独立测试。","source":"ai","title":"基准测试数据由作者自行提供"},{"code":"reads_past_agent_sessions","severity":"info","evidence":"README.md：\"`/ponytail band import` adds your past Claude Code sessions to it, with their cost, agent time and tokens\"；数据保存位置为 \"By default ... on your machine, in `~/.config/ponytail/band/`\"。","source":"ai","title":"读取过往的代理会话"},{"code":"warning_about_fake_copies","severity":"info","evidence":"README.md：\"Only install ponytail from `DietrichGebert/ponytail` on GitHub or `@dietrichgebert/ponytail` on npm. It never ships `.exe` or `.dll` files; a copy that does is not mine.\"","source":"ai","title":"关于假冒副本的警告"}],"platforms":["windows","mac","linux"],"tools":["node","other"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":["AI coding assistant account (for example Claude Code, Codex or Gemini CLI)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development"],"alternativeTo":[{"slug":"coderabbit","name":"CodeRabbit","confirmed":true}],"declaredAlternatives":[],"stars":181525,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":4376,"growthDays":5,"history":[{"date":"2026-10-26","stars":177149},{"date":"2026-10-27","stars":178192},{"date":"2026-10-28","stars":179204},{"date":"2026-10-29","stars":180194},{"date":"2026-10-30","stars":180967},{"date":"2026-10-31","stars":181525}],"firstPublishedAt":"2026-10-27T01:10:12.621Z","commitSha":"96608e078b2d5ea607c5c3b8b5a54d1c1fba6846","verifiedAt":"2026-10-30T01:41:16.328Z","lastCommitAt":"2026-10-29T11:59:31Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An add-on for AI coding assistants that pushes them to write less, simpler code and reuse what already exists.","summary":"Ponytail is one set of instructions (a prompt) plus small plugins for AI coding assistants such as Claude Code, Codex, Copilot CLI, Cursor, Gemini CLI and OpenCode. It tells the assistant to reuse existing code and built-in features before writing new code, while keeping validation, security, tests and accessibility. It adds review, audit and debt commands and, in Claude Code, a bar above the prompt with the cost, tokens and time of each task. It is for programmers who already use one of these assistants; in Claude Code you install it with two commands.","easeRationale":"Same on Windows, Mac and Linux: you need an AI coding assistant already installed plus Node.js on your PATH for the two lifecycle hooks, then you type the install commands (in Claude Code, /plugin marketplace add DietrichGebert/ponytail and /plugin install ponytail@ponytail as two separate prompts).","costNote":"Ponytail is free (MIT). It only works inside an AI coding assistant, which usually needs a paid plan or paid API usage; the package does not state prices.","notVerified":["Whether the claimed savings in code, time and cost hold on your own projects.","Exactly what the two Node.js hooks do on each prompt and whether any data leaves your machine.","Whether the install works with the version of your AI coding assistant, especially on Windows.","How the extra instructions added to every turn change your AI usage bill.","What the local board page stores about your past sessions."]},"zh-Hans":{"summaryShort":"一款面向 AI 编程助手的插件,推动它们写更少、更简单的代码,并复用已有内容。","summary":"Ponytail 是一套指令(prompt),外加适配 Claude Code、Codex、Copilot CLI、Cursor、Gemini CLI 和 OpenCode 等 AI 编程助手的小插件。它要求助手在写新代码之前先复用现有代码和内置功能,同时不牺牲校验、防护、测试和无障碍这几方面。它新增了审查、审计和技术债相关命令,在 Claude Code 中还会在输入框上方显示一条状态栏,展示每个任务的花费、令牌数和耗时。它面向已经在使用这些助手之一的程序员;在 Claude Code 中用两条命令即可安装。","easeRationale":"在 Windows、Mac 和 Linux 上流程相同:你需要先安装好一个 AI 编程助手,并让 Node.js 可在 PATH 中被找到,供两个生命周期钩子使用,然后输入安装命令(在 Claude Code 中,依次作为两条独立指令运行 /plugin marketplace add DietrichGebert/ponytail 和 /plugin install ponytail@ponytail)。","costNote":"Ponytail 免费(MIT 许可证)。它只能在 AI 编程助手内使用,通常需要付费计划或付费 API 用量;安装包中没有说明具体价格。","notVerified":["所宣称的代码量、时间和成本节省,在你自己的项目中是否同样成立。","两个 Node.js 钩子在每次提示时具体做了什么,以及是否有数据离开你的电脑。","安装是否能配合你所用的 AI 编程助手版本正常工作,尤其是在 Windows 上。","每个回合新增的额外指令会如何影响你的 AI 用量账单。","本地看板页面会保存关于你过去会话的哪些信息。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxNTA0NTc1MQ==","slug":"docker__compose","name":"Docker Compose","owner":"docker","fullName":"docker/compose","type":"framework_infra","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"compose_files_can_open_your_folders_and_ports","severity":"attention","evidence":"README 中的示例把你电脑上的一个文件夹挂载到容器里（`volumes: - .:/code`），并发布了一个端口（`ports: - \"5000:5000\"`）。因此，你下载的 compose 文件可以让其中的容器访问你的文件，并在你的机器上打开端口，而且它所连接的 Docker 引擎是以较高的系统权限运行的。","source":"ai","title":"compose 文件可以打开你的文件夹和端口"},{"code":"sends_traces_through_opentelemetry","severity":"info","evidence":"go.mod 要求 go.opentelemetry.io/otel/exporters/otlp/otlptrace、otlptracegrpc 和 otlptracehttp，因此该命令被设计为会上报追踪数据（traces）；这些数据发往何处，取决于你机器上的 Docker CLI 配置。","source":"ai","title":"通过 OpenTelemetry 发送追踪数据"},{"code":"swarm_users_lose_features","severity":"info","evidence":"README 说明：Mirantis 收购之后，'swarm isn't maintained by Docker Inc, and as such some Docker Compose features aren't accessible to swarm users'。旧的 Python 版 Compose 只保留在 v1 分支上。","source":"ai","title":"swarm 用户会失去部分功能"}],"platforms":["windows","mac","linux"],"tools":["docker"],"buildTools":["docker","go"],"disk":{"minMB":32,"maxMB":95,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":38550,"downloads":508656185,"downloadsWeek":1863477,"downloadsDays":5,"growth":45,"growthDays":5,"history":[{"date":"2026-10-26","stars":38505},{"date":"2026-10-27","stars":38513},{"date":"2026-10-28","stars":38530},{"date":"2026-10-29","stars":38518},{"date":"2026-10-30","stars":38530},{"date":"2026-10-31","stars":38550}],"firstPublishedAt":"2026-10-27T01:10:12.622Z","commitSha":"4d6f2dbff73f6af28299da74615ee7b3cfab8e89","verifiedAt":"2026-10-28T01:39:30.356Z","lastCommitAt":"2026-10-30T09:06:46Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Starts a whole set of programs that run together in containers, described in one file, with a single command.","summary":"Docker Compose is the `docker compose` command. You write one file (compose.yaml) listing the parts of an application - a web server, a database, a cache - and it builds, starts, connects and stops them all together. It is for developers and people who self-host software: many projects ship a ready compose file, so running them becomes one command. It needs Docker installed and running. On Windows and Mac it comes inside Docker Desktop; on Linux you download the binary from the releases page (about 30 MB) and copy it into Docker's plugin folder.","easeRationale":"Nothing works without Docker itself, and you drive everything from a terminal with a hand-written YAML file. Windows and Mac are the easiest: the README says Compose is already included in Docker Desktop, so one installer covers it. On Linux you download the right binary (for example docker-compose-linux-x86_64, 31 MB), rename it, make it executable and copy it into a cli-plugins folder by hand.","costNote":"Compose itself is free and open source (Apache-2.0). On Windows and Mac it arrives with Docker Desktop, a separate Docker Inc product with its own terms that are not covered by this repository.","notVerified":["How much disk the container images a compose file pulls will take (the command itself is about 32-95 MB)","Whether usage traces are actually sent while you use it, and to where","What a compose file taken from the internet really starts, which folders it mounts and which ports it opens","Whether your organisation needs a paid Docker Desktop subscription to get Compose on Windows or Mac"]},"zh-Hans":{"summaryShort":"用一条命令启动写在一个文件里、在容器中一起运行的一整套程序。","summary":"Docker Compose 就是 `docker compose` 命令。你编写一个文件（compose.yaml），列出一个应用的各个部分——比如一个网络服务器、一个数据库、一个缓存——它就会把它们一起构建、启动、连接和停止。它适合开发者和自己托管软件的人：很多项目已经自带一份现成的 compose 文件，所以运行它们就变成了一条命令。它需要 Docker 已安装并在运行。在 Windows 和 Mac 上它内置在 Docker Desktop 里；在 Linux 上你要从发布页面下载二进制文件（约 30 MB），并复制到 Docker 的插件文件夹中。","easeRationale":"没有 Docker 本身什么都跑不起来，而且一切都要通过终端和一个手写的 YAML 文件来操作。Windows 和 Mac 最简单：README 说 Compose 已经包含在 Docker Desktop 里，所以一个安装包就够了。在 Linux 上你要下载正确的二进制文件（例如 docker-compose-linux-x86_64，31 MB），改名、赋予可执行权限，再手动复制到 cli-plugins 文件夹里。","costNote":"Compose 本身是免费开源的（Apache-2.0）。在 Windows 和 Mac 上它随 Docker Desktop 一起提供，而 Docker Desktop 是 Docker Inc 的另一款产品，有自己的条款，不在这个仓库的覆盖范围内。","notVerified":["一个 compose 文件拉取的容器镜像会占用多少磁盘空间（命令本身大约 32-95 MB）。","使用时是否真的会发送使用数据，发送到哪里。","从网上获取的某个 compose 文件实际会启动什么，挂载哪些文件夹，打开哪些端口。","你所在的组织是否需要付费的 Docker Desktop 订阅才能在 Windows 或 Mac 上使用 Compose。"]}}},{"id":"R_kgDOUplEVg","slug":"droid-deck__droiddeck","name":"DroidDeck","owner":"Droid-Deck","fullName":"Droid-Deck/DroidDeck","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"33 天内获得 15326 个星标","source":"check","title":"新仓库却有大量星标"},{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 33 天前","source":"check","title":"所有者账号较新"},{"code":"android_only","severity":"info","evidence":"README.md：\"Use Android 9 or newer on a supported Adreno device (730 or newer, or 8xx)... Mali, Xclipse, PowerVR, and Adreno 710 are unsupported.\" 发布的版本只包含 .apk 文件，没有 Windows、Mac 或 Linux 版本。","source":"ai","title":"仅限 Android"},{"code":"lowers_system_protection","severity":"attention","evidence":"README.md：\"On Android 14 and newer, before Steam launches, you must turn on Disable child process restrictions in Developer options.\" 在 Android 12 和 13 上，一个名为 \"Fix it for me\" 的按钮会自动完成这项设置。","source":"ai","title":"会降低系统防护"},{"code":"browser_sandbox_reduced","severity":"attention","evidence":"README.md，Limits 部分：\"Firefox sandboxing is reduced under proot.\" Credits 部分：来自 Flathub 的 Chromium 和 Electron 应用会被启动为 \"directly without Chromium's sandbox\"。","source":"ai","title":"浏览器沙箱被削弱"},{"code":"extra_apks_named_after_other_apps","severity":"attention","evidence":"0.6.0 版本（2026-10-22）除了普通的 DroidDeck-0.6.0.apk 之外，还附带 DroidDeck-0.6.0-antutu.apk、DroidDeck-0.6.0-ludashi.apk 和 DroidDeck-0.6.0-pubg.apk。README 从未提及这些变体，因此它们向手机表明的身份是什么、为什么这样做，都没有说明。","source":"ai","title":"额外的 APK 以其他应用命名"},{"code":"handles_your_game_store_logins","severity":"attention","evidence":"README.md：\"Stores (Setup › Stores › 'Show Stores in the rail') signs in to GOG, Epic Games and Amazon Games\"，致谢部分还描述了读取 \"Steam's saved token with the ConnectCache format\" 以及驱动 \"Blizzard's own Agent and the local HTTP API it serves\"。因此，你的商店账号会被这些商店并不支持的软件使用。","source":"ai","title":"会处理你的游戏商店登录信息"},{"code":"unofficial_store_clients","severity":"info","evidence":"README.md：Epic 的 x86-64 Linux 启动器在 ARM 上通过 FEX 运行，而且 \"this preview and ARM setup are outside Epic's listed Linux support\"；该项目还声明 \"is not affiliated with Valve\"，并为 Battle.net 游戏使用 PROTON_SPOOF_STEAMINPUT_VIDPID 伪造手柄的身份标识。","source":"ai","title":"非官方的商店客户端"},{"code":"fake_download_sites_warning","severity":"info","evidence":"README.md：\"DroidDeck does not have a stand-alone website. Do not click on any download links from websites claiming to be the DroidDeck team.\" 值得与针对这个仅 33 天的仓库和所有者账号所做的检查结合起来看。","source":"ai","title":"假冒下载网站警告"}],"platforms":[],"tools":[],"buildTools":["ffmpeg"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["games","hardware"],"alternativeTo":[],"declaredAlternatives":[],"stars":16863,"downloads":1195757,"downloadsWeek":206483,"downloadsDays":5,"growth":1961,"growthDays":5,"history":[{"date":"2026-10-26","stars":14902},{"date":"2026-10-27","stars":15324},{"date":"2026-10-28","stars":15786},{"date":"2026-10-29","stars":16150},{"date":"2026-10-30","stars":16484},{"date":"2026-10-31","stars":16863}],"firstPublishedAt":"2026-10-27T01:10:12.623Z","commitSha":"4ef6b53eb09f9cd5150f288be49c5c740e400e48","verifiedAt":"2026-10-28T01:42:46.160Z","lastCommitAt":"2026-11-01T00:40:57Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Runs the Steam app and Windows PC games on some Android gaming handhelds and phones, in a console-style screen.","summary":"DroidDeck turns an Android handheld or phone into something like a Steam Deck: it starts Steam in Big Picture mode and runs Windows games through Valve's ARM64 Proton, with controller support, a Linux desktop, app store installs from Flathub, and connections for GOG, Epic, Amazon and Battle.net libraries. Smart glasses from VITURE, RayNeo, XREAL and Rokid are supported. You need Android 9 or newer with an Adreno 730 or newer chip, about 4 GB free for the runtime before any game, a sideloaded APK and, on Android 14 and newer, a developer setting switched on. No root needed.","easeRationale":"Android is the only system it runs on, and there it is a D: it needs a specific graphics chip (Adreno 730 or newer; Mali, Xclipse, PowerVR and Adreno 710 are unsupported), an APK installed by hand from GitHub, about 3 GB of runtime plus 1.1 GB for the desktop, a Steam sign-in, and on Android 14 and newer a developer option turned on. Computers are not covered at all.","costNote":"The app is free (GPL-3.0). The games are not: you play what you own on Steam, GOG, Epic, Amazon or Battle.net, and the frame-generation feature needs your own copy of the paid Lossless Scaling.","notVerified":["Whether your particular phone or handheld runs it, and how well; the README says \"Compatibility and performance vary by device; hardware validation is limited\".","What the antutu, ludashi and pubg APK variants change compared with the plain APK.","Whether using these unofficial store connections can get a Steam, Epic, GOG, Amazon or Battle.net account restricted.","Real storage use once the runtime, the desktop and a few games are installed, on top of the stated 3 GB plus 1.1 GB.","Battery drain and heat while playing, and whether a given game runs at a playable speed."]},"zh-Hans":{"summaryShort":"在部分安卓掌机和手机上以类似游戏机的界面运行 Steam 应用和 Windows PC 游戏。","summary":"DroidDeck 把一台安卓掌机或手机变成类似 Steam Deck 的设备：它以大屏模式启动 Steam，并通过 Valve 的 ARM64 版 Proton 运行 Windows 游戏，支持手柄、一个 Linux 桌面、通过 Flathub 安装应用，以及连接 GOG、Epic、Amazon 和 Battle.net 的游戏库。支持 VITURE、RayNeo、XREAL 和 Rokid 的智能眼镜。你需要安卓 9 或更新版本，搭载 Adreno 730 或更高级别的芯片，在安装任何游戏之前为运行环境预留约 4 GB 空间，手动安装一个 APK，并且在安卓 14 及更新版本上要打开一个开发者选项。不需要 root。","easeRationale":"安卓是它唯一支持运行的系统，在那里它得到 D 级：它需要特定的图形芯片（Adreno 730 或更高级别；不支持 Mali、Xclipse、PowerVR 和 Adreno 710），需要从 GitHub 手动安装 APK，运行环境约 3 GB 再加桌面环境 1.1 GB，需要登录 Steam，并且在安卓 14 及更新版本上要打开一个开发者选项。电脑完全没有被覆盖。","costNote":"这个应用是免费的（GPL-3.0）。游戏不是：你玩的是自己在 Steam、GOG、Epic、Amazon 或 Battle.net 上已拥有的游戏，而帧生成功能需要你自己购买付费的 Lossless Scaling。","notVerified":["你具体的手机或掌机能否运行它，运行效果如何；README 说\"兼容性和性能因设备而异，硬件验证有限\"。","antutu、ludashi 和 pubg 这几个 APK 变体相比普通 APK 改动了什么。","使用这些非官方的商店连接，是否会导致 Steam、Epic、GOG、Amazon 或 Battle.net 账号受限。","安装了运行环境、桌面环境和几款游戏之后，实际占用的存储空间，是否超出所说的 3 GB 加 1.1 GB。","游玩时的耗电和发热情况，以及某款具体游戏能否以可玩的速度运行。"]}}},{"id":"R_kgDOPbFNkw","slug":"earendil-works__pi","name":"Pi","owner":"earendil-works","fullName":"earendil-works/pi","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把一个远程脚本直接用管道传给 shell 执行：curl -fsSL https://pi.dev/install.sh | sh","source":"check","title":"curl 管道直接执行到 shell"},{"code":"no_permission_system_the_agent_has_your_full_rights","severity":"attention","evidence":"README“Permissions & Containerization”部分：“Pi does not include a built-in permission system for restricting filesystem, process, network, or credential access. By default, it runs with the permissions of the user and process that launched it.”它建议你自己用容器或沙箱来限制它。所以模型决定做的任何事情——修改文件、运行 shell 命令、访问网络——都是用你自己的权限完成的，通过 npm 或 git 分享的扩展和“Pi packages”也是一样。","source":"ai","title":"没有权限系统，智能体拥有你的全部权限"},{"code":"windows_install_also_pipes_a_remote_script","severity":"info","evidence":"除了检查已经标出的那行 shell 安装命令外，README 里 Windows 的安装命令是 `powershell -c \"irm https://pi.dev/install.ps1 | iex\"`——同样是运行从 pi.dev 获取的脚本，这个脚本也可能顺带安装 Node.js。给出的替代方案是 `npm install -g --ignore-scripts @earendil-works/pi-coding-agent`，README 说这种方式不会锁定间接依赖的版本。","source":"ai","title":"windows 安装同样是管道执行远程脚本"},{"code":"downloads_model_data_from_pi_dev_while_running","severity":"info","evidence":"README“Run with Nix”部分：“Nix builds are offline, so the bundled model data comes from a pi.dev model catalog revision pinned in nix/model-catalog.json. At runtime, Pi still overlays newer catalog data from pi.dev as usual.”所以不管你用哪种方式安装，程序在使用期间都会联系项目自己的服务器。","source":"ai","title":"运行时会从 pi.dev 下载模型数据"},{"code":"new_issues_and_pull_requests_are_auto_closed","severity":"info","evidence":"README 第一行：“New issues and PRs from new contributors are auto-closed by default. Maintainers review auto-closed issues daily.”在 119189 个星标和 314 个未关闭 issue 的情况下，你报告的问题可能在有人看到之前就被自动关闭了。","source":"ai","title":"新的 issue 和 pull request 会被自动关闭"},{"code":"project_asks_users_to_publish_their_sessions","severity":"info","evidence":"README“Share your OSS coding agent sessions”部分：作者要求用户用一个独立的工具 `badlogic/pi-share-hf` 把自己的智能体会话作为公开数据发布到 Hugging Face 上，理由是“public OSS session data helps improve coding agents”。这是一个需要手动执行的独立步骤，但这些会话里包含你的提示词、代码和报错信息。","source":"ai","title":"项目要求用户公开发布自己的会话记录"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node"],"disk":{"minMB":43,"maxMB":129,"basis":"installer"},"apiKeys":["An AI model provider connected with /login — the project's own library lists OpenAI, Anthropic, Google and others"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","ai_agents"],"alternativeTo":[{"slug":"cursor","name":"Cursor","confirmed":true},{"slug":"claude-code","name":"Claude Code","confirmed":true},{"slug":"github-copilot","name":"Copilot","confirmed":true}],"declaredAlternatives":[],"stars":119188,"downloads":998024,"downloadsWeek":87246,"downloadsDays":5,"growth":1153,"growthDays":5,"history":[{"date":"2026-10-26","stars":118035},{"date":"2026-10-27","stars":118296},{"date":"2026-10-28","stars":118538},{"date":"2026-10-29","stars":118808},{"date":"2026-10-30","stars":119029},{"date":"2026-10-31","stars":119188}],"firstPublishedAt":"2026-10-27T01:10:12.624Z","commitSha":"2c8d1feb147f6b3d97e855da803bfe7b19f3c403","verifiedAt":"2026-11-01T01:46:47.611Z","lastCommitAt":"2026-11-01T00:36:33Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A terminal coding assistant: an AI agent that reads and changes files in your project and runs commands for you.","summary":"Pi is a coding agent you run in a terminal inside a project folder: you describe a task and it reads files, edits them, runs commands and reports back. It also comes as a toolkit of TypeScript libraries (one API for OpenAI, Anthropic, Google and other models, an agent loop, a terminal interface) for people building their own agents, and it can be extended with skills, themes and packages shared over npm or git. It needs Node.js 22.19+ and an AI provider subscription or API key, connected with `/login` inside the program.","easeRationale":"One install line on each system — `curl -fsSL https://pi.dev/install.sh | sh` on macOS and Linux, `powershell -c \"irm https://pi.dev/install.ps1 | iex\"` on Windows — and the installers can also put Node.js 22.19+ in place; ready binaries (30 to 43 MB) are attached to each release as well. What keeps it off the top grade is the extra step of signing in to a paid AI provider with `/login`, and that everything afterwards is typed in a terminal.","costNote":"The program is free and MIT-licensed, but it does nothing until you connect a paid AI provider — the README says to run `/login` \"to connect a subscription or API key\". The cost then depends on the model and how much you use it.","notVerified":["How much the AI provider charges for real work, which depends on the model and task size","What the agent actually does to your files and what commands it runs, since nothing asks for permission","Whether the project's telemetry package sends anything by default, which only running it would show","Whether the installer's Node.js install clashes with a Node version you already have","Disk use after installing, estimated at 43 to 129 MB before model data","Whether extensions and packages you install from npm or git are what they claim to be"]},"zh-Hans":{"summaryShort":"一个终端编程助手：一个会读取并修改你项目文件、替你运行命令的 AI 智能体。","summary":"Pi 是一个在终端里运行的编程智能体：你在项目文件夹里描述一个任务，它就会读取文件、编辑文件、运行命令并向你汇报。它也以一套 TypeScript 工具库的形式提供（一个统一对接 OpenAI、Anthropic、Google 等模型的 API、一个智能体循环、一个终端界面），方便自己搭建智能体的人使用，还可以用通过 npm 或 git 分享的 skills、主题和软件包来扩展。它需要 Node.js 22.19+，以及一个 AI 供应商的订阅或 API 密钥，在程序里用 `/login` 连接。","easeRationale":"每个系统只需一行安装命令——macOS 和 Linux 上是 `curl -fsSL https://pi.dev/install.sh | sh`，Windows 上是 `powershell -c \"irm https://pi.dev/install.ps1 | iex\"`——安装程序还能顺便装好 Node.js 22.19+；每个发行版也都附带现成的二进制文件（30 到 43 MB）。让它拿不到最高评级的额外一步，是要用 `/login` 登录一个付费的 AI 供应商，之后的一切都在终端里完成。","costNote":"这个程序是免费的，采用 MIT 许可证，但在你连接一个付费 AI 供应商之前什么都做不了——README 说要运行 `/login`“to connect a subscription or API key”。之后的花费取决于模型和你的使用量。","notVerified":["AI 供应商对真实工作量到底收多少钱，这取决于模型和任务规模","智能体究竟对你的文件做了什么、运行了哪些命令，因为没有任何环节会询问权限","项目的遥测软件包是否默认发送了什么内容，只有运行它才能知道","安装程序安装的 Node.js 是否会和你已有的 Node 版本冲突","安装后的磁盘占用，粗略估计在模型数据之外是 43 到 129 MB","你从 npm 或 git 安装的扩展和软件包是否真的如其所述"]}}},{"id":"R_kgDOUpsZ_w","slug":"ebony-vinyl__dsh-our-free-model","name":"dsh-our-free-model","owner":"Ebony-Vinyl","fullName":"Ebony-Vinyl/dsh-our-free-model","type":"needs_setup","status":"alert","grade":"B","easeByPlatform":{"windows":"B","mac":"C"},"risk":"high","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"37 天内获得 54372 个星标","source":"check","title":"年轻仓库却有大量星标"},{"code":"sends_official_client_identity_to_the_free_gateway","severity":"high","evidence":"免费通道走的是那些无需密钥、无需付费就发放模型的资源池：README 提到了“OpenCode 的 Zen 网关”和“Kilo AI 的公共网关”，并说 Kilo 那个“该池由上游免费提供”。README 自己的文件清单写明了插件在每次调用时构建了什么：“src/upstream.js 网关身份：凭据、session/request id 铸造、工具指纹”。它还记录了 OpenCode 资源池对调用者的要求：“它要求每请求一枚铸造形状的会话 id、v2 客户端 User-Agent 与一组官方工具声明”。这条通道被迫声明的四个工具名称，在问题列表里被称为“指纹诱饵四件套”，而一个从未注册过这些工具的转发客户端会报告“Unknown tool bash/read/grep”。这些资源池只会把模型放给以服务期望的客户端身份出现的调用者。","source":"ai","title":"向免费网关发送官方客户端身份信息"},{"code":"credentials_hidden_inside_the_plugin","severity":"high","evidence":"README“EAC channel”部分：“credentials and endpoints never appear in readable form in the plugin — they exist only as AES-256-GCM ciphertext, and the decryption key is derived at unlock time from three mask shards spread across two files”。文件清单里还包含 src/vault.js、src/vault-anchor.js 和 src/vault-data.js，以及 vendor/channel-pack/qoder-auth-wasm.wasm。","source":"ai","title":"插件内部隐藏着凭据"},{"code":"stars_required_to_unlock_a_channel","severity":"attention","evidence":"README：EAC 渠道“only allows conversations after the server side checks your GitHub authorisation (log in and star this repository)”。确定性检查已经指出 37 天内获得了 54372 个星标，而且每个设置页面都带着一个 Star 按钮。","source":"ai","title":"需要加星才能解锁某个渠道"},{"code":"upstream_may_log_your_prompts","severity":"attention","evidence":"README，Kilo 渠道：“this pool is provided free by the upstream, and the upstream states on its model cards that prompts may be recorded to improve the service — please do not send sensitive content”。","source":"ai","title":"上游可能会记录你的提示词"},{"code":"local_gateway_keys_readable_by_other_programs","severity":"attention","evidence":"README“Known limits”部分：在没有连接服务的组合下，“any process on the machine can obtain the forwarding key and the LAN key with one request, and then consume this machine's free quota from another machine”。局域网中转一旦开启，默认会绑定 0.0.0.0。","source":"ai","title":"本地网关密钥可被其他程序读取"},{"code":"modified_copy_circulating_under_the_same_name","severity":"attention","evidence":"README 的安装警告：“Do not install the bare-name dsh-our-free-model on npm. That package was not published by this repository... index.js and client.js are changed and it also contains src/channel-visibility.js, which this repository never had.”","source":"ai","title":"有改版副本在用同一个名字流传"},{"code":"self_updating_code_and_pushed_announcements","severity":"attention","evidence":"这个插件会从一个数据源下载并替换自己的文件，并热重载它们（“check for updates -> one-click upgrade”、“src/updater.js”），维护者推送的公告会在一个轮询周期内传达到每一个安装实例，标记为“urgent”的公告会弹出全屏窗口。README 还补充说“whoever holds the release private key can push any code”。","source":"ai","title":"代码会自我更新，并接收推送公告"},{"code":"host_security_scanner_flagged_the_code","severity":"info","evidence":"README 的验收表格里写着：DSHEAC AIO 的静态扫描“records one report line for the env+URL adjacency pattern in src/upstream.js (TROJAN_EXFIL_ENV)”，描述为仅记录日志。README 还指出，上游供应商的名字只出现在仓库文档和公告里，从未出现在模型选择器或设置文字中。","source":"ai","title":"主机防护扫描工具标记了代码"},{"code":"calls_another_companys_gateway_without_an_account","severity":"high","evidence":"README“亮点”部分：免费通道的来源是“OpenCode 的 Zen 网关”，Kilo 渠道的来源是“Kilo AI 的公共网关”，接入方式是“无需任何账号或 Key”。同一份 README 还写明了插件每次调用那个网关时会铸造什么：“src/upstream.js 网关身份：凭据、session/request id 铸造、工具指纹”，并说该网关“要求每请求一枚铸造形状的会话 id、v2 客户端 User-Agent 与一组官方工具声明”。谁可以调用一家公司的 API，以及客户端必须如何自我标识，通常由那家公司的使用条款规定；README 里看不到任何一方网关的授权许可，而这个项目自己的聚合通道也把第三方资源池 FleetRelay 保持关闭，理由是它“尚未获分发授权”。","source":"ai","title":"无账号调用另一家公司的网关"}],"platforms":["windows","mac"],"tools":["node","other"],"buildTools":["node"],"disk":{"minMB":25,"maxMB":75,"basis":"installer"},"apiKeys":["Optional: your own key for one of 76 providers (OpenRouter, Groq, Gemini, DeepSeek and others)"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","chat_ai","development"],"alternativeTo":[{"slug":"openrouter","name":"OpenRouter","confirmed":true},{"slug":"chatgpt-plus","name":"ChatGPT Plus","confirmed":true},{"slug":"claude-code","name":"Claude Code","confirmed":false}],"declaredAlternatives":[],"stars":54362,"downloads":55859,"downloadsWeek":38106,"downloadsDays":6,"growth":11276,"growthDays":6,"history":[{"date":"2026-10-25","stars":43086},{"date":"2026-10-26","stars":44851},{"date":"2026-10-27","stars":46798},{"date":"2026-10-28","stars":48915},{"date":"2026-10-29","stars":50917},{"date":"2026-10-30","stars":52806},{"date":"2026-10-31","stars":54362}],"firstPublishedAt":"2026-10-25T23:18:50.373Z","commitSha":"b1eba3caa7d6e9f9ff7e9f591daa3782c9b31018","verifiedAt":"2026-11-01T01:58:15.882Z","lastCommitAt":"2026-10-31T13:24:11Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A plugin for the dsh AI app that offers frontier models with no account, no API key and no usage cap.","summary":"Our Free Model is a plugin for dsh (DeepSeek Harness) that adds a list of frontier models, including DeepSeek V4.1 Flash and Kimi K3, with no login, sign-up or API key. It reaches them through other companies' public gateways (OpenCode's inference endpoint and Kilo AI), shows a usage dashboard, and opens an OpenAI- and Anthropic-compatible port on your computer so tools such as Claude Code can use the same models. You can also add your own keys for 76 providers. A Windows desktop package and a community macOS build exist.","easeRationale":"Windows is a B: the project publishes a desktop package and the README says it 'bundles a Node runtime and the standalone service, usable right after installing, with no login and no API key', though you still pick channels in its settings. macOS is a C, because the .dmg is a community build with no Apple signature and the README's own instructions include Terminal steps such as 'sudo xattr -rd com.apple.quarantine' to open it. Installing it as a dsh plugin instead needs the dsh host and commands like 'dsh plugin --profile web add /path'.","costNote":"No payment and no API key. The README says the EAC channel only answers after the server checks that you logged in with GitHub and starred this repository.","notVerified":["Whether the free gateways keep working, or block this client at any time","What the upstream services keep of the prompts you send","What the encrypted credentials inside the plugin are and who they belong to","Whether the Windows and macOS packages were built from the source in this repository","The real speed and the point at which requests start coming back as 429"]},"zh-Hans":{"summaryShort":"一个 dsh AI 应用的插件，提供无需账号、无需 API 密钥、没有用量上限的前沿模型。","summary":"Our Free Model 是 dsh（DeepSeek Harness）的一个插件，添加了一批前沿模型，包括 DeepSeek V4.1 Flash 和 Kimi K3，不需要登录、注册或 API 密钥。它通过其他公司的公共网关（OpenCode 的推理接口和 Kilo AI）来访问这些模型，显示用量面板，并在你的电脑上开放一个兼容 OpenAI 和 Anthropic 的端口，供 Claude Code 等工具使用同样的模型。你也可以为 76 个供应商添加自己的密钥。有一个 Windows 桌面安装包和一个社区维护的 macOS 版本。","easeRationale":"Windows 是 B 级：项目发布了桌面安装包，README 说它“捆绑了 Node 运行时和独立服务，安装后即可使用，无需登录也无需 API 密钥”，不过你仍然需要在设置里选择渠道。macOS 是 C 级，因为那个 .dmg 是社区构建的，没有苹果签名，README 自己的说明里还包括像 'sudo xattr -rd com.apple.quarantine' 这样的终端操作才能打开它。把它当作 dsh 插件安装则需要 dsh 主程序，以及像 'dsh plugin --profile web add /path' 这样的命令。","costNote":"不需要付费，也不需要 API 密钥。README 说 EAC 渠道只会在服务器确认你用 GitHub 登录并给这个仓库加了星之后才响应。","notVerified":["免费网关是否会一直可用，还是随时可能屏蔽这个客户端","上游服务会保留你发送的提示词中的哪些内容","插件内部加密的凭据到底是什么，属于谁","Windows 和 macOS 的安装包是否是基于这个仓库里的源代码构建的","实际速度如何，以及请求从什么时候开始变成 429"]}}},{"id":"R_kgDOVQMnMg","slug":"ely-open-source__elyoffice","name":"Ely Office","owner":"ELY-Open-Source","fullName":"ELY-Open-Source/ElyOffice","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 7 天前","source":"check","title":"所有者账号较新"},{"code":"very_new_project","severity":"info","evidence":"仓库创建于 2026-10-19，已经发布到 0.1.12 版本，共 11 个发行版本；README 把 ElyAgent 列为 'Second release'。所有者账号同样很新（见各项检查）。","source":"ai","title":"非常新的项目"},{"code":"bundles_large_third_party_engines","severity":"info","evidence":"README 表格：ElyDoc/ElyTable/ElyShow 使用 LibreOfficeKit，ElyPDF 使用 MuPDF 和 Tesseract，ElyTree 使用 Git。构建脚本会编译 'patched LibreOffice 26.2.6.3' 和 'patched MuPDF 1.28.5'，所以安装包的大小从 11 MB 到 508 MB 不等。第三方许可证列在 docs/licenses.md 中，而不是 MIT 的 LICENSE 文件里。","source":"ai","title":"内置大型第三方引擎"},{"code":"handles_mail_credentials","severity":"info","evidence":"README：'ElyMail signs in to Microsoft with OAuth, and to Gmail and iCloud with an app password.' Cargo.toml 中包含 aes-gcm、rusqlite 和 rustls，因此邮箱账号和邮件会保存在本地。","source":"ai","title":"会处理邮箱凭据"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":508,"maxMB":1523,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["office","productivity","development"],"alternativeTo":[{"slug":"word","name":"Word","confirmed":true},{"slug":"excel","name":"Excel","confirmed":true},{"slug":"powerpoint","name":"PowerPoint","confirmed":true},{"slug":"acrobat","name":"Acrobat","confirmed":true},{"slug":"microsoft-outlook","name":"Outlook","confirmed":true},{"slug":"gitkraken","name":"GitKraken","confirmed":true}],"declaredAlternatives":[],"stars":1146,"downloads":17627,"downloadsWeek":4566,"downloadsDays":4,"growth":79,"growthDays":4,"history":[{"date":"2026-10-27","stars":1067},{"date":"2026-10-28","stars":1087},{"date":"2026-10-29","stars":1101},{"date":"2026-10-30","stars":1124},{"date":"2026-10-31","stars":1146}],"firstPublishedAt":"2026-10-27T18:40:27.880Z","commitSha":"64b8dcdc879ae541d71326a331ac458412beb528","verifiedAt":"2026-10-27T18:23:32.835Z","lastCommitAt":"2026-10-31T02:55:39Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A family of offline desktop apps for documents, spreadsheets, slides, PDFs, email, Markdown and Git.","summary":"Ely Office is a set of desktop programs that open and edit Word, Excel and PowerPoint files, read and edit PDFs with text recognition and signatures, read email over IMAP, POP3 and SMTP, write Markdown and work with Git. Your files stay in your own folders and there is no account or cloud service. There are ready installers for Windows, macOS and Linux, and you can install the whole suite or just one app. The suite installer for Windows is about 508 MB.","easeRationale":"Every release ships a Windows setup .exe for each app (and one 508 MB installer for the whole suite), so you download and run it.","costNote":"MIT licence, no paid tier mentioned.","notVerified":["How faithfully DOCX, XLSX and PPTX files keep their formatting compared with Microsoft Office","Whether the apps are stable in daily use, given the 0.1.x version numbers","How ElyMail stores your email password or token on disk","Real disk use after installing, since the Windows suite installer alone is about 508 MB","Whether the Windows installer is signed (the README only says macOS builds are signed and notarized)"]},"zh-Hans":{"summaryShort":"一整套离线桌面应用，涵盖文档、电子表格、幻灯片、PDF、邮件、Markdown 和 Git。","summary":"Ely Office 是一组桌面程序，可以打开和编辑 Word、Excel 和 PowerPoint 文件，通过文字识别和签名功能读取及编辑 PDF，通过 IMAP、POP3 和 SMTP 收发邮件，编写 Markdown，并支持 Git 操作。你的文件始终保存在自己的文件夹里，没有账号，也不依赖云服务。提供面向 Windows、macOS 和 Linux 的现成安装包，可以安装整套软件，也可以只装其中一个应用。Windows 整套安装包大约 508 MB。","easeRationale":"每个版本都为每个应用提供 Windows 的 .exe 安装包（整套软件还有一个约 508 MB 的安装包），下载后直接运行即可。","costNote":"采用 MIT 许可证，未提及任何付费方案。","notVerified":["DOCX、XLSX 和 PPTX 文件与 Microsoft Office 相比，格式保留得有多准确","考虑到版本号还停留在 0.1.x，这些应用在日常使用中是否稳定","ElyMail 在磁盘上是如何保存你的邮箱密码或令牌的","安装后实际占用多少磁盘空间，毕竟仅 Windows 整套安装包就约有 508 MB","Windows 安装包是否经过签名（README 只提到 macOS 版本经过了签名和苹果的公证）"]}}},{"id":"R_kgDOVUt7kg","slug":"enesozturk__dimensional-drawing","name":"Dimensional Drawing","owner":"enesozturk","fullName":"enesozturk/dimensional-drawing","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"low","signals":[{"code":"very_new_project","severity":"info","evidence":"该仓库创建于 2026-10-23，最后一次推送是在 2026-10-24，没有带标签的发行版本，所以目前背后的历史记录还很少。","source":"ai","title":"非常新的项目"},{"code":"results_depend_on_the_ai_model","severity":"info","evidence":"这些 skill 是 Markdown 指令文件（skills/dimensional-drawing/SKILL.md 和 skills/dimensional-drawing-motion/SKILL.md）；绘图本身由 AI 生成，因此你得到的结果会因模型和提示词而异。","source":"ai","title":"结果取决于 AI 模型"},{"code":"alternative_render_path_untested","severity":"info","evidence":"README 说明：\"Optimized for Claude Motion. The headless renderer is tested with Playwright (Chromium) + ffmpeg. Other animation libraries (Remotion, Motion Canvas, GSAP, Lottie…) are not tested.\"","source":"ai","title":"替代的渲染途径未经测试"}],"platforms":["windows","mac","linux","web"],"tools":["node","ffmpeg","other"],"buildTools":["ffmpeg"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","design_cad"],"alternativeTo":[{"slug":"figma","name":"Figma","confirmed":true}],"declaredAlternatives":[],"stars":1681,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":429,"growthDays":4,"history":[{"date":"2026-10-27","stars":1252},{"date":"2026-10-28","stars":1398},{"date":"2026-10-29","stars":1566},{"date":"2026-10-30","stars":1641},{"date":"2026-10-31","stars":1681}],"firstPublishedAt":"2026-10-27T18:40:27.889Z","commitSha":"5c457437c8c83524308aad3b7443e81adcc13153","verifiedAt":"2026-10-27T18:21:49.141Z","lastCommitAt":"2026-10-23T14:17:55Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Teaches an AI coding agent to turn a piece of your app's interface into a one-page measured technical drawing.","summary":"A pair of skills for Claude Code, claude.ai or another AI agent. You point it at a button, card or dialog in your code, a screenshot or a web page, and it produces a single grey-and-white sheet in Apple's dimensional-drawing style: plan view, exploded layers, close-ups and tables of spacings, gaps and corner radii. A second skill turns a finished sheet into a short film of the drawing being drawn, either inside Claude or, without Claude, with Node.js plus ffmpeg. MIT licensed.","easeRationale":"You need an AI agent already working, then either copy the skill folders into ~/.claude/skills from a terminal (Git Bash on Windows) or upload a zip on claude.ai; the optional video export needs Node.js and ffmpeg installed as well.","costNote":"The skill files are free. They only do something inside an AI agent such as Claude Code or claude.ai, which usually costs a subscription or per-use fees.","notVerified":["Whether the measurements in the drawing match your real component, since the AI reads the code or a picture rather than measuring a running app.","Whether the install steps and the headless video renderer work on Windows, since the README only shows shell commands.","How much agent usage one drawing or one animation costs."]},"zh-Hans":{"summaryShort":"教 AI 编程智能体把你应用界面中的某个部分，变成一张带尺寸标注的技术图纸。","summary":"这是一对用于 Claude Code、claude.ai 或其他 AI 智能体的技能。你把它指向代码里的某个按钮、卡片或对话框，或者一张截图、一个网页，它就会生成一张灰白配色的图纸，风格类似苹果的尺寸标注图：平面视图、分解图层、局部放大图，以及间距、间隙和圆角的参数表。第二个技能可以把做好的图纸变成一段展示绘制过程的短视频，可以在 Claude 内部完成，也可以不用 Claude、用 Node.js 加 ffmpeg 来完成。采用 MIT 许可证。","easeRationale":"你需要先有一个可用的 AI 智能体，然后从终端把技能文件夹复制到 ~/.claude/skills（Windows 上用 Git Bash），或者在 claude.ai 上传一个 zip 包；如果要导出视频，还需要安装 Node.js 和 ffmpeg。","costNote":"技能文件本身是免费的。它们只能在像 Claude Code 或 claude.ai 这样的 AI 智能体里起作用，而这些通常需要订阅费或按使用量付费。","notVerified":["图纸上的尺寸是否和你的实际组件相符，因为 AI 读取的是代码或图片，而不是对运行中的应用进行实际测量。","安装步骤和无界面的视频渲染器是否能在 Windows 上运行，因为 README 里只给出了 shell 命令。","画一张图纸或做一段动画，大约要消耗多少智能体用量。"]}}},{"id":"R_kgDOVPZUMA","slug":"ethanarbuckle__fairplay-decrypt","name":"fairplay-decrypt","owner":"EthanArbuckle","fullName":"EthanArbuckle/fairplay-decrypt","type":"dev_tool","status":"alert","grade":"D","easeByPlatform":{"mac":"D","linux":"D"},"risk":"high","signals":[{"code":"removes_apple_copy_protection","severity":"high","evidence":"这就是这个项目存在的全部目的。项目描述：“Offline FairPlay App Store IPA decryption with independent key derivation”。README：“The decryptor uses each IPA's SINF and SUPF records to derive page keys, decrypt its encrypted arm64 pages, and clear `cryptid`.”FairPlay 是苹果用于 App Store 应用的版权保护机制。苹果的条款禁止绕过它，很多国家的法律也限制绕过版权保护机制，即便是你已经付费购买的应用。","source":"ai","title":"解除苹果的版权保护机制"},{"code":"requires_jailbroken_device","severity":"attention","evidence":"README：“[Credential retrieval](credential-retrieval/README.md) gets it from a supported jailbroken device and writes `credential.bin` to the chosen output directory.”越狱会关闭 iPhone 自身的一部分保护机制，并可能使保修失效。","source":"ai","title":"需要已越狱的设备"},{"code":"handles_apple_account_credential","severity":"attention","evidence":"README：“Decrypt FairPlay-encrypted apps using a 16-byte credential for the account that owns each IPA”，保存为 credential.bin 文件。这个文件与你的苹果账户绑定，任何复制到它的人都能解密用你的账户购买的应用。","source":"ai","title":"处理苹果账户的凭据"},{"code":"very_new_and_unfinished_packaging","severity":"attention","evidence":"创建于 2026-10-19，最后一次推送是在 2026-10-30，GitHub 发行版为 0 个。整个项目只有 .github/、.gitignore、LICENSE、Makefile、README.md、core.py、credential-retrieval/、decrypt.py 和 requirements.txt——都是需要手动运行的脚本，没有安装程序，也没有打包好的版本，却已经有 2286 个星标和 353 次复刻（fork）。","source":"ai","title":"项目非常新，打包也不完整"}],"platforms":["mac","linux"],"tools":["python"],"buildTools":["python"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["development","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":2296,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":118,"growthDays":5,"history":[{"date":"2026-10-27","stars":2213},{"date":"2026-10-28","stars":2242},{"date":"2026-10-29","stars":2265},{"date":"2026-10-30","stars":2286},{"date":"2026-10-31","stars":2296}],"firstPublishedAt":"2026-10-27T02:46:37.175Z","commitSha":"bb09a61046f5c99eb1795589a307646df04b26d0","verifiedAt":"2026-10-31T01:58:17.359Z","lastCommitAt":"2026-10-30T20:03:21Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Command-line tool that removes Apple's FairPlay copy protection from iPhone app files (IPA).","summary":"fairplay-decrypt is a command-line tool that takes an App Store app file (IPA) and writes a copy without Apple's FairPlay encryption, so the program inside can be opened and inspected. It is for people who study how iOS apps are built. You need macOS or Linux with Python 3.9+, and a 16-byte credential from the Apple account that owns the IPA; the included code pulls that credential from a jailbroken device, and building it on macOS needs Xcode and ldid. Removing copy protection is restricted or illegal in several countries.","easeRationale":"macOS and Linux are both D: the README asks you to install Python 3.9+, create a virtual environment, install the cryptography package and then run decrypt.py in the terminal, and there are no releases to download (GitHub releases: 0). Before any of that you need the 16-byte credential, which the credential-retrieval part takes from a supported jailbroken device, and on macOS building that part needs Xcode and ldid.","costNote":"Free and open source: the repository has a LICENSE file with the GNU GPL v3 text and GitHub reports the licence as GPL-3.0. You still need an Apple account that owns the apps and a jailbroken device to obtain the credential.","notVerified":["Whether the tool really decrypts current IPA files, and whether the credential retrieval works on today's iOS versions and devices.","What the credential-retrieval code does on the jailbroken device, and whether credential.bin or any app data is sent anywhere — we did not run or fully read the code.","Whether using it is legal where you live, even for apps you bought.","The real disk space needed: the checks give a rough estimate of 100 to 300 MB, and decrypted IPA copies add to that.","Whether the GPL-3.0 licence in the repository covers everything inside credential-retrieval/."]},"zh-Hans":{"summaryShort":"一个命令行工具，用于去掉iPhone应用文件（IPA）上苹果的FairPlay版权保护机制。","summary":"fairplay-decrypt是一个命令行工具，它读取一个App Store的应用文件（IPA），写出一份去掉了苹果FairPlay加密的副本，这样里面的程序就能被打开和检查。它是给研究iOS应用是怎么构建出来的人用的。你需要macOS或Linux，装有Python 3.9及以上版本，还需要拥有该IPA的苹果账号的16字节凭证；仓库自带的代码会从一台越狱设备上获取这个凭证，而且在macOS上编译这部分代码需要Xcode和ldid。移除版权保护机制在不少国家是受限制的，甚至是违法的。","easeRationale":"macOS和Linux的难度评级都是D：README要求你安装Python 3.9及以上版本，创建虚拟环境，安装cryptography包，然后在终端里运行decrypt.py，而且没有可下载的release（GitHub releases: 0）。在这之前，你还需要那个16字节的凭证，仓库里credential-retrieval部分的代码会从一台受支持的越狱设备上获取它，在macOS上编译这部分代码还需要Xcode和ldid。","costNote":"免费且开源：仓库里有一个LICENSE文件，内容是GNU GPL v3许可证文本，GitHub把它标记为GPL-3.0许可证。不过你仍然需要一个拥有这些应用的苹果账号，还需要一台越狱设备才能获取凭证。","notVerified":["这个工具是否真的能解密现在的IPA文件，以及凭证获取这部分代码是否能在今天的iOS版本和设备上用。","credential-retrieval这部分代码在越狱设备上到底做了什么，credential.bin或任何应用数据会不会被发送到别处——我们没有运行也没有完整读过这部分代码。","在你所在的地方使用它是否合法，即使是对你自己购买的应用。","实际需要的硬盘空间：检查结果给出的是大致估计，100到300MB，解密出来的IPA副本还会再占用更多空间。","仓库里的GPL-3.0许可证是否覆盖了credential-retrieval/目录里的所有内容。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyMzEyODM0NTI=","slug":"excalidraw__excalidraw","name":"Excalidraw","owner":"excalidraw","fullName":"excalidraw/excalidraw","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"web":"A"},"risk":"low","signals":[{"code":"shared_boards_leave_your_computer","severity":"info","evidence":"README：托管的应用提供 \"Real-time collaboration\"、\"Shareable links\" 和 \"End-to-end encryption\"，并且仓库里有一个 firebase-project/ 文件夹，因此协作时你的绘图会经过该项目的服务器，而你只留给自己的绘图则保存在浏览器中。","source":"ai","title":"共享的白板会离开你的电脑"},{"code":"tagged_releases_lag_behind_the_code","severity":"info","evidence":"检查显示最近一次发行版发布于 2026-04-21（v0.18.1），而最近一次提交是在 2026-10-27，所以 npm 软件包和线上网站并不处于同一个版本点。","source":"ai","title":"带标签的发行版落后于代码"},{"code":"many_open_issues","severity":"info","evidence":"GitHub 数据：3428 个未解决的 issue，对应 134669 个星标。","source":"ai","title":"未解决的 issue 很多"}],"platforms":["web"],"tools":[],"buildTools":["node","docker"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"freemium"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["design_cad","productivity","development"],"alternativeTo":[{"slug":"miro","name":"Miro","confirmed":true},{"slug":"lucidchart","name":"Lucidchart","confirmed":true},{"slug":"microsoft-visio","name":"Visio","confirmed":true},{"slug":"figma","name":"Figma","confirmed":true},{"slug":"excalidraw","name":"Excalidraw+","confirmed":true}],"declaredAlternatives":[],"stars":134938,"downloads":32166,"downloadsWeek":34,"downloadsDays":5,"growth":322,"growthDays":5,"history":[{"date":"2026-10-26","stars":134616},{"date":"2026-10-27","stars":134669},{"date":"2026-10-28","stars":134750},{"date":"2026-10-29","stars":134810},{"date":"2026-10-30","stars":134881},{"date":"2026-10-31","stars":134938}],"firstPublishedAt":"2026-10-27T01:10:12.625Z","commitSha":"14bb42edee3d6fee6be264e3ee78670b3b9cee79","verifiedAt":"2026-10-28T01:36:53.315Z","lastCommitAt":"2026-10-31T16:48:47Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Draw diagrams, sketches and screen layouts in your browser in a hand-drawn style, and share the same board with other people.","summary":"An infinite whiteboard that runs in the browser. You draw boxes, arrows, circles and free-hand lines that come out looking hand-drawn, add images and reusable shape libraries, and export to PNG, SVG or an open .excalidraw file. The public site excalidraw.com needs no account or install, saves your drawing in the browser and works offline; it also offers real-time collaboration and share links that the project says are end-to-end encrypted. Developers can embed the same editor in their own app as an npm package.","easeRationale":"On the web it is an A: excalidraw.com opens in any browser with nothing to install and no account, and it keeps working offline. None of the 15 releases carries a desktop installer, and running your own copy instead needs Docker or Node, which is a job for developers.","costNote":"The code and the public site are free and MIT-licensed. The same team sells Excalidraw+, a paid hosted version with extra features.","notVerified":["Whether the encryption of shared boards works as the project describes.","How long a shared link and its data stay on the project's servers.","Whether running your own copy with the included Dockerfile and docker-compose.yml works on your machine.","How much a drawing with many images can grow before the browser storage runs out."]},"zh-Hans":{"summaryShort":"在浏览器里以手绘风格绘制图表、草图和界面布局，并把同一块画板分享给其他人。","summary":"一块在浏览器里运行的无限画板。你可以画出方框、箭头、圆形和自由线条，它们看起来都是手绘风格，还能添加图片和可复用的图形库，并导出为 PNG、SVG 或开放的 .excalidraw 文件。公开网站 excalidraw.com 不需要账户也不需要安装，会把你的画作保存在浏览器里，并且可以离线使用；它还提供实时协作功能和分享链接，项目方表示这些链接是端到端加密的。开发者可以把同一个编辑器作为 npm 包嵌入自己的应用。","easeRationale":"在网页端评分为 A：excalidraw.com 在任何浏览器中都能打开，无需安装也无需账户，而且可以离线使用。15 个发布版本中没有一个带有桌面安装程序，想运行自己的副本则需要 Docker 或 Node，这是开发者才会做的事。","costNote":"代码和公开网站都是免费的，采用 MIT 许可证。同一个团队出售付费的托管版本 Excalidraw+，提供额外功能。","notVerified":["共享画板的加密是否真的像项目所说的那样工作。","分享链接及其数据会在项目的服务器上保留多长时间。","使用自带的 Dockerfile 和 docker-compose.yml 运行自己的副本是否能在你的电脑上正常工作。","包含大量图片的画作在浏览器存储用尽之前能增长到多大。"]}}},{"id":"R_kgDOPYG9FA","slug":"farion1231__cc-switch","name":"CC Switch","owner":"farion1231","fullName":"farion1231/cc-switch","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"readme_is_mostly_paid_promotion","severity":"attention","evidence":"README 在介绍软件本身之前，先列出了 30 多个赞助商，每一个都是带推荐链接和优惠码的 AI API 中转平台（“register using this link and enter the 'cc-switch' promo code during first recharge to get 10% off”）。这个项目靠注册提成赚钱，所以它推荐的供应商列表并不是中立的对比。","source":"ai","title":"readme 大部分内容是付费推广"},{"code":"points_official_tools_at_third_party_relays","severity":"attention","evidence":"预设里包含“community relays”（社区中转），赞助商们描述自己以远低于标价的价格转卖同样的模型访问权：CCSub 自称是“your drop-in replacement for a Claude.ai subscription”，价格约为“roughly 30% of direct API cost”；AICoding 宣传“Claude Code at 19% of original price, GPT at just 1%”。Anthropic 和 OpenAI 的条款规定了谁可以转卖对其模型的访问权，通过这类中转服务使用的账号可能被拒绝或关闭。","source":"ai","title":"把官方工具指向第三方中转服务"},{"code":"handles_your_api_keys_and_rewrites_other_tools_configs","severity":"attention","evidence":"这个应用的职责就是保存供应商密钥，并把它们写入最多十二个其他程序的配置文件中（Claude Code、Claude Desktop、Codex、Gemini CLI、Grok Build、OpenCode、OpenClaw、Hermes、Pi、MiniMax Code、Kimi Code、Oh My Pi）。README 说切换“replaces only the connection details”，所以一切都取决于这句话是否属实。","source":"ai","title":"管理你的 api 密钥并重写其他工具的配置"},{"code":"routing_mode_proxies_your_requests","severity":"info","evidence":"README“Features”部分：在路由（Routing）模式下，应用会“forwards requests through your machine, converting API formats and failing over automatically”，聚合（Aggregation）模式会把多个供应商的模型合并到一个列表里。在这些模式下，每条提示都会经过应用在本机运行的一个服务器，而不是直接从工具发到供应商那里。","source":"ai","title":"路由模式会代理你的请求"},{"code":"windows_signing_not_stated","severity":"info","evidence":"README 说“CC Switch for macOS is code-signed and notarized by Apple. You can install and open it directly”，但对 Windows 的 .msi 没有做类似说明，所以 Windows 可能会提示发布者未知。","source":"ai","title":"未说明 windows 版本是否签名"},{"code":"large_issue_backlog","severity":"info","evidence":"1,111 个未关闭的 issue，对应 150,647 个星标，发行版几乎每天都有（目前共 79 个，v4.0.23 发布于 2026-10-31）。项目开发很活跃，但同时积压的问题也很多。","source":"ai","title":"积压的 issue 数量很大"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":18,"maxMB":53,"basis":"installer"},"apiKeys":["An AI provider or relay of your choice (90+ presets, including AWS Bedrock and NVIDIA NIM)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","productivity"],"alternativeTo":[{"slug":"openrouter","name":"OpenRouter","confirmed":true},{"slug":"portkey","name":"Portkey","confirmed":true}],"declaredAlternatives":[{"target":"invideo-ai","stance":"claims","evidence":"CCSub is a stable, affordable AI API relay platform — your drop-in replacement for a Claude.ai subscription"},{"target":"claude-code","stance":"claims","evidence":"Gemini CLI, or Grok Build, CC Switch replaces only the key fields in the config file: the endpoint, key, model name, and API protocol (plus the reasoning effort for Codex and the auth method for Gemin"}],"stars":150644,"downloads":22193270,"downloadsWeek":362260,"downloadsDays":5,"growth":1675,"growthDays":5,"history":[{"date":"2026-10-26","stars":148969},{"date":"2026-10-27","stars":149388},{"date":"2026-10-28","stars":149737},{"date":"2026-10-29","stars":150071},{"date":"2026-10-30","stars":150405},{"date":"2026-10-31","stars":150644}],"firstPublishedAt":"2026-10-27T01:10:12.626Z","commitSha":"8be840557bacd89d592f13ddc1bee0586afaea14","verifiedAt":"2026-11-01T01:45:08.575Z","lastCommitAt":"2026-10-31T16:11:29Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A desktop app that switches which AI provider your coding tools use, without editing config files by hand.","summary":"CC Switch is a small desktop app for people who use AI coding tools such as Claude Code, Codex, Gemini CLI or OpenCode. Instead of opening each tool's JSON, TOML or YAML file to change the address, key and model, you pick a provider in the app and switch with one click; it only replaces those connection fields and leaves the rest of your settings alone. It also keeps MCP servers, skills and prompts in one place, reads each tool's session logs and shows token use. Installers for Windows, macOS and Linux.","easeRationale":"macOS is the smoothest: `brew install --cask cc-switch`, or a .dmg the README says is code-signed and notarised by Apple, so it opens directly. Windows has a .msi installer or a portable zip, and Linux has .deb, .rpm and AppImage files. It is a B rather than an A everywhere because the app is empty until you paste in a provider key, and Linux also needs glibc 2.35+ and WebKitGTK 4.1 (RHEL, Rocky and Alma 8-9 are not supported).","costNote":"The app is free and MIT-licensed. It does nothing on its own: you still pay for the AI provider, subscription or relay whose key you put into it.","notVerified":["Where and how the app keeps your API keys on disk, and whether they are encrypted.","Whether a switch ever damages an existing config file for one of the twelve tools.","Whether any of the sponsored relay services deliver the stability, prices and model versions they advertise.","What the usage and quota screens send to the provider to read your balance.","Whether the app phones home or checks for updates in the background: it bundles the Tauri updater plugin."]},"zh-Hans":{"summaryShort":"一个桌面应用，可以切换你的编程工具所使用的 AI 供应商，不需要手动编辑配置文件。","summary":"CC Switch 是一个小型桌面应用，面向使用 Claude Code、Codex、Gemini CLI 或 OpenCode 等 AI 编程工具的人。不用再打开每个工具自己的 JSON、TOML 或 YAML 文件去改地址、密钥和模型，你只要在应用里选一个供应商，一键切换即可；它只替换那些连接字段，其余设置都保持不变。它还能把 MCP 服务器、skills 和提示词集中放在一处，读取每个工具的会话日志并显示 token 用量。提供 Windows、macOS 和 Linux 的安装程序。","easeRationale":"macOS 体验最顺畅：用 `brew install --cask cc-switch`，或者下载 README 说经过 Apple 签名和公证的 .dmg，可以直接打开。Windows 提供 .msi 安装程序或便携版 zip，Linux 提供 .deb、.rpm 和 AppImage 文件。三个平台都只是 B 级而不是 A 级，因为在你粘贴供应商密钥之前应用是空的，而且 Linux 还需要 glibc 2.35+ 和 WebKitGTK 4.1（不支持 RHEL、Rocky 和 Alma 8-9）。","costNote":"这个应用是免费的，采用 MIT 许可证。它自己什么都不做：你仍然要为你填入其中的 AI 供应商、订阅或中转服务付费。","notVerified":["这个应用把你的 API 密钥保存在磁盘上的什么位置、以何种方式保存，以及是否加密。","一次切换是否会损坏十二个工具中某一个已有的配置文件。","那些受赞助的中转服务是否真的提供它们宣传的稳定性、价格和模型版本。","用量和配额界面为了读取你的余额，会向供应商发送什么内容。","这个应用是否会在后台联系自己的服务器或检查更新：它内置了 Tauri 的更新插件。"]}}},{"id":"R_kgDOTsxOiw","slug":"firecrawl__anydoc","name":"AnyDoc","owner":"firecrawl","fullName":"firecrawl/anydoc","type":"dev_tool","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"optional_upload_to_vendor","severity":"info","evidence":"README.md：开启 OCR 后，\"Only documents that need OCR leave the machine, and the whole document goes, since Parse has no page selection\"（发送给 Firecrawl Parse）。","source":"ai","title":"可选择向厂商上传文档"},{"code":"vendor_run_benchmark","severity":"info","evidence":"README.md：对比表是作者用 AI 评审跑出来的，而且 \"the corpus is not redistributable and is not in the repo\"，因此其他人无法复现这些分数。","source":"ai","title":"由厂商自己运行的基准测试"}],"platforms":["web","windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":8,"maxMB":24,"basis":"installer"},"apiKeys":["Firecrawl (hosted OCR for scanned PDFs)"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["office","development"],"alternativeTo":[{"slug":"abbyy-finereader","name":"FineReader","confirmed":true}],"declaredAlternatives":[],"stars":23281,"downloads":7208,"downloadsWeek":288,"downloadsDays":5,"growth":150,"growthDays":5,"history":[{"date":"2026-10-26","stars":23131},{"date":"2026-10-27","stars":23161},{"date":"2026-10-28","stars":23197},{"date":"2026-10-29","stars":23236},{"date":"2026-10-30","stars":23261},{"date":"2026-10-31","stars":23281}],"firstPublishedAt":"2026-10-27T01:10:12.627Z","commitSha":"e7178e099b6bf9171e2c52b832cbdb4134b69112","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-23T22:55:34Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Turns Word, PowerPoint, Excel, PDF and other documents into clean Markdown text, in your browser or from code.","summary":"anydoc converts office documents (Word, PowerPoint, Excel, OpenDocument, RTF, EPUB, CSV and text-based PDF) into Markdown, a simple text format that AI tools and websites read easily. It is made by Firecrawl and is aimed mostly at developers and AI agents, through a command-line tool and libraries for Node.js, Python, Rust and the browser. Anyone can try it on a demo web page that converts files on your own computer. Scanned PDFs need optional OCR, which sends the file to Firecrawl's hosted service.","easeRationale":"The demo page at firecrawl.github.io/anydoc converts files in the browser with no install; the command-line tool instead needs Node.js (npx) and the libraries need Node.js, Python or Rust.","costNote":"MIT license. Optional hosted OCR through Firecrawl Parse works without signup; a FIRECRAWL_API_KEY gives higher limits.","notVerified":["How faithful the Markdown is for complex files (big spreadsheets, slides with many images, unusual layouts).","Whether the demo page handles large files as well as the command-line tool.","What Firecrawl does with documents sent for OCR, and the limits without an API key.","What the npx command downloads on first run (it fetches a prebuilt binary for your platform)."]},"zh-Hans":{"summaryShort":"把 Word、PowerPoint、Excel、PDF 等文档转换成干净的 Markdown 文本,可在浏览器中或通过代码使用。","summary":"anydoc 可将办公文档(Word、PowerPoint、Excel、OpenDocument、RTF、EPUB、CSV 以及文字型 PDF)转换为 Markdown,这是一种简单的文本格式,AI 工具和网站都很容易读取。它由 Firecrawl 开发,主要面向开发者和 AI 智能体,提供命令行工具,以及适用于 Node.js、Python、Rust 和浏览器的库。任何人都可以在演示网页上试用,文件在你自己的电脑上完成转换。扫描版 PDF 需要可选的 OCR,这会把文件发送到 Firecrawl 的托管服务。","easeRationale":"firecrawl.github.io/anydoc 上的演示页面直接在浏览器中转换文件,无需安装;命令行工具则需要 Node.js(npx),各个库需要 Node.js、Python 或 Rust。","costNote":"MIT 许可证。可选的托管 OCR(通过 Firecrawl Parse)无需注册即可使用;设置 FIRECRAWL_API_KEY 可获得更高的额度。","notVerified":["面对复杂文件(大型表格、图片很多的幻灯片、特殊版式)时,生成的 Markdown 有多忠实。","演示页面处理大文件的能力是否和命令行工具一样好。","Firecrawl 如何处理为 OCR 而发送的文档,以及没有 API 密钥时的限制是什么。","npx 命令首次运行时会下载什么(它会获取适合你平台的预编译程序)。"]}}},{"id":"R_kgDOLunVBg","slug":"firecrawl__firecrawl","name":"Firecrawl","owner":"firecrawl","fullName":"firecrawl/firecrawl","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"D","mac":"D","linux":"D","web":"B"},"risk":"attention","signals":[{"code":"self_host_no_auth_by_default","severity":"attention","evidence":"docker-compose.yaml：'USE_DB_AUTHENTICATION: ${USE_DB_AUTHENTICATION:-false}'、'HOST: \"0.0.0.0\"' 以及端口 '\"${PORT:-3002}:${INTERNAL_PORT:-3002}\"'：除非另行配置，你自己运行的 API 会在没有身份验证的情况下发布到网络上；Postgres 的默认密码是 'postgres'。","source":"ai","title":"自托管默认不要求身份验证"},{"code":"cloud_has_extra_features","severity":"info","evidence":"README：'The cloud version at firecrawl.dev includes additional features'。","source":"ai","title":"云端版本有额外功能"},{"code":"scraping_terms_responsibility","severity":"info","evidence":"README：'It is the sole responsibility of end users to respect websites' policies when scraping.'","source":"ai","title":"抓取时遵守网站条款是使用者的责任"},{"code":"latest_code_fetched_at_setup","severity":"info","evidence":"README 中的智能体设置：'npx -y firecrawl-cli@latest init --all --browser' 和 'curl -s https://firecrawl.dev/agent-onboarding/SKILL.md' 会在安装时拉取最新的命令行工具和说明，而不是固定版本。","source":"ai","title":"设置时获取最新代码"}],"platforms":["web","windows","mac","linux"],"tools":["docker"],"buildTools":["docker"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["Firecrawl cloud API key (hosted service; not needed when you run your own copy)","OpenAI or compatible LLM endpoint (AI extraction features when you run your own copy)"],"cost":{"model":"freemium"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["development","automation","chat_ai"],"alternativeTo":[{"slug":"bright-data","name":"Bright Data","confirmed":true},{"slug":"browserbase","name":"Browserbase","confirmed":true}],"declaredAlternatives":[],"stars":197415,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":1711,"growthDays":5,"history":[{"date":"2026-10-26","stars":195704},{"date":"2026-10-27","stars":196084},{"date":"2026-10-28","stars":196429},{"date":"2026-10-29","stars":196769},{"date":"2026-10-30","stars":197117},{"date":"2026-10-31","stars":197415}],"firstPublishedAt":"2026-10-27T01:10:12.628Z","commitSha":"33f295dc1f09133c02fc1e096d6685abda3464a7","verifiedAt":"2026-10-29T01:39:17.108Z","lastCommitAt":"2026-10-31T02:38:52Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A web scraping service that turns websites into clean text or data that AI apps and agents can read.","summary":"Firecrawl searches the web, reads pages (including ones built with JavaScript) and returns clean Markdown, JSON or screenshots for AI agents. It can crawl whole sites, click through pages and parse PDFs. It is for developers building AI tools, used through code libraries (Python, Node.js and others), a CLI or an MCP server. The easiest path is the hosted service with an API key; running your own copy needs Docker and several services. The cloud version has extra features not in the open-source code. Users are responsible for respecting websites' rules.","easeRationale":"The easiest route is the web: sign up at firecrawl.dev and try it in the browser playground with an API key, no install. Running it on your own Windows, Mac or Linux machine is much harder: there are no ready downloads, and the docker-compose stack starts Redis, RabbitMQ, Postgres and a Playwright browser service.","costNote":"Running your own copy of the AGPL code is free; the hosted service at firecrawl.dev uses an API key and credits (prices not stated in the README) and has extra features.","notVerified":["Whether the Docker stack you run yourself builds and runs on Windows with Docker Desktop.","Real memory use when running it yourself; the compose file allows up to 8 GB for the API and 4 GB for the browser service.","Which features are missing from the open-source version compared with the cloud service.","Real cost of the hosted service for a given number of pages.","Whether the free tier of the hosted playground is enough for real work."]},"zh-Hans":{"summaryShort":"一个网页抓取服务,把网站内容转换成干净的文本或数据,供 AI 应用和代理读取。","summary":"Firecrawl 可以搜索网页、读取页面(包括用 JavaScript 构建的页面),并为 AI 代理返回干净的 Markdown、JSON 或截图。它能爬取整个网站、在页面间点击跳转,并解析 PDF。它适合构建 AI 工具的开发者,可通过代码库(Python、Node.js 等)、CLI 或 MCP 服务器使用。最简单的方式是使用托管服务并配一个 API 密钥;自己运行则需要 Docker 和多个服务。云端版本有一些开源代码里没有的额外功能。用户需要自行负责遵守各网站的规则。","easeRationale":"最简单的方式是通过网页:在 firecrawl.dev 注册,用 API 密钥在浏览器的演练场里试用,无需安装任何东西。要在自己的 Windows、Mac 或 Linux 电脑上运行就难得多:没有现成的下载包,docker-compose 组合需要同时启动 Redis、RabbitMQ、Postgres 和一个 Playwright 浏览器服务。","costNote":"自己运行 AGPL 代码是免费的;firecrawl.dev 上的托管服务需要 API 密钥和额度(README 未说明价格),并提供额外功能。","notVerified":["你自己运行的 Docker 组合能否在装有 Docker Desktop 的 Windows 上构建和运行。","自己运行时的实际内存占用;compose 文件允许 API 最多使用 8 GB,浏览器服务最多使用 4 GB。","与云端服务相比,开源版本缺少哪些功能。","处理一定数量页面时,托管服务的实际费用。","托管演练场的免费额度是否足够用于实际工作。"]}}},{"id":"MDEwOlJlcG9zaXRvcnk1NzM2MDgw","slug":"freecad__freecad","name":"FreeCAD","owner":"FreeCAD","fullName":"FreeCAD/FreeCAD","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"latest_releases_are_prerelease_builds","severity":"info","evidence":"GitHub 上最新的三个发行版都是开发构建：weekly-2026.10.21、26.3rc2 和 weekly-2026.10.14。README 把稳定版安装包指向 'latest releases page'，因此用户应该选择稳定版，而不是每周构建版或 rc 版。","source":"ai","title":"最新的发行版是预发布构建"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":415,"maxMB":1245,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"LGPL-2.1","category":"copyleft","detectedFrom":"github"},"categories":["design_cad"],"alternativeTo":[{"slug":"autocad","name":"AutoCAD","confirmed":true},{"slug":"solidworks","name":"SolidWorks","confirmed":true},{"slug":"autodesk-fusion","name":"Fusion","confirmed":true}],"declaredAlternatives":[],"stars":35004,"downloads":31867947,"downloadsWeek":237081,"downloadsDays":6,"growth":226,"growthDays":6,"history":[{"date":"2026-10-25","stars":34778},{"date":"2026-10-26","stars":34820},{"date":"2026-10-27","stars":34851},{"date":"2026-10-28","stars":34897},{"date":"2026-10-29","stars":34928},{"date":"2026-10-30","stars":34970},{"date":"2026-10-31","stars":35004}],"firstPublishedAt":"2026-10-25T23:19:01.108Z","commitSha":"19fe63614aaa5f3303349e70826256e3a610b8e6","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T11:19:06Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Design real objects in 3D, from small parts to buildings, and make technical drawings from your models.","summary":"FreeCAD is a desktop 3D design program for real-world objects such as machine parts, 3D prints and buildings. You draw 2D sketches, turn them into 3D shapes, and change the design later by editing its measurements. It can also produce technical drawings. It is used by hobbyists, students, teachers and engineers. Ready-made packages exist for Windows, macOS and Linux. It is free and has a Python scripting interface for advanced users. Learning it takes time, like most CAD programs.","easeRationale":"The releases include a Windows x86_64 installer .exe (about 415 MB) and a portable .7z, so you download, install and open it.","costNote":"Open source under LGPL-2.1; no paid tier is mentioned.","notVerified":["Which version is the current stable one and how it differs from the weekly and release-candidate builds.","How well it runs on lower-end Windows computers or with basic graphics.","Real disk use after installing add-on workbenches from inside the program.","Whether the experimental Windows ARM build works for everyday use.","Whether the Windows installer is digitally signed."]},"zh-Hans":{"summaryShort":"用 3D 设计真实物体，从小零件到建筑都可以，并能根据模型生成技术图纸。","summary":"FreeCAD 是一款桌面 3D 设计程序，适用于机器零件、3D 打印件和建筑等现实世界中的物体。你先绘制 2D 草图，把它们变成 3D 形状，之后还可以通过修改尺寸来调整设计。它也可以生成技术图纸。爱好者、学生、教师和工程师都在使用。它提供适用于 Windows、macOS 和 Linux 的现成安装包。软件免费，并为高级用户提供 Python 脚本接口。和大多数 CAD 程序一样，学会它需要一些时间。","easeRationale":"发布页包含 Windows x86_64 安装程序 .exe（约 415 MB）和便携版 .7z，下载、安装后即可打开使用。","costNote":"开源，采用 LGPL-2.1 许可；未提及任何付费版本。","notVerified":["当前稳定版是哪一个，它与每周构建版和候选发布版有何不同。","在配置较低的 Windows 电脑或只有基础显卡的情况下运行效果如何。","在程序内安装附加工作台（workbench）后实际占用的磁盘空间。","实验性的 Windows ARM 版本是否适合日常使用。","Windows 安装程序是否经过数字签名。"]}}},{"id":"R_kgDOJEdyZQ","slug":"friction2d__friction","name":"Friction","owner":"friction2d","fullName":"friction2d/friction","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":27,"maxMB":82,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["video","design_cad"],"alternativeTo":[{"slug":"after-effects","name":"After Effects","confirmed":true}],"declaredAlternatives":[],"stars":1868,"downloads":80410,"downloadsWeek":897,"downloadsDays":6,"growth":12,"growthDays":6,"history":[{"date":"2026-10-25","stars":1856},{"date":"2026-10-26","stars":1860},{"date":"2026-10-27","stars":1862},{"date":"2026-10-28","stars":1863},{"date":"2026-10-29","stars":1864},{"date":"2026-10-30","stars":1866},{"date":"2026-10-31","stars":1868}],"firstPublishedAt":"2026-10-25T23:19:02.016Z","commitSha":"cfc7481d09f3791457747752c268a779ac55258f","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T18:18:59Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Make 2D animations and motion graphics with shapes, text and images, for video or the web.","summary":"Friction is a desktop program for creating 2D animations, such as animated titles, logos, shapes and drawings. You place vector shapes, text and images on a timeline, animate them with keyframes and export to video or animated SVG for the web. It is for people who make motion graphics and do not want a paid tool. It is based on an older open-source program called enve. Windows, macOS and Linux have ready downloads; the newest versions are still labelled release candidates (1.0.0-rc.3), not a final 1.0.","easeRationale":"The latest release includes a Windows installer (friction-1.0.0-rc.3-setup-win64.exe, about 27 MB) and a portable 7z version, so you download it and open it.","notVerified":["How stable the release-candidate version is for longer projects.","Which video formats export correctly on Windows.","How well it performs with many layers or long animations on an average computer."]},"zh-Hans":{"summaryShort":"用形状、文字和图片制作 2D 动画和动态图形，可用于视频或网页。","summary":"Friction 是一款用于制作 2D 动画的桌面程序，比如动画标题、徽标、形状和图画。你把矢量形状、文字和图片放到时间轴上，用关键帧为它们添加动画，然后导出为视频或适合网页的动画 SVG。它适合制作动态图形、又不想使用付费工具的人。它基于一款更早的开源程序 enve。Windows、macOS 和 Linux 都有现成的下载；最新版本仍标注为候选发布版（1.0.0-rc.3），还不是正式的 1.0。","easeRationale":"最新版本包含 Windows 安装程序（friction-1.0.0-rc.3-setup-win64.exe，约 27 MB）和便携的 7z 版本，下载后打开即可。","notVerified":["候选发布版在较长的项目中稳定性如何。","在 Windows 上哪些视频格式能正确导出。","在普通电脑上处理大量图层或较长动画时表现如何。"]}}},{"id":"R_kgDORkolAw","slug":"garrytan__gstack","name":"gstack","owner":"garrytan","fullName":"garrytan/gstack","type":"dev_tool","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"233 天内获得 138331 个 star（约每天 594 个）","source":"check","title":"star 增长速度异常"},{"code":"auto_update_each_session","severity":"attention","evidence":"README.md（团队模式）写道：\"Every Claude Code session starts with a fast auto-update check (throttled to once/hour, network-failure-safe, completely silent).\"新代码会从 GitHub 拉取，期间不会提示确认。","source":"ai","title":"每次会话自动更新"},{"code":"code_sent_to_outside_ai_by_default","severity":"attention","evidence":"README.md 写道：\"outside reviews (on by default; the first one prints a notice) send code to Codex or Claude Code under your own login and turn off with `gstack-config set codex_reviews disabled`.\"","source":"ai","title":"默认会把代码发送给外部 AI"},{"code":"browser_cookie_copy","severity":"attention","evidence":"README.md 中的 /setup-browser-cookies 写道：\"Copy selected cookies from Chrome, Chromium, Brave, Edge, ... into gstack's bundled browser.\"已登录的会话因此可以被 AI 代理使用。","source":"ai","title":"复制浏览器 cookie"},{"code":"public_tunnel_to_browser","severity":"attention","evidence":"README.md 中的 /pair-agent 写道：\"Auto-starts ngrok tunnel for remote agents.\"package.json 中列出了依赖项\"@ngrok/ngrok\"。","source":"ai","title":"通向浏览器的公共隧道"},{"code":"remote_agents_can_reach_your_phone","severity":"attention","evidence":"README.md 中的 /ios-qa 会操控\"a real iPhone or iPad over USB CoreDevice\"，并且\"Optional `--tailnet` flag exposes the device to OpenClaw or any HTTP-capable agent on your Tailscale tailnet so remote agents can run iOS QA without ever touching the hardware.\"","source":"ai","title":"远程代理可以连到你的手机"},{"code":"rewrites_agent_instructions","severity":"info","evidence":"README.md 的安装提示要求 Claude \"add a \\\"gstack\\\" section to CLAUDE.md that says to use the /browse skill from gstack for all web browsing and never use mcp__claude-in-chrome__* tools\"；setup 过程还会注册 hooks。","source":"ai","title":"重写代理的指令"},{"code":"unsigned_local_binaries","severity":"info","evidence":"README.md 写道：\"gstack's compiled binaries (`browse`, `find-browse`, `design`, `pdf`, `gstack-global-discover`) are built on your machine and unsigned, so Windows 11 with Smart App Control on refuses to start them.\"","source":"ai","title":"本地未签名的二进制文件"}],"platforms":["windows","mac","linux"],"tools":["node","ffmpeg","other"],"buildTools":["node","ffmpeg"],"disk":{"minMB":150,"maxMB":650,"basis":"heuristic"},"apiKeys":["Anthropic (only for the project's own test evals)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","automation"],"alternativeTo":[{"slug":"coderabbit","name":"CodeRabbit","confirmed":true}],"declaredAlternatives":[],"stars":138481,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":648,"growthDays":5,"history":[{"date":"2026-10-26","stars":137833},{"date":"2026-10-27","stars":137942},{"date":"2026-10-28","stars":138073},{"date":"2026-10-29","stars":138192},{"date":"2026-10-30","stars":138330},{"date":"2026-10-31","stars":138481}],"firstPublishedAt":"2026-10-27T01:10:12.629Z","commitSha":"21277291c850765052ea9f80f6be4ccf1f1eb191","verifiedAt":"2026-10-31T01:44:03.000Z","lastCommitAt":"2026-11-01T00:29:06Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A set of ready-made commands that make an AI coding assistant plan, review, test and ship software in fixed steps.","summary":"gstack is a bundle of dozens of slash commands for Claude Code and other AI coding agents. Each command plays a role, such as product reviewer, engineer, designer, tester, security officer or release manager, and it includes its own browser the agent can drive to test web pages. It is for programmers and technical founders who already use an AI coding agent. You need Claude Code (or another supported agent), Git, Bun and, on Windows, Node.js; on Windows it runs through Git Bash or WSL. The code is free, but the AI agent it drives usually needs a paid plan.","easeRationale":"D everywhere: there are no program files in the releases, so on each system you install Claude Code, Git and Bun, clone the repository and run `./setup`, which builds its own Chromium browser. Windows is the hardest of the three: it needs Node.js as well, runs through Git Bash or WSL, and the README says Smart App Control blocks the programs setup compiles on your machine.","costNote":"MIT licensed, and the README says there is no premium tier. It runs inside Claude Code or another AI coding agent, which usually needs a paid subscription or API usage; a few skills also spend money of their own (paid evals, outside reviews, Ubicloud VMs).","notVerified":["Whether setup finishes cleanly on Windows 11 through Git Bash without turning off Smart App Control.","How much AI usage each command consumes on a paid Claude Code or Codex plan, and what the paid eval and Ubicloud steps cost.","Real disk use after setup downloads its own Chromium browser and optional models.","What the auto-update and telemetry checks actually send compared with the privacy page.","Whether the dozens of skills work as described, since the repository's own description counts 23 tools while the README table lists many more."]},"zh-Hans":{"summaryShort":"一套现成的命令，让 AI 编程助手按固定步骤完成规划、评审、测试和发布软件。","summary":"gstack 是一套包含数十个斜杠命令的工具包，适用于 Claude Code 和其他 AI 编程代理。每个命令扮演一个角色，比如产品评审员、工程师、设计师、测试员、漏洞排查员或发布经理，并且自带一个浏览器，供代理驱动来测试网页。它适合已经在使用 AI 编程代理的程序员和技术型创始人。你需要 Claude Code（或其他受支持的代理）、Git、Bun，在 Windows 上还需要 Node.js；在 Windows 上它通过 Git Bash 或 WSL 运行。代码本身是免费的，但它所驱动的 AI 代理通常需要付费套餐。","easeRationale":"三个系统都是 D 级：发布版本里没有现成的程序文件，所以在每个系统上你都需要安装 Claude Code、Git 和 Bun，克隆仓库后运行 `./setup`，它会在本地编译自己的 Chromium 浏览器。Windows 是三者中最麻烦的：还需要 Node.js，要通过 Git Bash 或 WSL 运行，而且 README 提到 Smart App Control 会阻止 setup 在你电脑上编译出来的程序运行。","costNote":"采用 MIT 许可证，README 中说没有付费高级版。它运行在 Claude Code 或其他 AI 编程代理内部，而这些代理通常需要付费订阅或按 API 用量付费；部分 skill 还会自行产生费用（付费评测、外部评审、Ubicloud 虚拟机）。","notVerified":["setup 能否在 Windows 11 上通过 Git Bash 顺利完成，而不需要关闭 Smart App Control。","在付费的 Claude Code 或 Codex 套餐下，每个命令会消耗多少 AI 用量，以及付费评测和 Ubicloud 步骤会花多少钱。","setup 下载自带的 Chromium 浏览器和可选模型后，实际占用多少磁盘空间。","自动更新和遥测检查实际发送的内容，与隐私说明页所写的是否一致。","数十个 skill 是否真的像描述那样好用，因为仓库自身的描述统计为 23 个工具，而 README 表格里列出的要多得多。"]}}},{"id":"R_kgDOVNLNMw","slug":"gathin23__cleanyourtv","name":"CleanYourTV","owner":"Gathin23","fullName":"Gathin23/cleanyourtv","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"12 天内获得 45523 个星标","source":"check","title":"新仓库却有大量星标"},{"code":"tv_debug_port_left_open","severity":"attention","evidence":"README 自己对 \"Isn't ADB access a security hole?\" 的回答是：\"Network ADB is plaintext on port 5555, and on some firmware any device on the LAN gets a shell, so close it when you are done.\" 在操作进行期间，你网络里的任何人都可能连上那个 shell；仓库附带 tools/adb-closed.py，用于事后检查该端口是否已关闭。","source":"ai","title":"电视的调试端口被开着"},{"code":"can_break_tv_features","severity":"attention","evidence":"关掉错误的软件包会带来后果，README 对此有记录：在 Google TV 上，设置向导 \"can take Home and crash-loop the system\"，而且如果 Wi-Fi 是在设置过程中保存的，禁用它会 \"deletes the network\"；在 Chromecast 和 Google TV Streamer 上，则会失去手机投屏功能。当电视已经无法正常启动时，FAQ 给出的恢复办法是 \"a factory reset from its recovery menu\"。","source":"ai","title":"可能破坏电视的功能"},{"code":"ai_assistant_decides_what_to_disable","severity":"attention","evidence":"推荐的做法是把 PROMPT.md 粘贴给一个编程助手，由它在自己发现的电视上 \"backs up, debloats, builds and installs the launcher\"：\"the prompt has your coding assistant discover it on your TV and ask before touching anything you might use.\" 也就是说，你要相信 AI 对你的电视需要哪些系统软件包的判断。该仓库自身的主题标签（topics）包括 claude-code 和 vibe-coding。","source":"ai","title":"由 AI 助手决定要禁用什么"},{"code":"warranty_and_firmware_updates","severity":"info","evidence":"法律部分：\"You run it on a TV you own, at your own risk, and changing a TV's software may affect its warranty or support.\" 固件更新之后 \"the listed packages come back, Home goes to the stock launcher\"，所以这项操作需要重做；有些清单还会禁用电视自带的更新程序。","source":"ai","title":"保修与固件更新"},{"code":"no_prebuilt_app_file","severity":"info","evidence":"FAQ，\"Can I just download the APK?\"：\"Build it with the one-line script... No prebuilt binaries.\" GitHub 上发布的 10 个发行版本没有包含任何平台的文件。","source":"ai","title":"没有预先构建好的应用文件"},{"code":"lookalike_sites_using_the_name","severity":"info","evidence":"README，Start here：\"Official links: cleanyour.tv and this repo. Other domains using the name, such as cleanyourtv.com, are not run by this project.\"","source":"ai","title":"有外观相似的网站使用该名称"}],"platforms":["windows","mac","linux"],"tools":["python","java","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["hardware","system"],"alternativeTo":[{"slug":"projectivy-launcher","name":"Launcher","confirmed":true}],"declaredAlternatives":[{"target":"projectivy-launcher","stance":"claims","evidence":"Strip the bloatware from any Android TV or Google TV over Wi-Fi and replace the ad-filled home screen with a clean launcher that looks like an Apple TV"}],"stars":47956,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":12467,"growthDays":6,"history":[{"date":"2026-10-25","stars":35489},{"date":"2026-10-26","stars":39295},{"date":"2026-10-27","stars":41888},{"date":"2026-10-28","stars":43867},{"date":"2026-10-29","stars":45511},{"date":"2026-10-30","stars":46755},{"date":"2026-10-31","stars":47956}],"firstPublishedAt":"2026-10-25T23:19:02.913Z","commitSha":"718f98c96e6823045fd1fd82edd73d70deaf01fa","verifiedAt":"2026-10-30T01:47:15.254Z","lastCommitAt":"2026-10-31T18:10:45Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Switches off the ads and tracking apps on an Android or Google TV over Wi-Fi and gives it a clean Apple TV-style home screen.","summary":"A set of scripts and a small home-screen app for TVs running Android TV or Google TV. Over your Wi-Fi, using the TV's own developer options, it notes what is installed, switches off the maker's ad services, tracking and preloaded apps (nothing is uninstalled), then installs a 561 KB launcher with a black home screen, a dock and a grid, in 30 languages. One command puts everything back. It is meant to be driven by a coding assistant, about fifteen minutes; you can also run every command yourself. Lists for 360 TV models are included. Samsung, LG and Roku are not supported.","easeRationale":"Same work on all three systems, and it is terminal work: the computer needs Python 3, a full JDK between 17 and 22, and Android SDK platform 34 with build-tools 34 because the launcher is built on your machine (there is no ready APK), plus developer options and ADB turned on on the TV. Linux and Mac use the shell scripts, Windows the PowerShell twins with `-ExecutionPolicy Bypass`. A Docker route (tools/docker-build.sh) replaces the JDK and SDK with Docker.","notVerified":["Whether it works on your exact TV model, especially one without a tested list","Whether the restore script really puts every TV back the way it was","How long the launcher build takes and how much disk the Android SDK and JDK add","What the coding assistant decides to disable on your TV, which differs every run","Whether the community phone app linked from the README does the same thing as safely","Whether a future firmware update from the maker blocks the method"]},"zh-Hans":{"summaryShort":"通过 Wi-Fi 关闭 Android TV 或 Google TV 上的广告和跟踪应用,并为其打造一个简洁的 Apple TV 风格主屏幕。","summary":"一组脚本和一个小型主屏幕应用,适用于运行 Android TV 或 Google TV 的电视。通过 Wi-Fi,利用电视自带的开发者选项,它会记录已安装的内容,关闭厂商的广告服务、跟踪功能和预装应用(不会卸载任何东西),然后安装一个 561 KB 的启动器,带有黑色主屏幕、程序栏和网格,支持 30 种语言。一条命令即可全部还原。设计为由编程助手操作,大约十五分钟;你也可以自己逐条运行命令。内置了 360 款电视型号的清单。不支持三星、LG 和 Roku。","easeRationale":"三个系统上的工作量相同,而且是终端操作:电脑需要 Python 3、一个完整的 17 到 22 版 JDK,以及带 build-tools 34 的 Android SDK platform 34,因为启动器是在你自己的电脑上构建的(没有现成的 APK),电视上还要打开开发者选项和 ADB。Linux 和 Mac 使用 shell 脚本,Windows 使用带 `-ExecutionPolicy Bypass` 的 PowerShell 对应版本。还有一条 Docker 路线(tools/docker-build.sh),用 Docker 取代 JDK 和 SDK。","notVerified":["是否适用于你确切的电视型号,尤其是没有经过测试清单覆盖的型号","还原脚本是否真的能把每台电视恢复到原来的状态","启动器构建需要多长时间,Android SDK 和 JDK 又会占用多少磁盘空间","编程助手在你的电视上决定关闭哪些内容,这在每次运行时都不同","README 中链接的社区手机应用是否同样谨慎地完成相同的操作","厂商未来的固件更新是否会阻断这种方法"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxMTE1ODM1OTM=","slug":"genymobile__scrcpy","name":"scrcpy","owner":"Genymobile","fullName":"Genymobile/scrcpy","type":"needs_setup","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"requires_usb_debugging_on_the_phone","severity":"attention","evidence":"README「准备工作」部分写道：\"Make sure you enabled USB debugging on your device(s)\"，部分手机还需要开启 \"USB debugging (Security Settings)\"。这项设置会让任何你连接并信任的电脑都能控制手机，所以不再需要时最好把它关掉。","source":"ai","title":"需要在手机上开启 USB 调试"},{"code":"copycat_downloads_elsewhere","severity":"attention","evidence":"README 开头就提出警告：\"This GitHub repo (https://github.com/Genymobile/scrcpy) is the only official source for the project. Do not download releases from random websites, even if their name contains scrcpy.\" 也就是说，这个名字被其他网站盗用，只有本仓库发布页里的文件才是项目官方的。","source":"ai","title":"其他地方的仿冒下载"},{"code":"many_open_issues","severity":"info","evidence":"2942 个未关闭的 issue，对应 153603 个星标。项目很活跃（最新版本 v5.0.1 发布于 2026-10-08），README 把人们先引导到 FAQ，这说明其中大部分可能是关于具体手机型号的支持问题。","source":"ai","title":"大量未关闭的 issue"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":11,"maxMB":32,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["hardware","system","video"],"alternativeTo":[{"slug":"vysor","name":"Vysor","confirmed":true}],"declaredAlternatives":[],"stars":153678,"downloads":30632307,"downloadsWeek":191510,"downloadsDays":5,"growth":460,"growthDays":5,"history":[{"date":"2026-10-26","stars":153218},{"date":"2026-10-27","stars":153317},{"date":"2026-10-28","stars":153405},{"date":"2026-10-29","stars":153511},{"date":"2026-10-30","stars":153603},{"date":"2026-10-31","stars":153678}],"firstPublishedAt":"2026-10-27T01:10:12.630Z","commitSha":"a60891aea193d92e7e5c3942700eca63f9d19a5f","verifiedAt":"2026-10-31T01:39:16.365Z","lastCommitAt":"2026-10-08T06:41:27Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Shows your Android phone screen on the computer and lets you use it with the mouse and keyboard, by cable or Wi-Fi.","summary":"scrcpy puts your Android phone or tablet screen in a window on the computer and lets you tap, type and copy-paste with the computer's mouse and keyboard. It can also forward the phone's sound, record the screen to a video file, use the phone camera as a webcam and work over Wi-Fi. Nothing is installed on the phone and no account or internet connection is needed, but you must switch on USB debugging in the phone's developer options. The downloads are small (10 to 17 MB) and you start it from a terminal when you want options.","easeRationale":"Windows is the easiest: you unzip scrcpy-win64-v5.0.1.zip (11 MB), which already contains everything needed, and the one extra step is turning on USB debugging on the phone as the README requires. On macOS and Linux the project points to per-system instructions that normally mean installing it through a package manager such as Homebrew and starting it from a terminal, and all the extra features (quality, recording, camera) are command-line options like `scrcpy --video-codec=h265 -m1920` on every system.","costNote":"Free and Apache-2.0 licensed. The author only asks for optional donations (GitHub Sponsors, Liberapay, PayPal).","notVerified":["Whether your phone model lets the computer control it: the README notes Xiaomi phones can refuse with an \"INJECT_EVENTS permission\" error until an extra setting is enabled","Whether sound forwarding and camera use work on your phone, since the README limits them to Android 11+ and Android 12+","The real picture quality and delay on your cable, Wi-Fi and phone, as against the claimed 30 to 120 fps and 35 to 70 ms","Whether the macOS and Linux installs are as direct as the Windows one, since the steps live in separate documentation pages","Whether the file you downloaded is the author's, which the project asks you to confirm with the release signatures"]},"zh-Hans":{"summaryShort":"把你的安卓手机屏幕显示在电脑上，让你用鼠标和键盘操作它，支持有线或 Wi-Fi 连接。","summary":"scrcpy 把你的安卓手机或平板屏幕放进电脑上的一个窗口，让你用电脑的鼠标和键盘点击、输入和复制粘贴。它还能转发手机的声音，把屏幕录制成视频文件，把手机摄像头当作网络摄像头使用，并支持通过 Wi-Fi 连接。手机上不会安装任何东西，也不需要账号或网络连接，但你必须在手机的开发者选项中打开 USB 调试。下载包很小（10 到 17 MB），如果需要更多选项，可以从终端启动。","easeRationale":"Windows 上最简单：解压 scrcpy-win64-v5.0.1.zip（11 MB），里面已经包含所需的一切，唯一额外的步骤是按 README 的要求在手机上打开 USB 调试。在 macOS 和 Linux 上，项目指向各系统专门的说明，通常意味着通过像 Homebrew 这样的包管理器安装，再从终端启动，而所有额外功能（画质、录制、摄像头）在各系统上都是命令行选项，例如 `scrcpy --video-codec=h265 -m1920`。","costNote":"免费，采用 Apache-2.0 许可。作者只接受自愿捐赠（GitHub Sponsors、Liberapay、PayPal）。","notVerified":["你的手机型号是否允许电脑控制它：README 指出小米手机可能会出现「INJECT_EVENTS permission」错误，需要先开启一项额外设置","声音转发和摄像头使用能否在你的手机上正常工作，因为 README 把它们限定在安卓 11 及以上和安卓 12 及以上","在你的数据线、Wi-Fi 和手机上，实际的画质和延迟与所说的 30 到 120 fps、35 到 70 ms 相比如何","macOS 和 Linux 的安装是否像 Windows 那样直接，因为相关步骤分散在不同的文档页面","你下载的文件是否来自作者本人，项目要求你用发布版的签名来确认这一点"]}}},{"id":"R_kgDOPiFCnQ","slug":"github__spec-kit","name":"Spec Kit","owner":"github","fullName":"github/spec-kit","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"community_components_are_not_checked_by_github","severity":"attention","evidence":"README「功能」部分写道：\"Spec Kit includes community catalogs, and organizations can add their own curated sources. Catalog listings are not audits or endorsements, so review community source code before installing or running it.\" 你用 `specify extension add` 或 `specify bundle search` 添加的任何东西，都是陌生人写的代码。","source":"ai","title":"社区组件未经 GitHub 审核"},{"code":"extensions_and_workflows_can_run_commands_on_your_machine","severity":"attention","evidence":"功能表写着可以通过工作流 \"Automate prompts, commands, gates, and shell tasks\"，通过钩子 \"React to coding-agent lifecycle events\" 和 \"Run extension commands before or after Spec Kit commands\"。也就是说，已安装的组件可以围绕你助手的工作运行 shell 命令，而不只是写文字。","source":"ai","title":"扩展和工作流可以在你的电脑上运行命令"},{"code":"it_writes_files_into_your_project","severity":"info","evidence":"`specify init` 会创建项目的脚手架和助手的命令文件，各个流程还会在 `.specify/` 下留下文档，例如 `.specify/bugs/login-crash/` 和 `.specify/assessments/offline-mode/`。这些文件夹会成为你仓库的一部分。","source":"ai","title":"它会把文件写进你的项目"},{"code":"you_are_still_the_reviewer","severity":"info","evidence":"README 在每个流程里都重复：\"Run these skills in your agent's chat, not your terminal, one at a time, reviewing each result before continuing.\" 工具负责组织工作；助手负责写代码，而判断仍然在你手里。","source":"ai","title":"把关的仍然是你"},{"code":"young_project_changing_almost_daily","severity":"info","evidence":"项目创建于 2025-08-21，已经发布了 237 个版本，v1.2.3、v1.2.4 和 v1.2.5 发布于 2026-10-22 到 2026-10-28 之间，pyproject.toml 里的版本号是 1.2.6.dev0。命令和文件结构可能仍会变动。","source":"ai","title":"项目还很年轻，几乎每天都在变"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","productivity"],"alternativeTo":[],"declaredAlternatives":[],"stars":144446,"downloads":943743,"downloadsWeek":222,"downloadsDays":5,"growth":1413,"growthDays":5,"history":[{"date":"2026-10-26","stars":143033},{"date":"2026-10-27","stars":143353},{"date":"2026-10-28","stars":143676},{"date":"2026-10-29","stars":143922},{"date":"2026-10-30","stars":144129},{"date":"2026-10-31","stars":144446}],"firstPublishedAt":"2026-10-27T01:10:12.630Z","commitSha":"7370e592f3cd9c06e5b698983957e227c75b30e2","verifiedAt":"2026-10-31T01:44:25.962Z","lastCommitAt":"2026-10-30T16:10:26Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Gives an AI coding assistant a step-by-step method: write the spec, plan it, list the tasks, then build.","summary":"Spec Kit is GitHub's toolkit for working with an AI coding assistant in an orderly way. You install the `specify` command, run it once in a project, and your assistant gains new commands such as /speckit-specify, /speckit-plan, /speckit-tasks and /speckit-implement, each producing a written document you can read before the next step. Extra packs cover bug fixing and deciding whether an idea is worth building, and everything can be adapted with presets and extensions. You need Python 3.11+, the uv installer and an AI coding assistant of your own.","easeRationale":"The same two commands on Windows, macOS and Linux: `uv tool install specify-cli` then `specify init my-project --integration copilot`, which means first installing Python 3.11+ and uv. There is no window and no installer, and from there on you type the commands inside your assistant's chat, so it only makes sense if you already run an AI coding assistant.","costNote":"Free and MIT-licensed, published by GitHub. It only supplies the process: the AI coding assistant you drive it with (GitHub Copilot, Claude Code or another) is yours and may well be a paid subscription.","notVerified":["Whether this way of working actually gives better results than asking your assistant directly","How many AI tokens the full cycle burns, and what that costs on your plan","Which files each integration writes for your particular assistant, since those details live in the online documentation","What a community extension, preset or bundle does once installed, which the README itself tells you to review first","Whether it still works with the version of your coding assistant, given how fast both sides change"]},"zh-Hans":{"summaryShort":"给 AI 编程助手一套按部就班的方法：先写规格说明，再做计划，列出任务，然后开始构建。","summary":"Spec Kit 是 GitHub 推出的工具包，用来有条理地使用 AI 编程助手工作。你安装 `specify` 命令，在项目里运行一次，助手就会多出新命令，比如 /speckit-specify、/speckit-plan、/speckit-tasks 和 /speckit-implement，每个命令都会生成一份文档，供你在下一步之前阅读。额外的扩展包涵盖修复缺陷和判断一个想法是否值得去做，一切都可以通过预设和扩展来调整。你需要 Python 3.11 及以上版本、uv 安装器，以及你自己的 AI 编程助手。","easeRationale":"在 Windows、macOS 和 Linux 上用的是同样的两个命令：先 `uv tool install specify-cli`，再 `specify init my-project --integration copilot`，这意味着要先安装 Python 3.11 及以上版本和 uv。没有窗口也没有安装程序，之后你在助手的聊天窗口里输入命令，所以只有在你已经在用 AI 编程助手的情况下才有意义。","costNote":"免费，采用 MIT 许可，由 GitHub 发布。它只提供流程本身：你用来驱动它的 AI 编程助手（GitHub Copilot、Claude Code 或其他）是你自己的，很可能需要付费订阅。","notVerified":["这种工作方式是否真的比直接问助手效果更好","完整流程会消耗多少 AI 令牌，在你的套餐里要花多少钱","每种集成为你具体用的助手写入哪些文件，这些细节在在线文档里","社区扩展、预设或打包安装后会做什么，README 本身就提醒你先检查一遍","随着双方变化都很快，它是否还能配合你编程助手的当前版本工作"]}}},{"id":"R_kgDOJ5QMpw","slug":"gitroomhq__postiz-app","name":"Postiz","owner":"gitroomhq","fullName":"gitroomhq/postiz-app","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D","web":"D"},"risk":"attention","signals":[{"code":"known_vulnerabilities","severity":"attention","evidence":"锁定版本的依赖项存在已知漏洞（OSV）：@sentry/nextjs: GHSA-mchm-gjx6-7h55; sweetalert2: GHSA-457r-cqc8-9vj9, GHSA-8jh9-wqpf-q52c, GHSA-pg98-6v7f-2xfv","source":"check","title":"已知漏洞"},{"code":"placeholder_secrets_in_compose_file","severity":"attention","evidence":"docker-compose.yaml 自带 JWT_SECRET: 'random string that is unique to every install - just type random characters here!'，以及固定的数据库密码（POSTGRES_PASSWORD: postiz-password）。如果原样复制到可从互联网访问的服务器上，登录令牌的密钥和数据库密码就会公开。","source":"ai","title":"compose 文件中的示例密钥"},{"code":"open_mcp_client_registration_by_default","severity":"attention","evidence":".env.example 中关于 DCR_VERIFIED_DOMAINS：\"When set (comma separated), POST /oauth/register only accepts redirect_uris whose host matches a listed domain or one of its subdomains; unset or empty means any client can self-register.\" 该变量在示例中被注释掉了。","source":"ai","title":"MCP 客户端默认开放注册"},{"code":"own_platform_apps_and_approval_needed","severity":"info","evidence":"README 对比表，自托管一栏：\"You create your own developer apps on each platform and go through their approval (Meta, YouTube, TikTok can take weeks)\"。数据分析功能同样 \"requires your own app credentials with analytics scopes\"。","source":"ai","title":"需要自建平台应用并等待审批"},{"code":"heavy_server_stack","severity":"info","evidence":"docker-compose.yaml 会启动九个容器：Postiz、postgres:17-alpine、redis:7.2、Sentry Spotlight、elasticsearch:7.17.27、第二个 postgres:16、temporal auto-setup、管理工具和 Temporal UI。普通笔记本电脑通常不会在后台运行这样一整套服务。","source":"ai","title":"服务器组件繁重"},{"code":"network_copyleft_license","severity":"info","evidence":"LICENSE 为 AGPL-3.0：\"public use of a modified version, on a publicly accessible server, gives the public access to the source code of the modified version\"。如果你修改了 Postiz 并让其他人通过网络使用，就必须公开你的修改。","source":"ai","title":"网络型 copyleft 许可证"}],"platforms":["windows","mac","linux","web"],"tools":["docker"],"buildTools":["node","docker"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":["Your own developer app on each social network (X, LinkedIn, Facebook, Threads, YouTube, TikTok, Reddit, Pinterest, Discord, Slack, Mastodon and others)","OpenAI","Cloudflare R2 storage","Resend (activation e-mails)"],"cost":{"model":"freemium"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["productivity","automation"],"alternativeTo":[{"slug":"buffer","name":"Buffer","confirmed":true},{"slug":"hootsuite","name":"Hootsuite","confirmed":true},{"slug":"later","name":"Later","confirmed":true}],"declaredAlternatives":[],"stars":40377,"downloads":0,"downloadsWeek":0,"downloadsDays":3,"growth":1922,"growthDays":5,"history":[{"date":"2026-10-28","stars":39967},{"date":"2026-10-29","stars":40114},{"date":"2026-10-30","stars":40238},{"date":"2026-10-31","stars":40377}],"firstPublishedAt":"2026-10-28T01:50:05.578Z","commitSha":"a5affe62c74e39c1e7ac960d50d8418b807d532c","verifiedAt":"2026-10-28T01:38:38.681Z","lastCommitAt":"2026-10-31T08:23:43Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Write, schedule and publish posts to many social networks from one calendar running on your own server.","summary":"A social media management app you host yourself: one calendar to write, schedule and cross-post to X, Instagram, YouTube, TikTok, LinkedIn, Reddit, Facebook, Threads, Pinterest, Discord, Slack, Mastodon and Bluesky, with analytics, team members, a public API and AI writing help. You use it in a browser. Running it means Docker with PostgreSQL, Redis and a Temporal stack, and creating your own developer app on each network, which the README says Meta, YouTube and TikTok can take weeks to approve. The same product is also sold as a paid hosted service.","easeRationale":"The 204 releases carry no installer, so the published way in is the docker-compose file: Linux is the natural home for it and sets the grade, since it starts Postiz plus PostgreSQL, Redis, Temporal and Elasticsearch, and you then fill in dozens of settings before opening http://localhost:4007 in a browser. Windows and macOS need Docker Desktop for the same stack; the browser grade matches because the page only exists once that server is running.","costNote":"Self-hosting is free under AGPL-3.0 (\"Free forever\"; you pay for your own server). Postiz Cloud is a subscription per plan with a 7-day trial.","notVerified":["Whether each network still accepts your own developer app, and how long the approval takes","How much memory and disk the full container stack really needs on your server","What the AI writing, image, video and clipping features cost once you plug in your own provider keys","Whether the published ghcr.io image matches the code in this repository","Whether posting and analytics keep working after each platform changes its API"]},"zh-Hans":{"summaryShort":"在自己服务器上运行的同一个日历里撰写、安排并发布帖子到多个社交网络。","summary":"一个你自己搭建托管的社交媒体管理应用：用一个日历撰写、安排并同时发布到 X、Instagram、YouTube、TikTok、LinkedIn、Reddit、Facebook、Threads、Pinterest、Discord、Slack、Mastodon 和 Bluesky，还提供数据分析、团队成员协作、公开 API 和 AI 写作辅助。你通过浏览器使用它。运行它需要用 Docker 搭配 PostgreSQL、Redis 和 Temporal 技术栈，并在每个平台上创建自己的开发者应用，README 提到 Meta、YouTube 和 TikTok 的审核可能要等上几周。同一款产品也作为付费托管服务出售。","easeRationale":"204 个发布版本都没有安装程序，官方给出的方式是 docker-compose 文件：Linux 是它的天然环境，也决定了评分，因为它要启动 Postiz 以及 PostgreSQL、Redis、Temporal 和 Elasticsearch，之后还要填写几十项设置，才能在浏览器里打开 http://localhost:4007。Windows 和 macOS 需要用 Docker Desktop 运行同一套技术栈；浏览器端的评分与之一致，因为只有服务器运行起来后页面才会存在。","costNote":"自己搭建托管在 AGPL-3.0 协议下是免费的（“永久免费”；你只需支付自己服务器的费用）。Postiz Cloud 则是按套餐订阅收费，提供 7 天试用。","notVerified":["每个平台是否仍然接受你自己的开发者应用，以及审核需要多长时间","完整的容器技术栈在你的服务器上实际需要多少内存和磁盘空间","一旦接入自己的服务商密钥，AI 写作、图片、视频和剪辑功能的实际费用是多少","发布在 ghcr.io 上的镜像是否与这个仓库中的代码一致","在各个平台修改其 API 之后，发布和数据分析功能是否还能正常工作"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0NTM3NTA4","slug":"gnome__gimp","name":"GIMP","owner":"GNOME","fullName":"GNOME/gimp","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"license_in_files_gpl3","severity":"info","evidence":"许可证检查结果为 NOASSERTION，但 COPYING 中包含 GNU 通用公共许可证第 3 版，LICENSE 则说明 libgimp 库使用 GNU 宽通用公共许可证（LGPL）。","source":"ai","title":"文件中标明 GPL3 许可证"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":182,"maxMB":545,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"winget"},"categories":["image","design_cad"],"alternativeTo":[{"slug":"photoshop","name":"Photoshop","confirmed":true},{"slug":"pixelmator-pro","name":"Pixelmator Pro","confirmed":true},{"slug":"affinity-designer","name":"Affinity Designer","confirmed":true}],"declaredAlternatives":[],"stars":6559,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":14,"growthDays":6,"history":[{"date":"2026-10-25","stars":6545},{"date":"2026-10-26","stars":6546},{"date":"2026-10-27","stars":6550},{"date":"2026-10-28","stars":6554},{"date":"2026-10-29","stars":6555},{"date":"2026-10-30","stars":6557},{"date":"2026-10-31","stars":6559}],"firstPublishedAt":"2026-10-25T23:19:03.806Z","commitSha":"0f5cab52f31bf467bc0d6e417aeb3d52b83c6c5c","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T21:20:52Z","isMirror":true,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Edit photos, retouch pictures and create digital art with a free, full-featured image editor.","summary":"GIMP (GNU Image Manipulation Program) is a long-running free image editor. You can retouch and crop photos, work with layers and masks, paint with brushes, and open and save many file types, including PDF and SVG. It is for anyone who edits images, from hobbyists to designers. On Windows you download the installer from the official site and run it. This GitHub page is a read-only copy of the code; the main project lives on GNOME's GitLab, and the code here is the unstable 3.3 development branch.","easeRationale":"An official Windows installer exists (gimp-3.2.6-setup.exe, about 182 MB, listed in winget as GIMP.GIMP.3) that you download and run.","notVerified":["Whether the Windows installer (version 3.2.6) was built from this exact code; this mirror holds the 3.3 development branch","How well it performs with very large images on your computer","Whether add-on plug-ins written for the older GIMP 2 work (the INSTALL notes say they do not)"]},"zh-Hans":{"summaryShort":"用一款免费且功能齐全的图像编辑器编辑照片、修饰图片并创作数字艺术。","summary":"GIMP（GNU Image Manipulation Program）是一款历史悠久的免费图像编辑器。你可以修饰和裁剪照片，使用图层和蒙版，用画笔绘画，并打开和保存多种文件类型，包括 PDF 和 SVG。它适合所有需要编辑图像的人，从业余爱好者到设计师。在 Windows 上，你从官方网站下载安装程序并运行即可。这个 GitHub 页面只是代码的只读副本；主项目位于 GNOME 的 GitLab，这里的代码是不稳定的 3.3 开发分支。","easeRationale":"有官方的 Windows 安装程序（gimp-3.2.6-setup.exe，约 182 MB，在 winget 中列为 GIMP.GIMP.3），下载后运行即可。","notVerified":["Windows 安装程序（3.2.6 版）是否由这份代码构建而成；这个镜像保存的是 3.3 开发分支","在你的电脑上处理超大图像时表现如何","为旧版 GIMP 2 编写的附加插件是否可用（INSTALL 说明称不可用）"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxMTE4MDY4Nw==","slug":"gohugoio__hugo","name":"Hugo","owner":"gohugoio","fullName":"gohugoio/hugo","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"theme_needs_extra_tools","severity":"info","evidence":"README.md 列出了针对 Sass、PostCSS、Tailwind CSS 和 JavaScript 的资源处理流程（asset pipelines）；项目的 Dockerfile 会安装 \"git\"、\"nodejs\"、\"npm\" 以及单独的 \"dart-sass\" 程序，所以有些主题在你的电脑上也需要这些额外工具。","source":"ai","title":"主题需要额外工具"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":["docker","go"],"disk":{"minMB":32,"maxMB":95,"basis":"installer"},"apiKeys":["Google Cloud Storage, AWS S3 or Azure Storage (only for the deploy edition's direct upload)"],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[{"slug":"squarespace","name":"Squarespace","confirmed":true},{"slug":"wix","name":"Wix","confirmed":true}],"declaredAlternatives":[],"stars":90307,"downloads":102751694,"downloadsWeek":857106,"downloadsDays":6,"growth":73,"growthDays":6,"history":[{"date":"2026-10-25","stars":90234},{"date":"2026-10-26","stars":90248},{"date":"2026-10-27","stars":90265},{"date":"2026-10-28","stars":90272},{"date":"2026-10-29","stars":90272},{"date":"2026-10-30","stars":90291},{"date":"2026-10-31","stars":90307}],"firstPublishedAt":"2026-10-25T23:19:04.670Z","commitSha":"a1668da327a05646e98af10b622b75bc9355f287","verifiedAt":"2026-10-30T01:43:26.247Z","lastCommitAt":"2026-10-30T18:58:58Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Turn text files and a theme into a complete website you can host almost anywhere.","summary":"Hugo is a static site generator: you write pages as text files, pick a theme, and Hugo builds a finished website made of plain files you can upload to any web host. People use it for blogs, documentation, portfolios and company sites. It has a built-in preview server that shows your changes as you edit. It runs from the command line, so it suits people who are comfortable typing commands and editing configuration files. Ready downloads exist for Windows, Mac and Linux, in a standard and a deploy edition.","easeRationale":"The same on all three: there are ready downloads (hugo_0.169.0_windows-amd64.zip, a .pkg for macOS, .deb and .tar.gz for Linux), but Hugo has no window of its own — you run it with commands in a terminal, and themes are usually added with Git.","costNote":"Apache-2.0 licence. Hosting the finished website is up to you and may cost money.","notVerified":["Which extra tools your chosen theme needs, such as Git, Dart Sass or Node.","What hosting the finished site will cost you.","How well a given third-party theme is maintained.","Whether the standard edition is enough or you need the deploy edition for your host."]},"zh-Hans":{"summaryShort":"把文本文件和一个主题,变成一个完整的网站,几乎可以托管在任何地方。","summary":"Hugo 是一个静态网站生成器:你把页面写成文本文件,选一个主题,Hugo 就会构建出一个由普通文件组成的成品网站,可以上传到任何网站托管服务。常用于博客、文档、作品集和公司网站。它自带一个预览服务器,边编辑边显示改动效果。它要在命令行中运行,所以适合习惯输入命令和编辑配置文件的人。Windows、Mac 和 Linux 都有现成的下载包,分为标准版和部署版。","easeRationale":"三个系统上都一样:都有现成的下载包(Windows 版 hugo_0.169.0_windows-amd64.zip,macOS 版 .pkg,Linux 版 .deb 和 .tar.gz),但 Hugo 没有自己的窗口界面——要在终端里用命令运行,主题通常用 Git 添加。","costNote":"Apache-2.0 许可证。托管完成后的网站由你自行负责,可能需要付费。","notVerified":["你选的主题需要哪些额外工具,比如 Git、Dart Sass 或 Node。","托管完成后的网站会花费多少钱。","某个第三方主题的维护情况如何。","标准版是否够用,还是你的托管服务需要部署版。"]}}},{"id":"R_kgDOU-uhKw","slug":"google-research__harness2","name":"Harness2","owner":"google-research","fullName":"google-research/harness2","type":"framework_infra","status":"active","grade":"D","easeByPlatform":{"linux":"D"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"21 天内获得 20552 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"agents_run_with_no_sandbox_and_open_network","severity":"attention","evidence":"README，Web access 部分：\"Executor network access is unrestricted, and Codex runs with its sandbox disabled.\" 项目要求你在评测前自行配置网络限制，因此默认情况下，它在你的电脑上运行的 AI 智能体拥有完整的互联网访问权限，且没有沙盒。","source":"ai","title":"智能体在无沙盒且网络开放的环境中运行"},{"code":"not_an_official_google_product","severity":"info","evidence":"README 免责声明（Disclaimer）：\"This is not an officially supported Google product. 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For each task it proposes edits, tries them out, compares the runs and composes a refined setup, keeping the model itself unchanged, then carries the lessons to the next task. It comes with three professional benchmarks (JobBench, LAB, WorkBuddy-Bench) and runs agents through OpenCode or Codex. It is for researchers: Linux, Python 3.12, uv, Node, Docker and a Vertex AI account are needed, and real runs cost model money.","easeRationale":"Linux is the only system it targets (\"Use Linux, Python 3.12, and uv\", and the package is marked POSIX-only), and it is a D there: you create a virtual environment with uv, and the benchmarks additionally need Node.js 20+, the Google Cloud CLI, Docker for WorkBuddy-Bench and Pandoc and Poppler for LAB, all driven from the terminal. Windows and Mac are not covered.","costNote":"The code is free (Apache-2.0). The README warns that \"Model-backed runs incur API costs\" through your own Vertex AI account; only the built-in demo runs without model credentials.","notVerified":["Whether the reported gains reproduce with other models or on your own tasks.","What a full benchmark sweep really costs in model usage.","How much disk space the three benchmarks and their Docker images take.","Whether the benchmark data and third-party code under third_party/ and dependencies/ can be used for your purpose; they keep their own licences.","What the agents do with unrestricted internet access during a run."]},"zh-Hans":{"summaryShort":"一个研究框架，会重写 AI 智能体自身的提示词、工具和记忆，让它在任务中表现更好。","summary":"Harness2 是 Google 一个团队出品的研究代码，用于改进围绕 AI 模型的整套系统：提示词、防护机制、记忆、工具使用指引、子智能体、技能、脚本和插件。针对每个任务，它会提出修改方案，逐一试验，比较各次运行结果，再组合出一套优化配置，模型本身保持不变，然后把学到的经验带入下一个任务。它自带三个专业基准测试（JobBench、LAB、WorkBuddy-Bench），并通过 OpenCode 或 Codex 运行智能体。它面向研究人员：需要 Linux、Python 3.12、uv、Node、Docker 和一个 Vertex AI 账户，真实运行会产生模型调用费用。","easeRationale":"Linux 是唯一支持的系统（文档写明“使用 Linux、Python 3.12 和 uv”，软件包也标注为仅支持 POSIX），评分为 D：你需要用 uv 创建虚拟环境，几个基准测试还分别需要 Node.js 20+、Google Cloud CLI、运行 WorkBuddy-Bench 用的 Docker，以及运行 LAB 用的 Pandoc 和 Poppler，所有操作都在终端里完成。Windows 和 Mac 都不支持。","costNote":"代码是免费的（Apache-2.0 许可）。README 提醒“涉及模型的运行会产生 API 费用”，费用通过你自己的 Vertex AI 账户支付；只有内置的演示不需要模型凭据。","notVerified":["报告中的效果提升能否在其他模型或你自己的任务上重现。","完整跑一轮基准测试在模型用量上实际要花多少钱。","三个基准测试及其 Docker 镜像占用多少磁盘空间。","third_party/ 和 dependencies/ 目录下的基准数据和第三方代码是否可以用于你的用途；它们各自保留自己的许可证。","智能体在不受限制地访问互联网期间，运行过程中到底会做什么。"]}}},{"id":"R_kgDOUZMgZg","slug":"google__elephant-goldfish-model","name":"Elephant Goldfish Model","owner":"google","fullName":"google/elephant-goldfish-model","type":"content_list","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"46 天内获得 5952 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"not_an_officially_supported_google_product","severity":"info","evidence":"README 的 License 部分：\"[Apache 2.0](LICENSE). 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One agent keeps all your project context and drafts the specification for a feature; other agents read only the document and the code it points to, with none of the earlier chat, and list missing assumptions and risks. You decide what to change and approve the design before any code is written. For developers planning a feature, not for small bug fixes. Nothing to install beyond the coding agent you already pay for, plus one install command.","easeRationale":"B wherever your coding agent runs: once you have the agent, installation is one or two commands (`claude plugin marketplace add google/elephant-goldfish-model` then `claude plugin install egm@egm`, or `agy plugin install ...` for Antigravity), then you start a new session and type `/egm-brainstorm`. There is nothing else to install, but you do need a paid agent account.","costNote":"The files are Apache-2.0 and free. Using them needs a coding agent that costs money (Claude Code, Codex, Antigravity and similar), and a review spawns several fresh agents, so one design can use a lot of tokens.","notVerified":["Whether the skills install and run as described in each listed agent, including Claude Cowork and ChatGPT Work.","How many tokens, and how much money, a full brainstorm-draft-review cycle uses on your own plan.","Whether the reviewer findings are actually useful on your codebase, or mostly generic remarks.","What the skills read from your project and send to the model during a review."]},"zh-Hans":{"summaryShort":"一组技能，让你的编程代理先写一份设计文档，再由全新的代理挑出其中的漏洞，然后才开始写代码。","summary":"这是一个插件，为编程代理（Antigravity、Claude Code、Codex 等）提供七项技能。一个代理保留你项目的全部上下文，负责为某个功能起草规格文档；其他代理只读取这份文档以及它指向的代码，不接触之前的对话，列出缺失的假设和风险。你决定要改什么，并在写任何代码之前批准这份设计。适合正在规划功能的开发者，而不是用来修小 bug。除了你已经付费使用的编程代理之外，不需要再安装别的东西，只要执行一条安装命令。","easeRationale":"无论你的编程代理运行在哪里，评级都是 B：一旦有了编程代理，安装只需一两条命令（`claude plugin marketplace add google/elephant-goldfish-model` 然后 `claude plugin install egm@egm`，Antigravity 则用 `agy plugin install ...`），之后开一个新会话并输入 `/egm-brainstorm` 即可。没有其他东西需要安装，但你需要一个付费的代理账户。","costNote":"这些文件采用 Apache-2.0 许可，免费。使用它们需要一个付费的编程代理（Claude Code、Codex、Antigravity 等），而每次评审都会启动多个全新的代理，所以一份设计方案可能会消耗不少 token。","notVerified":["这些技能是否能在列出的每个代理（包括 Claude Cowork 和 ChatGPT Work）中按描述安装和运行","在你自己的套餐下，完整走一遍头脑风暴、起草、评审流程会消耗多少 token、花多少钱","评审者给出的发现是否真的对你的代码库有用，还是大多是泛泛而谈","评审过程中这些技能会从你的项目中读取并发送给模型哪些内容"]}}},{"id":"R_kgDOR4-pDw","slug":"graphify-labs__graphify","name":"Graphify","owner":"Graphify-Labs","fullName":"Graphify-Labs/graphify","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"211天内140041颗star(约每天664颗)","source":"check","title":"异常的star增长速度"},{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把一个远程脚本直接管道到shell执行:curl -LsSf https://astral.sh/uv/install.sh \\| sh","source":"check","title":"curl管道直接执行到shell"},{"code":"similar_package_names_on_pypi","severity":"attention","evidence":"README, Install: \"Official package: The PyPI package is `graphifyy` (double-y). Other `graphify*` packages on PyPI are not affiliated. The CLI command is still `graphify`.\" 输入看起来显然正确的名字,会安装别人的包。","source":"ai","title":"PyPI上有相似名称的包"},{"code":"queries_written_to_a_log_file","severity":"info","evidence":"README, Privacy: \"every `graphify query`, `graphify path`, `graphify explain`, and MCP `query_graph` call is logged to `~/.cache/graphify-queries.log` in JSON Lines format (timestamp, question, corpus, nodes returned, duration)\"。它只留在你自己的机器上,`GRAPHIFY_QUERY_LOG_DISABLE=1`可以关闭它。同一节还说没有遥测。","source":"ai","title":"查询会被写入日志文件"},{"code":"changes_your_assistant_and_your_repository","severity":"info","evidence":"`graphify install`会为你的助手写入指令文件和hooks(例如`.claude/skills/graphify/SKILL.md`、`AGENTS.md`、`.cursor/rules/`、一个`PreToolUse` hook、一个原生Pi扩展),`graphify hook install`还会添加git hooks,在每次commit和切换分支时重建图谱。`graphify uninstall --purge`会把它们全部移除。","source":"ai","title":"会修改你的助手和你的仓库"},{"code":"free_tool_promotes_a_paid_cloud_service","severity":"info","evidence":"README 在四个地方重复了 Graphify Cloud 试用的推广语,包括\"Cut agent token spend by 80%\"这个说法,还有一个 Y Combinator S26 的徽章。本地工具不依赖它也能用,但这个页面同时也是公司付费产品的销售页。","source":"ai","title":"免费工具在推广付费云服务"},{"code":"benchmarks_are_self_reported","severity":"info","evidence":"README 中的对比表(\"0.497 recall@10\",对比 mem0 和 supermemory)是由项目自己的测试框架和评判程序生成的,具体说明见 BENCHMARKS.md。没有独立第三方运行过这项测试。","source":"ai","title":"基准测试是自行报告的"},{"code":"optional_extra_downloads_videos_from_websites","severity":"info","evidence":"`video`这个可选组件会安装 yt-dlp,`/graphify add <youtube-url>`会下载并转录视频。这样下载视频违反了 YouTube 等网站的服务条款,而且这个扩展默认不会安装。","source":"ai","title":"可选扩展会从网站下载视频"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python","docker"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":["OpenAI","Anthropic","Google Gemini","DeepSeek","Moonshot AI (Kimi)","Graphify Cloud (the paid service)"],"cost":{"model":"freemium"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","ai_skills"],"alternativeTo":[{"slug":"graphify-cloud","name":"Graphify Cloud","confirmed":true},{"slug":"mem0","name":"Mem0","confirmed":true},{"slug":"supermemory","name":"Supermemory","confirmed":true}],"declaredAlternatives":[],"stars":140040,"downloads":11932,"downloadsWeek":1033,"downloadsDays":5,"growth":3878,"growthDays":5,"history":[{"date":"2026-10-26","stars":136162},{"date":"2026-10-27","stars":136993},{"date":"2026-10-28","stars":137858},{"date":"2026-10-29","stars":138699},{"date":"2026-10-30","stars":139485},{"date":"2026-10-31","stars":140040}],"firstPublishedAt":"2026-10-27T01:10:12.631Z","commitSha":"f5155badddaa3286c78a51653791131e9e2e4d29","verifiedAt":"2026-11-01T01:58:58.912Z","lastCommitAt":"2026-11-01T00:43:59Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Maps a folder of code and documents into a knowledge graph you can query from the terminal or from your AI assistant.","summary":"Graphify reads a project folder and builds a graph of how its parts connect: which function calls which, what a file imports, which document explains what. You get an HTML page you can click through, a Markdown report and a graph.json you can ask questions about from the terminal or from your AI coding assistant with /graphify. Code is parsed on your machine with tree-sitter and needs no AI key; documents, PDFs, images and video only use a model if you set one up. For programmers, with or without an assistant such as Claude Code.","easeRationale":"Same work on all three platforms, and macOS is the shortest path (`brew install python@3.12 uv`, then `uv tool install graphifyy` and `graphify install`); Windows needs `winget install astral-sh.uv` first. There is no installer: you need Python 3.10 or newer plus uv or pipx, and the only required program is Python. An AI assistant is the recommended way in (`/graphify .`) but not a requirement: the README says \"Beyond your AI assistant, query `graph.json` straight from the CLI with `graphify query`, `graphify path`, and `graphify explain`\" and \"A code-only corpus requires no API key: `graphify extract` runs fully offline\". Docker is optional, for the one use the repository's Dockerfile covers: \"graphify MCP server as a shared HTTP service\".","costNote":"The command-line tool is free under Apache-2.0. The same README sells Graphify Cloud, a paid always-on service with a \"free 14-day trial\". Running the semantic pass over documents without an assistant needs a paid AI key.","notVerified":["Whether the graph is accurate for your project: the README itself warns that a file parsed as the wrong language still produces nodes, so the graph can look full while the real symbols are missing.","How long a build takes and how much disk the graph uses on a large repository.","What the optional semantic pass over documents and PDFs costs with a paid API key.","Whether the hooks it installs really make your assistant read fewer files, or just add instructions it may ignore.","How 140,041 stars accumulated in 211 days, which is about 664 a day."]},"zh-Hans":{"summaryShort":"将代码和文档文件夹转换为知识图谱,可通过终端或AI助手查询。","summary":"Graphify 读取项目文件夹,构建各部分之间如何关联的图谱:哪个函数调用了哪个,文件导入了什么,文档解释了什么。你会得到一个可点击浏览的HTML页面、一份Markdown报告和一个graph.json,可以通过终端或你的AI编程助手用/graphify向它提问。代码在你自己的机器上用tree-sitter解析,不需要AI密钥;文档、PDF、图片和视频只有在你配置了模型后才会用到模型。适合程序员使用,无论是否配合像Claude Code这样的助手。","easeRationale":"三个平台的操作一样,macOS 是最短的路径(`brew install python@3.12 uv`,然后`uv tool install graphifyy`和`graphify install`);Windows 需要先执行`winget install astral-sh.uv`。没有安装程序:你需要 Python 3.10 或更高版本,外加 uv 或 pipx,唯一必需的程序是 Python。AI 助手是推荐的使用方式(`/graphify .`),但不是必须的:README 中写道\"Beyond your AI assistant, query `graph.json` straight from the CLI with `graphify query`, `graphify path`, and `graphify explain`\",以及\"A code-only corpus requires no API key: `graphify extract` runs fully offline\"。Docker 是可选的,仓库的 Dockerfile 只覆盖这一种用法:\"graphify MCP server as a shared HTTP service\"。","costNote":"这个命令行工具在 Apache-2.0 许可下是免费的。同一份 README 还在推销 Graphify Cloud,一个常驻运行的付费服务,提供\"free 14-day trial\"。在没有助手的情况下对文档运行语义分析需要付费的 AI 密钥。","notVerified":["这个图谱对你的项目是否准确:README 自己提醒,一个被识别为错误语言的文件仍会生成节点,所以图谱看起来完整,实际符号却可能缺失。","在大型仓库中构建需要多长时间,图谱占用多少磁盘空间。","使用付费 API 密钥对文档和 PDF 运行可选的语义分析要花多少钱。","它安装的 hooks 是否真的让你的助手少读文件,还是只是添加了它可能忽略的指令。","140,041 颗星是如何在 211 天内积累的,平均每天约 664 颗。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyNTg5Njc4NjA=","slug":"graphiteeditor__graphite","name":"Graphite","owner":"GraphiteEditor","fullName":"GraphiteEditor/Graphite","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"web":"A"},"risk":"attention","signals":[{"code":"stale_releases","severity":"attention","evidence":"最近一次发布在 2022-02-04（1726 天前）","source":"check","title":"发布版本长期未更新"},{"code":"alpha_stage","severity":"attention","evidence":"README.md：\"Graphite is a free, open source vector and raster graphics engine, [available now](https://editor.graphite.art) in alpha.\" 照片编辑、动态图形和桌面排版等功能被描述为路线图中的计划项目。","source":"ai","title":"处于 alpha 阶段"},{"code":"desktop_app_without_downloads","severity":"info","evidence":"Cargo.toml 列出了 desktop/platform/linux、desktop/platform/mac 和 desktop/platform/win 这些工作区成员，但唯一的发布版本（latest-stable，2022-02-04）没有任何平台的可执行文件。","source":"ai","title":"桌面应用没有可下载的安装包"}],"platforms":["web"],"tools":[],"buildTools":["rust"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["design_cad","image"],"alternativeTo":[{"slug":"illustrator","name":"Illustrator","confirmed":true},{"slug":"photoshop","name":"Photoshop","confirmed":true},{"slug":"affinity-designer","name":"Affinity Designer","confirmed":true},{"slug":"indesign","name":"InDesign","confirmed":false}],"declaredAlternatives":[],"stars":27802,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":74,"growthDays":6,"history":[{"date":"2026-10-25","stars":27728},{"date":"2026-10-26","stars":27736},{"date":"2026-10-27","stars":27743},{"date":"2026-10-28","stars":27769},{"date":"2026-10-29","stars":27776},{"date":"2026-10-30","stars":27785},{"date":"2026-10-31","stars":27802}],"firstPublishedAt":"2026-10-25T23:19:06.404Z","commitSha":"c20da5c3a59d34ad9247ce915059be8118f298bf","verifiedAt":"2026-10-28T01:35:16.445Z","lastCommitAt":"2026-11-01T01:09:38Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Free graphics editor that runs in the browser for vector drawing, design and procedural art.","summary":"Graphite is a free 2D graphics editor you open in the browser at editor.graphite.art. You can draw and edit vector art, apply effects and build procedural designs by connecting nodes, with changes that stay editable. It is aimed at designers, illustrators and digital artists. Nothing to install for the web version. The README says it is in alpha, so parts are unfinished; photo editing, motion graphics and desktop publishing are listed as planned, not finished. Desktop code exists in the repository but there are no ready desktop downloads.","easeRationale":"On the web it is grade A: the README links a hosted editor at editor.graphite.art that opens in a browser with no install. The repository also has desktop folders for Windows, Mac and Linux, but the only GitHub release has no program files, so there is no ready desktop download to grade.","costNote":"Free and community funded; the site asks for donations.","notVerified":["Whether the browser editor handles large or complex artwork without slowing down or crashing","Where your documents are stored when you use the hosted editor, and whether they survive closing the browser","Whether the in-repository desktop app builds and runs on Windows, Mac and Linux","Which file formats can really be opened and exported, and how well they match Illustrator or Photoshop files"]},"zh-Hans":{"summaryShort":"免费的图形编辑器，在浏览器中运行，用于矢量绘图、设计和程序化艺术创作。","summary":"Graphite 是一款免费的 2D 图形编辑器，可以在浏览器中打开 editor.graphite.art 使用。你可以绘制和编辑矢量图形，添加效果，并通过连接节点来构建程序化设计，所做的修改始终保持可编辑。它面向设计师、插画师和数字艺术家。网页版无需安装任何东西。README 说明它目前处于 alpha 阶段，部分功能尚未完成；照片编辑、动态图形和桌面出版都被列为计划中、尚未完成的功能。仓库里有桌面版代码，但没有现成的桌面版下载。","easeRationale":"网页端评分为 A：README 链接到一个托管编辑器 editor.graphite.art，无需安装即可在浏览器中打开。仓库里还有 Windows、Mac 和 Linux 的桌面版文件夹，但唯一的 GitHub 发布版本里没有程序文件，所以没有可供评分的现成桌面版下载。","costNote":"免费，由社区资助；网站接受捐赠。","notVerified":["浏览器编辑器在处理大型或复杂作品时是否会变慢或崩溃","使用托管编辑器时，文档保存在哪里，关闭浏览器后是否还会保留","仓库中的桌面版应用能否在 Windows、Mac 和 Linux 上构建并运行","实际能打开和导出哪些文件格式，以及它们与 Illustrator 或 Photoshop 文件的兼容程度如何"]}}},{"id":"R_kgDOT1eE0w","slug":"guillaumemeyer__watermarks-remover","name":"Watermarks Remover","owner":"guillaumemeyer","fullName":"guillaumemeyer/watermarks-remover","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"attention","signals":[{"code":"removes_ai_provenance_marks","severity":"attention","evidence":"主要用途是去除标明内容由 AI 生成的标记（C2PA、SynthID 类水印）。README 的 'Ethics and disclaimer' 部分写道：'For privacy and research on your content — not academic fraud or false “human-written” claims.' README 的参考文献引用 'SB 942 / EU AI Act Art. 50' 作为 AI 内容标识的背景。","source":"ai","title":"移除 AI 来源标记"},{"code":"ai_detector_evasion_features","severity":"attention","evidence":"README 更新日志 v0.7.0：'Pangram bulk API as a human-likeness backend'、一种 'humanize' 策略（'names the human-writer rules in the prompt'），以及 'New black-box watermark-stealing module and prompt-corpus downloader (#303)'（顶层文件夹 stealer/）。","source":"ai","title":"规避 AI 检测器的功能"},{"code":"restricted_license_optional_components","severity":"info","evidence":"compose.yaml：'ctrlregen and synthid bake in upstream code that is not publicly redistributable (all-rights-reserved / non-commercial Research License), so they build from source locally and are never pushed to GHCR.'","source":"ai","title":"可选组件的许可证受限"},{"code":"pinned_dependencies_with_advisories","severity":"info","evidence":"README：'Its research-era dependency pins (requirements-ctrlregen.txt — e.g. transformers==4.37.2, diffusers==0.27.2) carry published advisories and are intentionally not current'，这些依赖仅安装在单独的虚拟环境（venv）中，供可选的 CtrlRegen 后端使用。","source":"ai","title":"锁定版本的依赖项带有已公布的漏洞公告"},{"code":"setup_scripts_download_third_party_code","severity":"info","evidence":"README：setup_synthid.sh、setup_ctrlregen.sh 和 setup_markllm.sh 各自会克隆上游仓库（'Clones upstream'）、创建 venv 并安装 torch 等软件包；模型会在首次运行时从 Hugging Face 下载。","source":"ai","title":"安装脚本会下载第三方代码"},{"code":"agent_hook_edits_files","severity":"info","evidence":"README：Claude Code 插件 'registers a PostToolUse hook on Write|Edit|MultiEdit|NotebookEdit'；在 'clean' 模式下，它会对智能体写入的文件 'Strips the marks in place'。","source":"ai","title":"智能体钩子会修改文件"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python","docker","ffmpeg"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":["Hugging Face (HF_TOKEN, only for optional gated models)","OpenAI-compatible model API for text rewriting (WATERMARKS_REWRITE_API_KEY)","Password you choose for the local service (WATERMARKS_SERVER_API_KEY)"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["productivity","image","development"],"alternativeTo":[],"declaredAlternatives":[{"target":"word","stance":"claims","evidence":"Any rewrite replaces the original word choices with the rewriting model's, which flattens tone, voice, and precision"},{"target":"invideo-ai","stance":"claims","evidence":"- Agent skill `remove-ai-marks` (replaces Claude-only `remove-claude-marks`)"}],"stars":25776,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":781,"growthDays":5,"history":[{"date":"2026-10-26","stars":24995},{"date":"2026-10-27","stars":25104},{"date":"2026-10-28","stars":25372},{"date":"2026-10-29","stars":25564},{"date":"2026-10-30","stars":25672},{"date":"2026-10-31","stars":25776}],"firstPublishedAt":"2026-10-27T01:10:12.632Z","commitSha":"5c180932a00c793261177f79aee21db8929f3fe2","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-21T22:02:50Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Removes hidden AI marks, like invisible characters and file metadata, from text, images and documents you own.","summary":"A Python service plus add-on skills for AI coding assistants (Claude Code, Codex, Cursor) that find and remove AI provenance marks: invisible Unicode characters in text, C2PA and EXIF metadata in images, PDFs and Office files, and, by rewording, statistical text watermarks. It is aimed at technical users. You need Python 3.10+ and a terminal. Text cleaning through the service also needs a rewrite model (local Ollama or an online API). Optional pixel-level image removal downloads about 10 GB of models and works best with an NVIDIA graphics card.","easeRationale":"There is no installer: you install Python 3.10+, run the skill installer script and start the local service from a terminal, and the heavier optional parts need Docker or an NVIDIA graphics card.","costNote":"If you choose an online rewrite model (the README gives DeepSeek as an example), that provider bills you separately.","notVerified":["Whether the Windows commands (py install_skill.py, py service/scripts/server.py) work as documented.","How well text watermark removal holds up against real vendor detectors; the README says no tool can certify a detector will fail.","How much the rewording changes the quality and meaning of cleaned text.","Real cost of an online rewrite model, and disk and graphics memory use of the optional ~10 GB pixel-removal models.","What the stealer/ folder and its prompt-corpus downloader send or fetch over the network."]},"zh-Hans":{"summaryShort":"清除你自己的文本、图片和文档中隐藏的 AI 标记,如不可见字符和文件元数据。","summary":"这是一个 Python 服务,外加适用于 AI 编程助手(Claude Code、Codex、Cursor)的扩展技能,用来查找并清除 AI 来源标记:文本中的不可见 Unicode 字符,图片、PDF 和 Office 文件中的 C2PA 与 EXIF 元数据,以及通过改写来处理的文本统计型水印。它面向技术用户。你需要 Python 3.10+ 和终端。通过该服务清理文本还需要一个改写模型(本地 Ollama 或在线 API)。可选的像素级图片清除会下载约 10 GB 的模型,配合 NVIDIA 显卡效果最好。","easeRationale":"没有安装程序:你需要安装 Python 3.10+,运行技能安装脚本,并在终端中启动本地服务;较重的可选部分需要 Docker 或 NVIDIA 显卡。","costNote":"如果你选择在线改写模型(README 以 DeepSeek 为例),该服务商会另行向你收费。","notVerified":["Windows 命令(py install_skill.py、py service/scripts/server.py)是否如文档所述可用。","文本水印清除面对真实厂商检测器时效果如何;README 称没有任何工具能证明检测器一定失效。","改写会在多大程度上改变清理后文本的质量和含义。","在线改写模型的实际费用,以及可选的约 10 GB 像素级清除模型占用的磁盘和显存。","stealer/ 文件夹及其提示词语料下载器会通过网络发送或获取什么。"]}}},{"id":"R_kgDOLeediw","slug":"harry0703__moneyprinterturbo","name":"MoneyPrinterTurbo","owner":"harry0703","fullName":"harry0703/MoneyPrinterTurbo","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"known_vulnerabilities","severity":"attention","evidence":"固定版本的依赖存在已知漏洞（OSV）：python-multipart：GHSA-v9pg-7xvm-68hf、PYSEC-2026-3040","source":"check","title":"存在已知漏洞"},{"code":"bundled_music_unclear_rights","severity":"attention","evidence":"README.md（背景音乐部分）：\"当前项目里面放了一些默认的音乐，来自于 YouTube 视频，如有侵权，请删除。\"（resource/songs 里默认的背景音乐来自 YouTube 视频，如果侵权请自行删除）。用这些歌曲发布的视频可能会收到版权投诉。","source":"ai","title":"附带音乐的版权归属不明确"},{"code":"sponsor_affiliate_links","severity":"info","evidence":"README.md 有一大段付费 AI API 平台的赞助商内容，带有推荐链接，例如 \"https://platform.kimi.com?track_id=track-6eec1e56a4494e52adcaebbcbbefce59&aff=moneyprinterturbo\" 和 \"https://infistar.cc/register?aff=6T4EYXP2\"。功能介绍部分的模型列表也链接到这些赞助商。","source":"ai","title":"赞助商联盟链接"},{"code":"updates_code_at_run_time","severity":"info","evidence":"README.md：\"下载后，建议先双击执行 update.bat 更新到最新代码，然后双击 start.bat 启动\"。你最终运行的代码可能和发布的压缩包不一样。","source":"ai","title":"运行时会更新代码"},{"code":"agent_installs_from_remote_skill","severity":"info","evidence":"README.md 建议把远程文件 \"https://raw.githubusercontent.com/harry0703/MoneyPrinterTurbo/main/docs/skill/SKILL.md\" 交给一个 AI 代理；代理随后会自行在你的终端里安装、配置并运行这个项目。","source":"ai","title":"由代理从远程 skill 自行安装"},{"code":"docker_build_uses_third_party_mirrors","severity":"info","evidence":"Dockerfile 默认设置 ARG DOCKER_BUILD_MIRROR=china，本地构建时会写入阿里云和清华的 Debian 源，并运行 \"uv pip install --system --no-cache --default-index https://mirrors.aliyun.com/pypi/simple/\"。docker-compose.release.yml 使用的预构建镜像则是用官方 PyPI 构建的。","source":"ai","title":"docker 构建使用第三方镜像源"},{"code":"similar_name_package_on_pypi","severity":"info","evidence":"README.md：\"官方 PyPI 包名为 mpt，由 harry0703 维护。PyPI 上名为 MoneyPrinterTurbo 的包由第三方维护。\"","source":"ai","title":"pypi 上有同名近似的包"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["python","docker","gpu_nvidia","ffmpeg"],"disk":{"minMB":876,"maxMB":2627,"basis":"installer"},"apiKeys":["AI model provider for scripts (OpenAI, Kimi, DeepSeek, Gemini, Claude and others; not needed with local Ollama or a script you write yourself)","Pexels or Pixabay (free stock footage; not needed if you only use your own clips)","Paid voice services (Azure Speech, ElevenLabs, MiniMax, Fish Audio, ModelBest VoxCPM and others)","AI video generation services (MiniMax H3, Seedance, WaveSpeed, OFox, MuAPI)","TikTok, Instagram or YouTube accounts for automatic upload"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["video","automation","chat_ai"],"alternativeTo":[{"slug":"pictory","name":"Pictory","confirmed":true},{"slug":"invideo-ai","name":"AI","confirmed":true},{"slug":"elevenlabs","name":"ElevenLabs","confirmed":true}],"declaredAlternatives":[],"stars":136917,"downloads":158679,"downloadsWeek":7004,"downloadsDays":5,"growth":1436,"growthDays":5,"history":[{"date":"2026-10-26","stars":135481},{"date":"2026-10-27","stars":135856},{"date":"2026-10-28","stars":136132},{"date":"2026-10-29","stars":136310},{"date":"2026-10-30","stars":136616},{"date":"2026-10-31","stars":136917}],"firstPublishedAt":"2026-10-27T01:10:12.634Z","commitSha":"bd29c9ae817f28ce30d9ec819f8b4f054fd0a58e","verifiedAt":"2026-10-31T01:38:14.401Z","lastCommitAt":"2026-10-31T23:56:16Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Type a topic and it writes a script, finds clips, adds a voice, subtitles and music, and builds a short video.","summary":"MoneyPrinterTurbo turns a topic or keyword into a finished short video for TikTok, YouTube Shorts or Reels. An AI model writes the script, stock footage comes from Pexels or Pixabay (or your own clips), and it adds a voice-over, subtitles and background music. It can also upload the result. On Windows you unzip an 876 MB portable package and run start.bat; on Mac and Linux you install it with Python. You need a key for an AI model service (or a local model through Ollama) and a free stock-footage key. The basic Edge TTS voice needs no key.","easeRationale":"Windows is the easiest: an 876 MB portable package you unzip (in a folder path without spaces or special characters) and start with start.bat, then enter an AI model key and a stock-footage key in the web interface. Mac and Linux have no ready package, so you install Python 3.11, create a virtual environment and run a few commands (pip install mpt, mpt webui).","costNote":"The program is free. Script writing uses an AI model service, usually paid per use (a local model through Ollama is an option). Pexels and Pixabay keys are free, and the Edge TTS voice needs no key. AI-generated video clips from the listed services are paid.","notVerified":["Whether the portable Windows package starts cleanly and what update.bat changes after download.","Real cost per video with each AI model, voice and video service.","Disk use after the optional Whisper subtitle model downloads (README says about 3 GB for large-v3, 1.6 GB for large-v3-turbo).","Whether automatic upload to TikTok, Instagram and YouTube Shorts works and follows those platforms' rules.","The license of the bundled background music and of the stock clips that end up in the final videos.","How good and how accurate the AI-written scripts and the matched footage are."]},"zh-Hans":{"summaryShort":"输入一个主题，它就会写脚本、找素材、配音、加字幕和音乐，做出一个短视频。","summary":"MoneyPrinterTurbo 能把一个主题或关键词变成一个可以直接发到 TikTok、YouTube Shorts 或 Reels 的成品短视频。脚本由 AI 模型撰写，素材来自 Pexels 或 Pixabay（也可以用你自己的素材），并会加上配音、字幕和背景音乐，还能把成品上传出去。在 Windows 上，你解压一个 876 MB 的便携包并运行 start.bat；在 Mac 和 Linux 上则用 Python 安装。你需要一个 AI 模型服务的密钥（或通过 Ollama 使用本地模型），以及一个免费的素材网站密钥。基础的 Edge TTS 配音不需要密钥。","easeRationale":"Windows 上最简单：解压一个 876 MB 的便携包（放在不含空格或特殊字符的文件夹路径下），用 start.bat 启动，再在网页界面里填入 AI 模型密钥和素材网站密钥。Mac 和 Linux 没有现成的安装包，所以要先安装 Python 3.11，创建一个虚拟环境，再运行几条命令（pip install mpt、mpt webui）。","costNote":"这个程序本身免费。写脚本要用 AI 模型服务，通常按使用量付费（也可以通过 Ollama 用本地模型）。Pexels 和 Pixabay 的密钥是免费的，Edge TTS 配音也不需要密钥。所列服务里 AI 生成的视频素材是收费的。","notVerified":["Windows 便携包能否顺利启动，下载后 update.bat 会改动什么。","每种 AI 模型、配音和视频服务的实际使用成本。","下载可选的 Whisper 字幕模型后占用多少磁盘空间（README 说 large-v3 约 3 GB，large-v3-turbo 约 1.6 GB）。","自动上传到 TikTok、Instagram 和 YouTube Shorts 是否有效，以及是否符合这些平台的规则。","随附的背景音乐和最终视频里所用素材的版权情况。","AI 写的脚本质量如何、配的素材是否贴切。"]}}},{"id":"R_kgDOVb-mOA","slug":"heydamir__unslop","name":"unslop","owner":"heydamir","fullName":"heydamir/unslop","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"content_license_requires_credit","severity":"info","evidence":"README.md 许可部分：\"CC BY 4.0. Use it, change it and share it, including commercially, as long as you credit Damir Sokolovsky (@heydamir) and link back to this repository.\" 这是为内容设计的知识共享许可，不是常见的软件许可，带有署名义务。","source":"ai","title":"内容许可要求署名"},{"code":"edits_your_project_files","severity":"info","evidence":"README.md：\"fixes the screen pass by pass like a designer doing a redline review\" 以及 \"It audits the screen and proposes a direction before it edits anything, so you can steer it early.\" 这个技能会重写你界面的源文件，所以尚未提交的工作最好先保存。","source":"ai","title":"会修改你的项目文件"},{"code":"can_connect_paid_image_services","severity":"info","evidence":"README.md 视觉部分：\"it can generate one through an image service like fal, Replicate, OpenAI images or Higgsfield. If none is connected, it offers to connect one as an MCP server, and it shows the prompt and asks before every paid generation.\"","source":"ai","title":"可以连接付费图片服务"},{"code":"brand_new_repository","severity":"info","evidence":"GitHub 信息：创建于 2026-10-29，同一天有最后一次推送，已经有 1311 个星标。目前还没有发布版本，也没有修复记录。","source":"ai","title":"全新的仓库"}],"platforms":["windows","mac","linux"],"tools":["node","ffmpeg","other"],"buildTools":["ffmpeg"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["Claude (Claude Code login, Claude.ai paid plan or Anthropic API)","An image generation service (fal, Replicate, OpenAI images or Higgsfield) connected as an MCP server"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"CC-BY-4.0","category":"other","detectedFrom":"github"},"categories":["ai_skills","design_cad","development"],"alternativeTo":[{"slug":"v0-by-vercel","name":"v0 by Vercel","confirmed":true},{"slug":"figma","name":"Figma","confirmed":false}],"declaredAlternatives":[],"stars":3495,"downloads":0,"downloadsWeek":0,"downloadsDays":0,"growth":3495,"growthDays":2,"history":[{"date":"2026-10-31","stars":3495}],"firstPublishedAt":"2026-10-31T01:54:32.860Z","commitSha":"4652254daff586ff4739849395a127b56f7f8cc7","verifiedAt":"2026-10-31T01:43:26.415Z","lastCommitAt":"2026-11-01T00:05:59Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A Claude skill that redesigns AI-looking web pages and dashboards: it spots the clichés and fixes spacing, color, icons and copy.","summary":"unslop is one skill folder you copy into Claude Code. You point it at a screen you built with AI help, or even at a live URL, and it lists what makes it look machine-made (purple gradients, glows, emoji labels, shouty text, uneven spacing), proposes a direction taken from your product, then edits the screen pass by pass: spacing, color, icons, copy, type, layout, details, visuals and motion. It works with Next.js, React, Vue, Svelte, Tailwind or plain HTML and CSS. It is for people who write front-end code and already use Claude Code.","easeRationale":"The same on all three systems: you need Claude Code installed, then clone the repository and copy one folder into ~/.claude/skills (or the project's .claude/skills) and type /unslop. The optional story video also needs Playwright and ffmpeg.","costNote":"The skill is free under CC BY 4.0, with credit required. It runs inside Claude Code, which needs a paid plan or API use, and the optional hero images are generated by paid services such as fal, Replicate, OpenAI images or Higgsfield.","notVerified":["Whether the result actually looks better on your own screens, which is a matter of taste.","Whether it works as well on frameworks other than the ones the README names.","How much Claude usage a full multi-pass redesign consumes.","What the story video step installs and how it behaves on Windows.","What a paid image generation costs on each of the services it offers to connect."]},"zh-Hans":{"summaryShort":"一个 Claude 技能，重新设计带有 AI 痕迹的网页和面板：找出老套的套路，修正间距、颜色、图标和文案。","summary":"unslop 是一个你复制进 Claude Code 的技能文件夹。你把它指向一个用 AI 帮忙做出来的界面，甚至可以直接指向一个在线网址，它会列出让界面看起来像机器做的地方（紫色渐变、发光效果、表情符号标签、喊叫式文字、不均匀的间距），从你的产品里提出一个设计方向，然后逐轮修改界面：间距、颜色、图标、文案、字体、布局、细节、视觉效果和动效。它支持 Next.js、React、Vue、Svelte、Tailwind 或纯 HTML 和 CSS。它适合已经在用 Claude Code、会写前端代码的人。","easeRationale":"三个系统上做法相同：你需要已经安装了 Claude Code，然后克隆仓库，把一个文件夹复制到 ~/.claude/skills（或者项目自己的 .claude/skills），再输入 /unslop。可选的故事视频功能还需要 Playwright 和 ffmpeg。","costNote":"这个技能基于 CC BY 4.0 协议免费提供，但要求署名。它运行在 Claude Code 里面，通常需要付费套餐或按 API 用量付费，可选的主视觉图片由 fal、Replicate、OpenAI images 或 Higgsfield 等付费服务生成。","notVerified":["在你自己的界面上，效果是否真的更好看，这属于审美判断。","在 README 列出的框架之外，它的效果是否同样好。","一次完整的多轮重新设计会消耗多少 Claude 用量。","故事视频这一步会安装什么，在 Windows 上表现如何。","它可以连接的每个服务，一次付费图片生成要花多少钱。"]}}},{"id":"R_kgDORi26-Q","slug":"heygen-com__hyperframes","name":"Hyperframes","owner":"heygen-com","fullName":"heygen-com/hyperframes","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"desktop_app_comes_from_outside_the_repository","severity":"info","evidence":"README 提供了\"Download the desktop app: macOS · Windows · Linux (.deb)\"的下载,链接来自带追踪参数的 hyperframes.studio,而这里每个 GitHub 发布都没有平台二进制文件。那个应用里包含什么,无法从这个仓库核实。","source":"ai","title":"桌面应用来自仓库之外"},{"code":"company_project_that_also_sells_services","severity":"info","evidence":"这个仓库属于 heygen-com,README 中说 HyperFrames \"is used in production at HeyGen\"。/media-use skill 会获取\"music, sound effects, images, icons, logos, voiceover, avatar and generated video ... with HeyGen or free local tools\",所以这个免费框架也会引向该公司的付费服务。","source":"ai","title":"由公司发布,同时在销售服务"},{"code":"runs_a_browser_and_the_scripts_inside_your_composition","severity":"info","evidence":"渲染时会\"seeks each frame in headless Chrome\",通过 Puppeteer 运行 HTML 里包含的任何 JavaScript。README 自己的示例在渲染时从 cdn.jsdelivr.net 加载 GSAP,`npx hyperframes add <block>`会把目录里的代码复制到你的项目中,所以别人写的作品或模块会在你的机器上运行它的代码。","source":"ai","title":"会运行浏览器以及你的作品里的脚本"},{"code":"installs_skills_into_your_ai_assistant","severity":"info","evidence":"`claude plugin install hyperframes@hyperframes`或`npx hyperframes skills update`会为 Claude Code、Codex、Cursor 等写入 skill 文件。README 提醒,项目本地安装\"can overlap the tracked skills/ source and overwrite uncommitted edits\"。","source":"ai","title":"会在你的AI助手里安装skills"},{"code":"early_version_moving_very_fast","severity":"info","evidence":"自仓库在2026-03-10创建以来已有574次发布,版本号仍停留在0.8.225,仅2026-10-31一天就发布了三次。版本之间情况可能会变化。","source":"ai","title":"早期版本,迭代非常快"}],"platforms":["windows","mac","linux"],"tools":["node","ffmpeg"],"buildTools":["node","ffmpeg"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":["Google Gemini (image captioning while capturing a website)","HeyGen (voiceover, avatars and generated video through the /media-use skill)","AWS (only for the Lambda rendering path)"],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["video","development","ai_skills"],"alternativeTo":[{"slug":"remotion","name":"Remotion","confirmed":true},{"slug":"after-effects","name":"After Effects","confirmed":true}],"declaredAlternatives":[],"stars":76588,"downloads":10315,"downloadsWeek":747,"downloadsDays":2,"growth":3514,"growthDays":5,"history":[{"date":"2026-10-29","stars":75479},{"date":"2026-10-30","stars":76054},{"date":"2026-10-31","stars":76588}],"firstPublishedAt":"2026-10-29T01:54:21.324Z","commitSha":"94849bf1e0b3bdc2d5eb118b82109e310c4215b1","verifiedAt":"2026-11-01T01:46:08.258Z","lastCommitAt":"2026-11-01T00:54:54Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Turns an HTML page with animations into an MP4 video, from the terminal or by asking an AI coding assistant.","summary":"HyperFrames writes video the way a web page is written: you make an HTML file with text, images, clips and animations, and it plays each frame in a hidden Chrome and encodes it with FFmpeg into an MP4. The same file always produces the same video, which suits automatic pipelines. It comes with a catalogue of about 450 ready-made pieces (titles, captions, charts, transitions) and skills so Claude Code, Codex or Cursor can build the video for you. For people comfortable with HTML and a terminal; it needs Node.js 22+ and FFmpeg.","easeRationale":"The documented path is the same on all three systems and macOS is the best covered: install Node.js 22 or newer and FFmpeg, then `npx hyperframes init my-video`, `npx hyperframes preview` and `npx hyperframes render`. There is no installer in the GitHub releases; the README links a separate desktop app download for macOS, Windows and Linux (.deb) from the project's own website, which is outside this repository.","costNote":"Apache-2.0, and the README says there are \"no per-render fees or commercial-use thresholds\". Optional extras cost money: a Gemini key for image captioning (the project estimates about $0.001 per image), HeyGen's paid services through the /media-use skill, and AWS Lambda if you render in the cloud.","notVerified":["Whether the advertised desktop app removes the need for Node.js and FFmpeg.","How long a render takes and how much CPU and disk it needs, since every frame is drawn in a browser and then encoded.","Whether an AI assistant really produces a usable video from one prompt.","Whether fonts, music and video clips suggested by the /media-use skill come with rights you may use.","What the AWS Lambda rendering path costs if you deploy it."]},"zh-Hans":{"summaryShort":"把带动画的HTML页面转换成MP4视频,可以用终端操作,也可以让AI编程助手帮你做。","summary":"HyperFrames 写视频的方式就像写一个网页:你做一个带文字、图片、片段和动画的HTML文件,它会在隐藏的Chrome里播放每一帧,再用FFmpeg编码成MP4。同一个文件总是生成同样的视频,适合自动化流程。它自带约450个现成素材(标题、字幕、图表、转场)的目录,还有skills让Claude Code、Codex或Cursor帮你构建视频。适合熟悉HTML和终端的人;需要Node.js 22+和FFmpeg。","easeRationale":"三个系统的文档路径是一样的,macOS 的覆盖最完整:安装 Node.js 22 或更高版本和 FFmpeg,然后依次执行`npx hyperframes init my-video`、`npx hyperframes preview`和`npx hyperframes render`。GitHub 发布里没有安装程序;README 链接了一个单独的桌面应用下载,适用于 macOS、Windows 和 Linux(.deb),来自项目自己的网站,不在这个仓库里。","costNote":"采用 Apache-2.0 许可,README 中写道\"no per-render fees or commercial-use thresholds\"。一些可选的附加功能需要花钱:用于图片配文字说明的 Gemini 密钥(项目估算每张图片约 $0.001)、通过 /media-use skill 使用的 HeyGen 付费服务,以及如果在云端渲染需要的 AWS Lambda。","notVerified":["宣传的桌面应用是否真的不需要 Node.js 和 FFmpeg。","一次渲染要花多长时间,需要多少 CPU 和磁盘,因为每一帧都是在浏览器里绘制后再编码的。","AI 助手是否真的能靠一句提示就生成一个可用的视频。","/media-use skill 推荐的字体、音乐和视频片段是否带有你可以使用的版权授权。","如果部署 AWS Lambda 渲染路径,费用是多少。"]}}},{"id":"R_kgDOVHytVw","slug":"heyputer__everything","name":"Everything","owner":"HeyPuter","fullName":"HeyPuter/everything","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"C","mac":"C","linux":"C","web":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"16 天内获得 5249 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"very_young_huge_scope","severity":"info","evidence":"仓库创建于 2026-10-13（约在分析前两周），已列出大约 50 个声称可替代 Photoshop、AutoCAD、Revit、SolidWorks 和 Salesforce 等产品的应用；检查记录显示 16 天内获得 5249 个星标。","source":"ai","title":"项目非常新，范围却极其庞大"},{"code":"demo_links_not_ready","severity":"info","evidence":"README.md：许多 \"Try it\" 链接带有 title=\"Demo URL not yet provided\"，或指向 \"#link-status\"（例如 Notes、Wiki、Expenses、Assets、Property Management、API Client）。","source":"ai","title":"演示链接尚未就绪"}],"platforms":["web","windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["office","productivity","design_cad"],"alternativeTo":[],"declaredAlternatives":[],"stars":6112,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":1949,"growthDays":5,"history":[{"date":"2026-10-26","stars":4163},{"date":"2026-10-27","stars":4418},{"date":"2026-10-28","stars":4961},{"date":"2026-10-29","stars":5217},{"date":"2026-10-30","stars":5948},{"date":"2026-10-31","stars":6112}],"firstPublishedAt":"2026-10-27T01:10:12.635Z","commitSha":"00f4a541a31eed0c86e30934c1842cdd2c3a32bd","verifiedAt":"2026-10-30T01:59:23.801Z","lastCommitAt":"2026-10-30T15:00:02Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A large set of free web apps, such as a spreadsheet, documents, photo editor and CAD tool, that you can try in a browser.","summary":"The Everything Project, from the company behind Puter, collects about 50 free apps in one repository: office tools (spreadsheet, documents, slides, PDF), team chat, photo, video and audio editors, CAD and engineering tools, business apps like a CRM and invoicing, and simple games. Each app lists the paid product it aims to replace. Many have a \"Try it\" link that opens a hosted version in your browser; some links are still marked as not ready. Running an app yourself needs Node.js 22.12 or newer and a few terminal commands. The project started in October 2026.","easeRationale":"On the web it is grade A: many apps have hosted versions on puter.com that open directly in a browser with nothing to install. On Windows, macOS and Linux you run a copy yourself, which the README says needs Node.js 22.12 or newer plus `npm install` and `npm run dev` inside each app's folder.","costNote":"MIT license. The README does not say whether the hosted versions on puter.com need an account or have limits.","notVerified":["How complete each app is compared with the paid product it names; some may be early prototypes.","Whether the hosted versions need a Puter account, store your files on Puter servers, or have usage limits.","Whether every app runs locally on Windows with the documented npm commands.","How files made in these apps open in the paid programs they replace (for example .docx, .xlsx, .dwg)."]},"zh-Hans":{"summaryShort":"一大批免费的网页应用,包括电子表格、文档、图片编辑器和 CAD 工具,都可以在浏览器里直接试用。","summary":"Everything Project 由 Puter 背后的公司推出,把大约 50 个免费应用集中在一个代码库里:办公工具(电子表格、文档、幻灯片、PDF)、团队聊天、图片、视频和音频编辑器、CAD 和工程工具、CRM 和发票等商业应用,还有一些简单的小游戏。每个应用都标明了它想替代的付费产品。很多应用都有一个“Try it”链接,点击后会在浏览器里打开托管版本;部分链接仍标记为尚未就绪。自己运行一个应用需要 Node.js 22.12 或更新版本,以及几条终端命令。该项目于 2026 年 10 月启动。","easeRationale":"在网页端属于 A 级:很多应用在 puter.com 上有托管版本,直接在浏览器里打开,什么都不用装。在 Windows、macOS 和 Linux 上,你要自己运行一份副本,README 说这需要 Node.js 22.12 或更新版本,还要在每个应用的文件夹里执行 `npm install` 和 `npm run dev`。","costNote":"MIT 许可证。README 没有说明 puter.com 上的托管版本是否需要账号,或是否有使用限制。","notVerified":["每个应用相对于它所说的付费产品完成度如何;有些可能只是早期原型。","托管版本是否需要 Puter 账号、是否会把你的文件存在 Puter 的服务器上,或是否有使用限制。","是否所有应用都能按文档中的 npm 命令在 Windows 上本地运行。","用这些应用制作的文件,在它们要替代的付费软件中(例如 .docx、.xlsx、.dwg)打开效果如何。"]}}},{"id":"R_kgDOQwI8Aw","slug":"hkuds__deeptutor","name":"DeepTutor","owner":"HKUDS","fullName":"HKUDS/DeepTutor","type":"needs_setup","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"D"},"risk":"attention","signals":[{"code":"desktop_builds_are_previews_and_unsigned","severity":"attention","evidence":"README 'Desktop — macOS and Windows (Preview)':'Desktop previews are available on dev; the v1.7.0 Release does not include desktop installers',下载来自CI构建产物,会'expire after seven days',而且'Windows preview builds are unsigned and may show a SmartScreen warning.'","source":"ai","title":"桌面构建是未签名的预览版"},{"code":"ai_can_run_commands_on_your_computer","severity":"attention","evidence":"聊天工具列表中包含'exec',Dockerfile 中写道'the restricted-subprocess backend (which the office skills... rely on for exec) is enabled by default via the sandbox_allow_subprocess runtime setting (system.json, default on)'。docker-compose.yml 还提到,在'bare-metal / macOS deployments where the runner is not started'的情况下,应用会'degrades to bwrap (Linux, if installed) or... a restricted subprocess',所以命令被约束的程度取决于你是怎么安装的。","source":"ai","title":"AI可以在你的电脑上执行命令"},{"code":"installs_third_party_code_while_running","severity":"attention","evidence":"Dockerfile 中的说明:'git is required to install CLI apps — most of the CLI-Anything catalog installs with pip install git+…'。发布说明列出了'101 CLI Apps the tutor can run'以及'Install community skills from ClawHub with deeptutor skill install behind a security gate'。compose 文件还会在每次启动时重新应用 DEEPTUTOR_EXTRAS 和 DEEPTUTOR_APT_PACKAGES。","source":"ai","title":"运行期间会安装第三方代码"},{"code":"docker_files_publish_ports_to_the_network","severity":"attention","evidence":"compose.yaml(podman)绑定的是'127.0.0.1:${HOST_PORT_BACKEND:-8001}:8001',但 docker-compose.yml 和 docker-compose.ghcr.yml 发布的是'${DEEPTUTOR_DOCKER_BACKEND_PORT:-8001}:...',没有 127.0.0.1 前缀,所以在这些文件里,应用会在机器的所有网络接口上响应。","source":"ai","title":"Docker文件会把端口暴露到网络"},{"code":"keys_and_accounts_kept_in_the_data_folder","severity":"info","evidence":"docker-compose.yml 中的注释:数据目录包含'accounts/grants/audit (data/system)',并特别指出'never data/system, which holds auth state, provider API keys, and per-owner secrets'是沙箱不应该看到的部分。你配置的一切都保存在你磁盘上的那个文件夹里。","source":"ai","title":"密钥和账户保存在数据文件夹中"}],"platforms":["windows","mac","linux"],"tools":["python","docker"],"buildTools":["python","docker"],"disk":{"minMB":461,"maxMB":1382,"basis":"installer"},"apiKeys":["A language model provider of your choice, set in Settings before use","OpenAI"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["productivity","chat_ai","ai_agents"],"alternativeTo":[{"slug":"notebooklm","name":"NotebookLM","confirmed":true},{"slug":"quizlet","name":"Quizlet","confirmed":true},{"slug":"chatgpt-plus","name":"ChatGPT Plus","confirmed":true}],"declaredAlternatives":[],"stars":52820,"downloads":204,"downloadsWeek":204,"downloadsDays":4,"growth":8939,"growthDays":5,"history":[{"date":"2026-10-27","stars":45915},{"date":"2026-10-28","stars":47991},{"date":"2026-10-29","stars":50068},{"date":"2026-10-30","stars":51779},{"date":"2026-10-31","stars":52820}],"firstPublishedAt":"2026-10-27T18:40:27.908Z","commitSha":"f7aed0744c36c5afef16a4261c31ebee1208cac2","verifiedAt":"2026-11-01T01:45:38.371Z","lastCommitAt":"2026-10-31T16:50:27Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A personal AI tutor you run yourself: ask about your own documents, get quizzes, study books, reading help and practice.","summary":"DeepTutor is a learning workspace you run on your own computer. You add documents, videos or web sources, and the tutor answers with citations to them, builds quizzes and practice, writes study books and narrated video lessons, keeps a notebook and tracks what you have learned. It brings no AI model of its own: you connect a provider key or a local model such as Ollama or LM Studio. There are preview installers for Windows and macOS that bundle Python and Node.js, plus Docker and pip installs for people comfortable with a terminal.","easeRationale":"Windows and macOS are a B: release v1.7.1 has a Setup .exe, a portable ZIP and a .dmg, and the README says the desktop build 'bundles Python, Node.js, and the full learning workspace, so no terminal or separate runtime installation is needed' — you then pick a provider and model in Settings. Linux is a D, because there is no desktop build and the documented routes are Docker or pip with commands such as 'deeptutor init' and 'deeptutor start'.","costNote":"The software is free (Apache-2.0). You pay whichever model provider you connect, unless you point it at a local model.","notVerified":["Whether the preview desktop builds work and match the source in this repository","What the model calls cost once you use books, quizzes and research for real","Real disk use after indexing your own documents, on top of the 461 MB installer","Whether the restricted sandbox keeps a generated command away from the rest of your files","Whether the Anki, calendar and Word exports come out as described"]},"zh-Hans":{"summaryShort":"一个你自己运行的个人AI导师:就你自己的文档提问,获得测验、学习手册、阅读帮助和练习。","summary":"DeepTutor 是一个在你自己电脑上运行的学习工作区。你添加文档、视频或网页来源,导师会带着引用来回答,生成测验和练习,撰写学习手册和带旁白的视频课程,维护一个笔记本,并追踪你学到的内容。它本身不附带任何AI模型:你需要接入一个服务商的密钥,或者像Ollama、LM Studio这样的本地模型。Windows和macOS有打包了Python和Node.js的预览版安装程序,也为习惯用终端的人提供Docker和pip安装方式。","easeRationale":"Windows 和 macOS 是 B 级:v1.7.1 版本提供了 Setup .exe、便携版 ZIP 和 .dmg,README 中写道桌面版'bundles Python, Node.js, and the full learning workspace, so no terminal or separate runtime installation is needed'——然后你在 Settings 里选择服务商和模型。Linux 是 D 级,因为没有桌面构建,文档记载的途径是 Docker 或 pip,使用像'deeptutor init'和'deeptutor start'这样的命令。","costNote":"软件本身是免费的(Apache-2.0)。你需要向你接入的模型服务商付费,除非指向本地模型。","notVerified":["预览版桌面构建是否能用,是否与这个仓库里的源码一致","真正用于书籍、测验和研究时,模型调用会花多少钱","在索引你自己的文档之后,除了461MB的安装包之外,实际占用多少磁盘空间","受限沙箱是否真的能让生成的命令接触不到你其他的文件","Anki、日历和Word的导出是否真的像描述那样生成"]}}},{"id":"R_kgDOU6bksw","slug":"horizon-rust__horizon","name":"Horizon","owner":"horizon-rust","fullName":"horizon-rust/horizon","type":"ready_app","status":"alert","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"high","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"28天内5388颗star","source":"check","title":"年轻仓库却有大量star"},{"code":"young_owner_account","severity":"attention","evidence":"所有者账户4天前创建","source":"check","title":"所有者账户注册时间很短"},{"code":"checked_against_decompiled_game_code","severity":"high","evidence":"Horizon 是对别人游戏的重写,依据反编译代码编写而成。README 开头几行:\"Not an official Minecraft product, nor approved by or associated with Mojang or Microsoft. Horizon contains no Minecraft code, assets or data: you need your own copy of Java Edition 26.3.\"Cargo.toml 说明了代码的编写方式:\"Ports mirror vanilla's Java signatures, index loops and nested generic types one to one so they can be checked against the decompiled sources.\"这些输入材料被排除在仓库之外:README,Build from source,\"Prepared files land in the gitignored `.local/`: never commit or share them.\"以及 README,Contributing,\"Never commit game files, decompiled source or prepared resources.\"涉及的规则在项目自己的 Licence 一节中被提及:\"Minecraft is a trademark of Mojang Synergies AB; its code and assets belong to Mojang and Microsoft under the [Minecraft EULA]\"。","source":"ai","title":"基于反编译的游戏代码进行比对"},{"code":"signs_in_with_your_microsoft_account_and_joins_online_servers","severity":"attention","evidence":"README,Download:\"You need a Microsoft account that owns Java Edition\",如果你没有现成的安装,\"Play downloads 26.3 from Mojang for your account\"。Multiplayer 一行写道\"invite friends with a code, Open to LAN, join servers (online mode included)\"。也就是说,一个非官方客户端用你的游戏账户登录,并以此加入在线模式的服务器。","source":"ai","title":"用你的Microsoft账户登录并加入在线服务器"},{"code":"parity_figure_is_the_projects_own_audit","severity":"info","evidence":"100% 一致性徽章是项目自己的测量结果。README,Project status:\"The table is the project's own audit: every subsystem matches vanilla in every harness that compares it. 100% means 100% of what the harnesses compare, not that nothing else differs.\"同一节开头写道\"Player-visible gaps: 833 open\",审计行写着\"Last audited 2026-10-13: all 281 harnesses pass on Linux and macOS\",README 开头则说\"more than 300 differential harnesses\"。列出的已知问题:\"Skins served over https show the default skin unless already cached; pack icons show the unknown-pack texture in game; item tooltips lack attribute lines.\"","source":"ai","title":"一致性数字来自项目自己的审计"},{"code":"brand_new_project_releasing_several_times_a_day","severity":"info","evidence":"该仓库创建于2026-10-03,已经有294次发布和344个未关闭的issue。最新的三次发布都在2026-10-31:launcher@0.2.31、launcher@0.2.30 和 nightly-2026-10-31。确定性检查还显示28天内增加了5388颗star,所有者账户4天前才创建。","source":"ai","title":"全新项目,一天发布多次"},{"code":"ships_a_tool_for_ai_agents_to_play_as_a_player","severity":"info","evidence":"README,Agent control:\"AI agents and scripts can play Horizon. `horizon-ctl`, shipped with the game, reads its state as JSON and acts like a player; `horizon-ctl mcp` serves the same commands over MCP.\"列出的命令包括行走、挖矿和点击物品栏格子。该工作区还包含 crates/horizon-bots 和 crates/horizon-anticheat。","source":"ai","title":"附带一个让AI代理像玩家一样游玩的工具"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":14,"maxMB":42,"basis":"installer"},"apiKeys":["Microsoft account that owns Minecraft: Java Edition"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["games"],"alternativeTo":[],"declaredAlternatives":[],"stars":5386,"downloads":501359,"downloadsWeek":227600,"downloadsDays":2,"growth":2869,"growthDays":5,"history":[{"date":"2026-10-29","stars":4348},{"date":"2026-10-30","stars":4906},{"date":"2026-10-31","stars":5386}],"firstPublishedAt":"2026-10-29T01:54:21.336Z","commitSha":"bfc2a2798fdd2a0cfc80035b032ac045b78063b5","verifiedAt":"2026-11-01T02:00:12.080Z","lastCommitAt":"2026-11-01T01:12:06Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A free Rust rewrite of Minecraft: Java Edition 26.3 that plays your own worlds, if you already own the game.","summary":"An unofficial, free rewrite of Minecraft: Java Edition 26.3 in Rust. It reads vanilla saves, makes the same terrain and follows the same rules, checked against the Java game by \"more than 300 differential harnesses\". You install it with the Horizon launcher, which needs a Microsoft account that owns Java Edition and prepares the files from your own copy. Extras include distant terrain up to 1024 chunks, controllers, a minimap and a server page. Java mod jars do not run. The project's own status page counts \"Player-visible gaps: 833 open\".","easeRationale":"B on Windows, Linux and Mac: the launcher releases ship ready binaries (horizon-launcher-windows-x64.zip, horizon-launcher-linux-x86_64.tar.gz, horizon-launcher-macos-arm64.dmg and horizon-launcher-macos-x64.dmg) and the launcher \"installs and updates the game, prepares its files from your copy of Minecraft, and updates itself\". The extra steps are the ones the README lists: \"a Microsoft account that owns Java Edition\" and \"a GPU with Vulkan or OpenGL 3.3 (Linux), Vulkan or DirectX 12 (Windows), or a Mac (Apple Silicon, or Intel from the next Nightly)\".","costNote":"Horizon itself is free and MIT-licensed, but it is not a free way to get Minecraft. The README says \"Horizon contains no Minecraft code, assets or data: you need your own copy of Java Edition 26.3\", and you need \"a Microsoft account that owns Java Edition\".","notVerified":["Whether it behaves like the Java game in everything the harnesses do not compare: the audit covers 281 harnesses and the status page still lists 833 player-visible gaps.","How it performs on a given graphics card, and whether the Intel driver crash the Cargo.toml comment describes is really gone.","Whether the servers you play on accept a client that is not the official one, and what that means for your account.","What the launcher does with your Microsoft sign-in and where it keeps the token.","Real disk use once the game files, the JDK and the prepared resources are on your machine.","Whether Mojang or Microsoft will take a position on the project."]},"zh-Hans":{"summaryShort":"一个用Rust重写的免费Minecraft:Java版26.3,可以运行你自己的存档,前提是你已经拥有这个游戏。","summary":"一个非官方、免费的 Rust 版 Minecraft: Java Edition 26.3 重写版。它能读取原版存档,生成相同的地形,遵循相同的规则,通过\"more than 300 differential harnesses\"与Java版进行了对照验证。你需要通过 Horizon 启动器安装,这需要一个拥有 Java 版的 Microsoft 账户,并会从你自己的游戏副本中准备文件。额外功能包括最远1024区块的远景地形、控制器支持、小地图和服务器页面。Java 版的 mod jar 文件无法运行。项目自己的状态页面统计\"Player-visible gaps: 833 open\"。","easeRationale":"Windows、Linux 和 Mac 都是 B 级:启动器发布版本提供了现成的二进制文件(horizon-launcher-windows-x64.zip、horizon-launcher-linux-x86_64.tar.gz、horizon-launcher-macos-arm64.dmg 和 horizon-launcher-macos-x64.dmg),启动器会\"installs and updates the game, prepares its files from your copy of Minecraft, and updates itself\"。额外需要的步骤是 README 列出的那些:\"a Microsoft account that owns Java Edition\"以及\"a GPU with Vulkan or OpenGL 3.3 (Linux), Vulkan or DirectX 12 (Windows), or a Mac (Apple Silicon, or Intel from the next Nightly)\"。","costNote":"Horizon 本身是免费的,采用 MIT 许可,但它不是获得 Minecraft 的免费途径。README 中写道\"Horizon contains no Minecraft code, assets or data: you need your own copy of Java Edition 26.3\",你还需要\"a Microsoft account that owns Java Edition\"。","notVerified":["在所有测试套件未覆盖的地方,它是否和Java版表现一致:审计覆盖了281个测试套件,状态页面仍列出833个玩家可见的差距。","在特定显卡上的实际表现如何,以及Cargo.toml注释中描述的Intel驱动崩溃问题是否真的已经解决。","你所玩的服务器是否接受这种非官方客户端,以及这对你的账户意味着什么。","启动器如何处理你的Microsoft登录信息,令牌保存在哪里。","游戏文件、JDK和准备好的资源都装到你机器上之后,实际占用的磁盘空间。","Mojang或Microsoft是否会就这个项目表态。"]}}},{"id":"R_kgDOQl_Gyg","slug":"hugohe3__ppt-master","name":"PPT Master","owner":"hugohe3","fullName":"hugohe3/ppt-master","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"readme_steers_you_to_api_resellers_it_earns_from","severity":"attention","evidence":"README 的赞助商部分和 .env.example 里的「Sponsor relay shortcuts」推广了带推荐链接和优惠码的付费 API 经销商，例如 \"https://www.packyapi.ai/register?aff=ppt-master\"（\"enter the promo code ppt-master during recharge to get 10% off\"）、\"https://apikey.fan/register?aff=PPT-MASTER\" 和 \"https://runapi.host/register?aff=WMLJ\"。这些经销商转售 Claude、GPT 和 Gemini 的访问权限，\"as low as 7% of official rates\"，并不是厂商自己的渠道。","source":"ai","title":"README 把你引向它能拿到提成的 API 经销商"},{"code":"pdf_support_brings_in_an_agpl_library","severity":"info","evidence":"README 致谢部分：\"The optional PDF converter depends on PyMuPDF, which is licensed under AGPL-3.0 rather than MIT; it is only needed for PDF sources. See conversion.md before redistributing a bundle that includes it.\"","source":"ai","title":"PDF 支持引入了一个 AGPL 许可的库"},{"code":"found_pictures_can_require_a_credit_line","severity":"info","evidence":"README 第 5 步：网页搜索会考虑 \"CC0, Public Domain, Pexels / Pixabay no-attribution licenses, CC BY, and CC BY-SA\"，并且 \"Executor adds a small inline credit whenever the selected image requires attribution\"，可以用 `--strict-no-attribution` 来避免这一点。幻灯片里因此可能带有你需要保留的署名信息。","source":"ai","title":"搜到的图片可能需要署名"},{"code":"the_author_warns_results_depend_on_the_model","severity":"info","evidence":"README「This is a tool, not a wishing well」部分：\"don't expect a finished, perfect deck in one shot\" 以及 \"The cheaper the model, the more there is to do\"；推荐配置是上下文约 100 万令牌的模型，外加付费图片生成。","source":"ai","title":"作者提醒效果取决于所用模型"},{"code":"huge_star_count_with_almost_no_open_issues","severity":"info","evidence":"该仓库创建于 2025-12-10，有 71322 个星标和 5562 个 fork，却只有一个未关闭的 issue，相对于这个规模的项目，公开的问题讨论很少。","source":"ai","title":"星标数极高，但几乎没有未关闭的 issue"},{"code":"update_runs_a_script_that_pulls_code","severity":"info","evidence":"README「Updating Later」部分：对于克隆安装的用户，运行 `python3 skills/ppt-master/scripts/update_repo.py`，它会 \"pulls the latest version and syncs Python dependencies when requirements.txt changes\"。也就是说，你实际运行的代码可能在你没有审查的情况下发生变化。","source":"ai","title":"更新会运行一个拉取代码的脚本"}],"platforms":["windows","mac","linux"],"tools":["python","other"],"buildTools":["python"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":["An AI model through your assistant (Claude, Kimi, GPT, Gemini)","OpenAI, Google Gemini or another image model, for AI-generated pictures","Pexels or Pixabay, free keys for better photo search"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["office","ai_skills","productivity"],"alternativeTo":[{"slug":"gamma","name":"Gamma","confirmed":true},{"slug":"microsoft-365-copilot","name":"365 Copilot","confirmed":true}],"declaredAlternatives":[],"stars":71657,"downloads":165669,"downloadsWeek":8218,"downloadsDays":2,"growth":2747,"growthDays":5,"history":[{"date":"2026-10-29","stars":70830},{"date":"2026-10-30","stars":71320},{"date":"2026-10-31","stars":71657}],"firstPublishedAt":"2026-10-29T01:54:21.345Z","commitSha":"5e8856be0da8e6bc85c4aa28acc614478f7b7137","verifiedAt":"2026-10-31T01:42:42.701Z","lastCommitAt":"2026-10-30T06:05:30Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Ask an AI assistant to turn a PDF, a document or a topic into a real PowerPoint file you can keep editing.","summary":"PPT Master is a workflow (a \"skill\") you install into an AI assistant such as Claude Code, Cursor or Codex. You put a PDF, a Word file or just a topic in a folder, ask for a deck in the chat, and it writes a .pptx with real PowerPoint shapes, charts, tables, transitions and speaker notes, so you can keep editing it in PowerPoint. It can also reuse your own template or fill an existing deck. Everything runs on your computer; you install Python 3.10 or newer, the assistant, and the project files. The AI model is what costs money.","easeRationale":"C on Windows, Mac and Linux: none of the 38 releases is an installer, so you install Python 3.10 or newer, install an AI assistant, download the project (git clone or a ZIP) and run `pip install -r requirements.txt`; after that you only type in a chat window. Windows takes extra steps for PATH and the execution policy, which the project covers in its own docs/windows-installation.md.","costNote":"MIT and free, with \"no PPT subscription on top\" as the README puts it; what you pay is the AI model that drives it, plus any image generation you turn on. The README recommends a large-context model (Kimi K3 or Claude) and gpt-image-2.5-sunburst or Gemini for pictures, and says cheaper models leave more work for you.","notVerified":["Whether decks come out like the published examples when you use a cheaper model or your own template.","How many tokens, and how much money, one deck costs on your plan.","Whether the Windows guide is enough on a machine with no development tools.","What the scripts send to the image, search and speech services you enable.","Whether the \"fill an existing .pptx\" route really keeps untouched pages byte-for-byte as the README claims."]},"zh-Hans":{"summaryShort":"让 AI 助手把一份 PDF、一份文档或一个主题，变成一个可以继续编辑的真正的 PowerPoint 文件。","summary":"PPT Master 是一个安装到 Claude Code、Cursor 或 Codex 等 AI 助手里的工作流（一个「技能」）。你把一份 PDF、一份 Word 文件，或者只是一个主题放进文件夹，在聊天里要求做一份演示文稿，它就会生成一个带有真正 PowerPoint 形状、图表、表格、过渡效果和演讲者备注的 .pptx 文件，你可以继续在 PowerPoint 里编辑它。它还能重用你自己的模板，或者填充一份已有的演示文稿。一切都在你的电脑上运行；你需要安装 Python 3.10 或更新版本、助手本身，以及项目文件。真正花钱的是 AI 模型。","easeRationale":"在 Windows、Mac 和 Linux 上都是 C 级：38 个发布版本里没有一个是安装程序，所以你要安装 Python 3.10 或更新版本，安装一个 AI 助手，下载项目（git clone 或 ZIP），再运行 `pip install -r requirements.txt`；之后你只需要在聊天窗口里输入文字。Windows 还需要额外处理 PATH 和执行策略，项目在自己的 docs/windows-installation.md 里有说明。","costNote":"采用 MIT 许可，免费，README 的说法是「no PPT subscription on top」（不用额外订阅 PPT 软件）；真正要花钱的是驱动它的 AI 模型，以及你开启的任何图片生成功能。README 推荐使用大上下文模型（Kimi K3 或 Claude），图片用 gpt-image-2.5-sunburst 或 Gemini，并说更便宜的模型会留给你更多要做的事。","notVerified":["用更便宜的模型或你自己的模板时，做出来的演示文稿是否和发布的示例一样好。","在你的套餐里，做一份演示文稿要花多少令牌、多少钱。","在没有开发工具的机器上，Windows 安装指南是否够用。","脚本会向你开启的图片、搜索和语音服务发送什么内容。","「填充已有 .pptx」这条路径是否真的像 README 所说那样，逐字节保留未改动的页面。"]}}},{"id":"R_kgDOVOnfRA","slug":"humblemuzzu__dumbtv","name":"DumbTV","owner":"humblemuzzu","fullName":"humblemuzzu/dumbtv","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"attention","signals":[{"code":"disables_system_apps_on_your_tv","severity":"attention","evidence":"README：\"About 50 [Amazon packages] disabled: ads, sponsored content, ACR, telemetry, crash and usage uploads, experiments, update nags. Disabled, never deleted.\" 运行过程会让电视重启两次；./scripts/restore.sh 可以重新启用它们，恢复出厂设置也会清除一切。","source":"ai","title":"停用你电视上的系统应用"},{"code":"blocks_system_updates","severity":"attention","evidence":"README 的 \"Good to know\" 部分：\"Fire OS updates are blocked while the DNS filter runs, since an update would switch a lot of this back on.\" DNS 过滤器会屏蔽约 400 个亚马逊的遥测、广告和更新主机。","source":"ai","title":"阻止系统更新"},{"code":"downloads_third_party_apps","severity":"info","evidence":"LICENSE 和 README：来自 F-Droid 的 personalDNSfilter（GPL-2.0）、HaGeZi 的拦截列表（GPL-3.0）和 SmartTube（MIT）并未随项目打包，而是由脚本从它们的上游发布页下载；项目还提供用 SmartTube 替换 YouTube 应用（可去除 YouTube 的广告）的选项，默认关闭。","source":"ai","title":"下载第三方应用"},{"code":"coding_agent_runs_the_steps","severity":"info","evidence":"README 快速开始：你可以克隆仓库，在其中打开一个编程智能体并说 \"Clean up my Fire TV\"；智能体会读取 AGENTS.md，并替你在电视上运行这些脚本。","source":"ai","title":"由编程智能体来执行这些步骤"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["hardware","system","network"],"alternativeTo":[{"slug":"projectivy-launcher","name":"Launcher","confirmed":true}],"declaredAlternatives":[{"target":"projectivy-launcher","stance":"claims","evidence":"- Replaces the home screen with [dumbtv home](launcher/README.md): your apps,"}],"stars":1824,"downloads":5402,"downloadsWeek":1250,"downloadsDays":4,"growth":139,"growthDays":4,"history":[{"date":"2026-10-27","stars":1685},{"date":"2026-10-28","stars":1722},{"date":"2026-10-29","stars":1759},{"date":"2026-10-30","stars":1792},{"date":"2026-10-31","stars":1824}],"firstPublishedAt":"2026-10-27T18:40:27.917Z","commitSha":"755991b17a66e753e82f7252368c8850c08fdc71","verifiedAt":"2026-10-27T18:35:41.804Z","lastCommitAt":"2026-10-27T09:02:13Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Strips the ads, tracking and clutter out of a Fire TV from your computer, and puts it all back with one command.","summary":"dumbtv is a set of scripts you run from your computer against a Fire TV stick, Cube or Fire TV Edition television over ADB, with no root. It disables about 50 Amazon packages for ads, sponsored rows, screen fingerprinting and telemetry, turns off the ad and usage-reporting settings, puts a small DNS filter on the TV for what cannot be disabled, and can replace the home screen with its own launcher showing your apps and HDMI inputs. Your streaming apps stay. One script undoes everything. You need adb and about ten minutes; on Windows, WSL or Git Bash.","easeRationale":"You install Android platform-tools (adb) on your computer, turn on ADB debugging in the TV's hidden developer menu, and run four shell scripts that ask before each step; on Windows that means WSL or Git Bash.","costNote":"MIT licensed scripts and launcher; the catalog of devices is CC BY-SA 4.0.","notVerified":["Whether it works on your exact TV model: the README lists about two dozen devices tested by their owners, some only partly.","Whether a future Fire OS update puts the disabled packages and settings back.","What the TV loses in practice from the disabled packages beyond what the project documents.","Whether Amazon treats the change as a reason to refuse support or warranty on the device."]},"zh-Hans":{"summaryShort":"从你的电脑上清除 Fire TV 里的广告、追踪和杂乱内容，还能用一条命令全部恢复。","summary":"dumbtv 是一套脚本，你在自己的电脑上通过 ADB 对 Fire TV Stick、Cube 或 Fire TV Edition 电视进行操作，不需要 root。它会禁用约 50 个 Amazon 软件包，涉及广告、赞助内容行、屏幕指纹识别和遥测数据，关闭广告和使用情况上报设置，为无法禁用的部分在电视上加一个小型 DNS 过滤器，还可以把主屏幕替换成自带的启动器，显示你的应用和 HDMI 输入源。你的流媒体应用不受影响。一条脚本就能撤销全部改动。你需要 adb 和大约十分钟时间；在 Windows 上要用 WSL 或 Git Bash。","easeRationale":"你需要在电脑上安装 Android platform-tools（adb），在电视隐藏的开发者菜单里打开 ADB 调试，然后运行四个会在每一步之前询问确认的 shell 脚本；在 Windows 上这意味着要用 WSL 或 Git Bash。","costNote":"脚本和启动器采用 MIT 许可证；设备目录采用 CC BY-SA 4.0 许可证。","notVerified":["是否适用于你的具体电视型号：README 列出了大约二十来款由用户自己测试过的设备，其中一些只测试了部分功能。","未来的 Fire OS 更新是否会把已禁用的软件包和设置重新恢复。","除了项目文档里写的内容之外，电视实际还会因为这些被禁用的软件包失去哪些功能。","亚马逊是否会把这种改动当作拒绝提供支持或保修的理由。"]}}},{"id":"R_kgDOVawfcQ","slug":"humpalumps__ultra-water","name":"Ultra Water","owner":"Humpalumps","fullName":"Humpalumps/Ultra-Water","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"brand_new_no_releases","severity":"info","evidence":"项目信息：创建于 2026-10-28，最近一次推送为 2026-10-28，GitHub 上有 0 个发布版本、0 个未关闭的 issue，却已有 318 个星标。目前还没有可用来评判它的版本历史。","source":"ai","title":"全新项目，尚无发布版本"},{"code":"not_packaged_for_reuse","severity":"info","evidence":"package.json 被标记为 \"private\": true，并且还留着另一个项目的标识：\"name\": \"gelatin-game-engine\"，\"description\": \"Gelatin Game Engine\"。它没有作为可安装的包发布，所以要复用就得手动复制 src/ 里的文件。","source":"ai","title":"没有打包成可复用的形式"},{"code":"built_with_ai_agents","severity":"info","evidence":"README：\"The design was argued out with a second agent before building, and again for each round of upgrades.\" 仓库顶层还有一个 .claude/ 文件夹。","source":"ai","title":"由 AI 智能体参与开发"},{"code":"performance_numbers_self_measured","severity":"info","evidence":"README 自己的基准测试部分承认之前公布的数字有误（\"Earlier versions of this README quoted numbers 2-4x lower\"），并称最新的泡沫功能 \"hasn't been re-measured cleanly yet\"。帧率来自作者在页面内自行运行的基准测试，只用了一台电脑和一部手机。","source":"ai","title":"性能数据由作者自己测得"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","games"],"alternativeTo":[],"declaredAlternatives":[],"stars":500,"downloads":0,"downloadsWeek":0,"downloadsDays":1,"growth":500,"growthDays":3,"history":[{"date":"2026-10-30","stars":439},{"date":"2026-10-31","stars":500}],"firstPublishedAt":"2026-10-30T01:57:54.307Z","commitSha":"ce9248fa20afbdf63fd4c11709f68d7368aca0a0","verifiedAt":"2026-10-30T01:42:13.924Z","lastCommitAt":"2026-10-28T23:03:49Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Code that draws a living ocean in a web browser: waves, breaking surf, foam, light patterns underwater and floating objects.","summary":"A water renderer for three.js, the 3D library used in browser games and visualisations. It comes with a demo island scene you can fly around: wind waves, waves that bend and break near the shore, foam, sunlight patterns on the seabed, an underwater view with sun shafts, and crates and boats that bob on the swell. It is source code for people building their own 3D scene, not a finished program. You install Node, run two commands and open the page; phones and tablets get a lighter setting automatically.","easeRationale":"There is no download to install: on any of the three systems you need Node installed, then `npm install` and `npm run dev`, and you open the address the terminal prints (README). The scene itself needs a browser with WebGL2 and a reasonably strong graphics card; the author's numbers come from an RTX 3060.","notVerified":["Whether the quoted 200+ fps holds on a different graphics card, browser or operating system","How it behaves in browsers other than Chrome, and on Macs or iPhones","How much disk the npm install takes (the estimate of 100-500 MB is a guess, not a measurement)","How much work it really is to move the water into an existing three.js project, since there is no documented interface"]},"zh-Hans":{"summaryShort":"在网页浏览器里绘制一片活灵活现的海洋的代码:波浪、拍岸浪花、泡沫、水下光影和漂浮的物体。","summary":"一个面向 three.js 的水面渲染器,three.js 是浏览器游戏和可视化中常用的 3D 库。它自带一个可以飞行环绕的演示海岛场景:风浪、靠近海岸时弯曲破碎的浪花、泡沫、海床上的阳光光斑、带光柱的水下视角,以及随波起伏的木箱和船只。这是给自己搭建 3D 场景的人用的源代码,不是一个成品程序。你需要安装 Node,运行两条命令并打开网页;手机和平板会自动切换到较轻量的画质设置。","easeRationale":"没有可下载安装的程序:三大系统上都需要先安装 Node,然后运行 `npm install` 和 `npm run dev`,再打开终端打印出的地址(见 README)。场景本身需要支持 WebGL2 的浏览器和一块相当强劲的显卡;作者给出的数据来自 RTX 3060。","notVerified":["所说的 200+ fps 在不同显卡、浏览器或操作系统上是否依然成立","在 Chrome 以外的浏览器,以及在 Mac 或 iPhone 上表现如何","npm install 占用多少磁盘空间(100-500 MB 只是估计,并非实际测量)","把这个水面效果移植到现有 three.js 项目中实际要花多少工夫,因为没有现成的文档化接口"]}}},{"id":"R_kgDOTne_vw","slug":"hypit-ai__hypit","name":"Hypit","owner":"hypit-ai","fullName":"hypit-ai/hypit","type":"dev_tool","status":"active","grade":"D","easeByPlatform":{"windows":"D"},"risk":"attention","signals":[{"code":"external_download_links","severity":"attention","evidence":"README 链接到 https://drive.google.com/drive/u/2/folders/18J9Fz7mkU3OQNJ-2Res3eIyFQ2cemIK5","source":"check","title":"外部下载链接"},{"code":"custom_restrictive_license","severity":"attention","evidence":"LICENSE 是 \"a modified version of the Apache License 2.0\"，禁止以 \"for commercial gain\" 为目的出售或捆绑 Hypit，也禁止在没有商业许可证的情况下把它作为托管服务运行，并且写明 \"The producer can adjust the open-source agreement to be more strict\"。","source":"ai","title":"自定义的限制性许可证"},{"code":"video_cloning_and_face_swap","severity":"attention","evidence":"描述：\"Clone any viral video with AI agents... swap the face, the words, the B-roll, ship 100 variants in one command\"；README 建议克隆 \"a winning ad from the Meta Ad Library\"。复制他人的视频或面孔可能引发版权和肖像权问题。","source":"ai","title":"视频克隆与换脸"},{"code":"affiliate_referral_links","severity":"info","evidence":"README 中的合作方链接带有推荐码，例如 `https://monid.ai?fpr=alvin-45480b`、`https://www.hiapi.ai/invite/hypit`、`https://beatapi.io/sign-up?aff=hypit`。","source":"ai","title":"带推荐码的联盟推广链接"},{"code":"program_fetched_on_first_use","severity":"info","evidence":"README：\"On first use, your agent checks for the Hypit executable and helps prepare it if needed.\"","source":"ai","title":"首次使用时才获取程序"}],"platforms":["windows","mac","linux"],"tools":["node","ffmpeg","python","other"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":["AI coding assistant (Claude Code, Codex or similar)","AI image, voice and video generation service (HypiHub or another provider)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"NOASSERTION","category":"other","detectedFrom":"github"},"categories":["video","automation","chat_ai"],"alternativeTo":[{"slug":"invideo-ai","name":"AI","confirmed":true}],"declaredAlternatives":[{"target":"word","stance":"claims","evidence":"narrator to banana cat, flip the rankings and Ronaldo becomes GOAT, or replace all players with tech founders — same viral structure, different viral video.</p><p>Total cost: <b>$1.15</b>.</p></td>"},{"target":"invideo-ai","stance":"claims","evidence":"Pepe and Doge arguing about doggy arms, replace the creatine with retinol where a pretty boy roasts a tomboy's pores, or ditch the physical product for a CheatGPT app where a himbo jock out-GPAs a PhD"}],"stars":27131,"downloads":2129,"downloadsWeek":298,"downloadsDays":5,"growth":1252,"growthDays":5,"history":[{"date":"2026-10-26","stars":25879},{"date":"2026-10-27","stars":26086},{"date":"2026-10-28","stars":26257},{"date":"2026-10-29","stars":26509},{"date":"2026-10-30","stars":26892},{"date":"2026-10-31","stars":27131}],"firstPublishedAt":"2026-10-27T01:10:12.636Z","commitSha":"e26d9142fd8a6f78bf4f3cdb800d6205f4ecca16","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-29T09:37:19Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Lets an AI coding assistant copy the structure of a short video and make many new versions with new faces, words and clips.","summary":"Hypit is an add-on for AI coding assistants such as Claude Code or Codex. You give the assistant a short video or a description, and it builds an editable recipe with captions, clips and effects, then renders the finished video, including many variants at once. It is aimed at people making social ads, short clips and talking-head videos. You need Node.js, a coding assistant account, a terminal, and usually paid AI image, voice and video services. The README shows example videos costing about $1 each in service fees.","easeRationale":"There is no installer: you run `npx skills add hypit-ai/hypit -g` in a terminal, need Node.js 22.15+, a coding assistant, and the assistant then sets up the Hypit program and media tools.","costNote":"Hypit itself has no fee; the coding assistant and AI generation services are billed separately (README examples: $1.07 to $1.15 per video).","notVerified":["Whether it works on Windows; the README gives no platform list.","Which extra tools (FFmpeg, Python for WhisperX, headless Chrome) the assistant installs during setup.","Real cost per video with your chosen AI services and coding assistant.","What is inside the Google Drive avatar pack linked in the README.","What commands the coding assistant runs on your computer while preparing Hypit."]},"zh-Hans":{"summaryShort":"让 AI 编程助手复制一段短视频的结构，并用新的人脸、文字和片段批量生成多个新版本。","summary":"Hypit 是 Claude Code、Codex 等 AI 编程助手的附加组件。你给助手一段短视频或一段描述，它会生成一份可编辑的“配方”，包含字幕、片段和特效，然后渲染出成品视频，还能一次生成多个变体。它面向制作社交媒体广告、短视频和口播视频的人。你需要 Node.js、一个编程助手账号、终端，通常还需要付费的 AI 图像、语音和视频服务。README 中的示例视频每条的服务费用约为 1 美元。","easeRationale":"没有安装程序：你要在终端中运行 `npx skills add hypit-ai/hypit -g`，需要 Node.js 22.15 及以上版本和一个编程助手，之后由助手来安装 Hypit 程序和媒体工具。","costNote":"Hypit 本身不收费；编程助手和 AI 生成服务另行计费（README 示例：每条视频 1.07 至 1.15 美元）。","notVerified":["是否能在 Windows 上运行；README 没有给出支持的平台列表。","助手在设置过程中会安装哪些额外工具（FFmpeg、用于 WhisperX 的 Python、无头 Chrome）。","使用你所选的 AI 服务和编程助手时，每条视频的真实成本。","README 中链接的 Google Drive 头像包里有什么内容。","编程助手在准备 Hypit 的过程中会在你的电脑上运行哪些命令。"]}}},{"id":"R_kgDOSN5LZA","slug":"ifixai-ai__ifixai","name":"iFixAi","owner":"ifixai-ai","fullName":"ifixai-ai/iFixAi","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"sends_adversarial_requests_to_your_agent","severity":"attention","evidence":"README：\"Use a staging copy, because the probes are real requests.\" 默认运行包含针对提示词注入（`B12`）以及无权提出请求者发起破坏性操作（`P01`）的探测，因此只应对准你有权测试的智能体。","source":"ai","title":"向你的智能体发送对抗性请求"},{"code":"very_young_repository_with_large_star_count","severity":"info","evidence":"该仓库创建于 2026-04-27，已有 37,084 个星标，却只有 3 个未关闭的 issue；README 开头就是 Product Hunt 和 Trendshift 的推广徽章。","source":"ai","title":"非常新的仓库，星标数却很高"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":["OpenAI","Anthropic, Google Gemini, Azure, Bedrock, OpenRouter or Hugging Face (any one can be the judge instead of OpenAI)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","ai_agents","ai_skills"],"alternativeTo":[{"slug":"langsmith","name":"LangSmith","confirmed":true},{"slug":"braintrust","name":"Braintrust","confirmed":true}],"declaredAlternatives":[],"stars":41458,"downloads":0,"downloadsWeek":0,"downloadsDays":2,"growth":6394,"growthDays":5,"history":[{"date":"2026-10-29","stars":37898},{"date":"2026-10-30","stars":39226},{"date":"2026-10-31","stars":41458}],"firstPublishedAt":"2026-10-29T01:54:21.351Z","commitSha":"28dca412279635361d626574810aae8d91ab6b45","verifiedAt":"2026-10-29T01:37:54.067Z","lastCommitAt":"2026-10-30T18:50:38Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Audits your own AI agent: sends it tricky requests and grades how it answers, from A to F.","summary":"A command-line tool for people who build AI agents. It puts your agent in a simulated version of your business, sends the kind of requests a real day brings, including requests that push the agent past what it is allowed to do, and another AI model grades each reply. You get a pass or fail per check, an A-to-F grade and reports in JSON and Markdown. You need Python 3.10 or newer and a paid model key for the judge. A demo mode with canned answers runs with no key. It also installs as a plugin or skill inside Claude Code, Codex, Cursor and similar.","easeRationale":"There are no ready installers in the 23 releases, so on every platform you install Python 3.10 or newer, run `pip install ifixai` and then a few commands; Windows, Mac and Linux are all C. The README adds Windows-specific steps (`py -m venv`, `python -m ifixai.cli.main`) and warns that a stock Mac ships Python 3.9, which is too old.","costNote":"The code is free (Apache-2.0). A real audit calls a paid model as the judge, plus your own agent's API; the README says `--dry-run` shows how many judge calls a run will make before anything is billed.","notVerified":["Whether the audit grades are accurate, or whether a pass here means your agent behaves well outside the simulated scenarios.","What a real audit costs in judge tokens, especially the `--full-run` with all 61 inspections.","Whether the Claude Code plugin, the Codex plugin and the editor skills install and work as described.","Whether the install works on each platform and which Python versions actually run it.","What the tool sends to the judge provider, and whether any of your agent's answers or business data leave your machine during a run."]},"zh-Hans":{"summaryShort":"审查你自己的 AI 代理：给它发送刁钻的请求，并给它的回答打分，从 A 到 F。","summary":"一个面向 AI 代理开发者的命令行工具。它把你的代理放进一个模拟的业务场景中，发送真实一天里可能出现的各种请求，包括那些试图让代理越权的请求，再由另一个 AI 模型给每个回答打分。你会得到每项检查的通过或不通过、一个 A 到 F 的等级，以及 JSON 和 Markdown 格式的报告。你需要 Python 3.10 或更新版本，以及一个用于评判的付费模型密钥。不带密钥时可以用演示模式，用现成的回答运行。它还可以作为插件或技能安装进 Claude Code、Codex、Cursor 等工具里。","easeRationale":"23 个发行版本里没有现成的安装程序，所以在每个平台上你都要安装 Python 3.10 或更新版本，运行 `pip install ifixai`，再执行几条命令；Windows、Mac 和 Linux 的评级都是 C。README 还补充了 Windows 专属的步骤（`py -m venv`、`python -m ifixai.cli.main`），并提醒出厂自带的 Mac 系统自带的是 Python 3.9，版本太旧。","costNote":"代码本身免费（Apache-2.0 许可）。真正的审查会调用一个付费模型作为评判，再加上你自己代理的 API 调用；README 说 `--dry-run` 能在产生任何费用之前，先显示一次运行会发起多少次评判调用。","notVerified":["审查打分是否准确，或者在这里通过是否意味着你的代理在模拟场景之外也表现良好","一次真正的审查在评判模型的 token 上会花多少钱，尤其是包含全部 61 项检查的 `--full-run`","Claude Code 插件、Codex 插件和编辑器技能是否真的能按描述安装并正常工作","安装在每个平台上是否都能成功，以及哪些 Python 版本真的能运行它","这个工具会向评判模型提供方发送什么内容，以及运行过程中你代理的回答或业务数据是否会离开你的电脑"]}}},{"id":"R_kgDOGyI-8A","slug":"immich-app__immich","name":"Immich","owner":"immich-app","fullName":"immich-app/immich","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"copyleft_license_agpl","severity":"info","evidence":"LICENSE 是 GNU Affero General Public License v3:如果你通过网络向其他人提供修改后的版本,许可要求你向这些用户公开你修改后的源代码。","source":"ai","title":"copyleft的AGPL许可"},{"code":"install_script_downloads_at_run_time","severity":"info","evidence":"install.sh 会创建 ./immich-app,然后在运行`docker compose up`之前从`https://github.com/immich-app/immich/releases/latest/download`下载 docker-compose.yml 和 example.env,所以实际运行的内容取决于那一刻获取到的文件。","source":"ai","title":"安装脚本在运行时下载文件"},{"code":"you_are_responsible_for_backups","severity":"attention","evidence":"README.md 开头就是一句提醒:\"Always follow 3-2-1 backup plan for your precious photos and videos!\"——除非你自己安排备份,否则项目只保存你唯一的一份副本。","source":"ai","title":"备份由你自己负责"},{"code":"pre_release_version_published","severity":"info","evidence":"最新发布版本标记为 v3.4.0-rc.1(2026-10-30),属于候选发布版;最新的稳定版本标签是 v3.3.5。","source":"ai","title":"发布了预发行版本"}],"platforms":["linux","mac","windows"],"tools":["docker"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["image","video","system"],"alternativeTo":[{"slug":"google-photos","name":"Photos","confirmed":true},{"slug":"icloud-photos","name":"iCloud Photos","confirmed":true},{"slug":null,"name":"Apple iCloud Photos","confirmed":false}],"declaredAlternatives":[],"stars":117828,"downloads":6321401,"downloadsWeek":49249,"downloadsDays":5,"growth":504,"growthDays":5,"history":[{"date":"2026-10-26","stars":117324},{"date":"2026-10-27","stars":117426},{"date":"2026-10-28","stars":117529},{"date":"2026-10-29","stars":117630},{"date":"2026-10-30","stars":117746},{"date":"2026-10-31","stars":117828}],"firstPublishedAt":"2026-10-27T01:10:12.637Z","commitSha":"3184b1532fd74a0b777207f8a86e9efe7dafce65","verifiedAt":"2026-11-01T01:39:27.616Z","lastCommitAt":"2026-10-30T19:33:25Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Keeps your photos and videos on your own computer or server, with a phone app that backs them up automatically.","summary":"Immich is a photo and video library you run yourself instead of leaving everything with a cloud service. You install it on a computer or home server with Docker, open it in a browser, and the phone app uploads new pictures by itself. It groups photos by date and place, recognises faces, searches by what appears in the image, and supports several users, shared albums and raw files. You need Docker and a machine that stays on; the official docs list the hardware requirements.","easeRationale":"D on all three: there is no installer or binary in the releases, and the documented way to run it is Docker Compose plus an .env file, which also means keeping a database and a background server running. Linux is the path the project documents best; on Windows and macOS you need Docker Desktop and a machine left switched on.","costNote":"AGPL-3.0 software with no license fee; you pay for the computer or server and the disk space.","notVerified":["Whether it installs and runs on your machine with Docker Desktop on Windows or macOS","How much disk space and memory your own library will actually need","Whether face recognition and image search work well on your photos","Whether the phone app's automatic backup catches every new picture"]},"zh-Hans":{"summaryShort":"把你的照片和视频保存在你自己的电脑或服务器上,配有手机App自动备份。","summary":"Immich 是一个你自己运行的照片和视频库,不用把一切都交给云服务。你用Docker在电脑或家庭服务器上安装它,在浏览器里打开,手机App会自动上传新照片。它按日期和地点给照片分组,识别人脸,根据图片内容搜索,并支持多用户、共享相册和raw文件。你需要Docker和一台保持开机的机器;官方文档列出了硬件要求。","easeRationale":"三个平台都是 D 级:发布版本里没有安装程序或二进制文件,文档中记载的运行方式是 Docker Compose 加一个 .env 文件,这也意味着要维护一个数据库和一个后台运行的服务器。Linux 是项目文档记载得最好的路径;在 Windows 和 macOS 上你需要 Docker Desktop,并让机器保持开机。","costNote":"AGPL-3.0 软件,没有许可费;你需要支付电脑或服务器以及磁盘空间的费用。","notVerified":["在 Windows 或 macOS 上用 Docker Desktop 是否能安装并正常运行","你自己的照片库实际会用掉多少磁盘空间和内存","人脸识别和图像搜索在你的照片上效果好不好","手机App的自动备份是否能捕捉到每一张新照片"]}}},{"id":"R_kgDOVQa3Cw","slug":"impacifist__windows-gpu-unlock","name":"Windows GPU UNLOCK","owner":"windows-GPU-UNLOCK","fullName":"windows-GPU-UNLOCK/Windows-GPU-UNLOCK","type":"needs_setup","status":"alert","grade":"E","easeByPlatform":{"windows":"E"},"risk":"high","signals":[{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 0 天前","source":"check","title":"所有者账号注册时间很短"},{"code":"bypasses_hardware_restriction","severity":"high","evidence":"这个项目的目的就是破解消费级 NVIDIA 显卡上厂商设置的锁。仓库描述：'Windows GPU UNLOCK: RTX3090 UEFI port...'；README：'Experimental UEFI GPU unlock and direct Windows handoff'，相对于一个 'controlled locked baseline' 测得的提升为 'FP16 1.88-1.92x, BF16 1.92-1.95x'。它基于 rough2515-hub/rtx3080-unlock-public 和 Zagitta/gpu-unlock。","source":"ai","title":"绕过硬件限制"},{"code":"requires_disabling_security","severity":"attention","evidence":"README「Internal headless quick start」：'Use the exact supported hardware, Secure Boot disabled, a fully decrypted Windows C: with BitLocker protection off, and a connected keyboard.'","source":"ai","title":"需要关闭系统防护功能"},{"code":"changes_boot_configuration","severity":"attention","evidence":"README：`Headless.ps1 -EnableAutomatic -ConfirmedSuccess` 'places headless first and Windows Boot Manager second and disables Windows Fast Startup'。README 也描述了失败的情况：'On failure or if Windows does not return, fully power off and choose F8 -> Windows Boot Manager.'","source":"ai","title":"改动系统启动配置"},{"code":"results_not_established","severity":"info","evidence":"README：'There is no contemporary controlled locked baseline for this headless boot, so these values do not establish an unlock percentage. They do not establish game or ComfyUI gains, long-term stability, sleep/hibernate resume or repeated automatic cold-boot reliability.' 最新的 v0.3.1 标签是 'a source-only pre-release'。","source":"ai","title":"结果尚未得到证实"},{"code":"very_narrow_hardware_support","severity":"info","evidence":"README「GPU support」：'Success reports apply to specific cards and systems, not every card of the same GPU model.' 兼容性表格列出的是具体的主板加显卡组合，例如 'ASUS TUF B650M + RTX 3090 FE'。","source":"ai","title":"支持的硬件范围非常有限"}],"platforms":["windows"],"tools":["python","gpu_nvidia","other"],"buildTools":[],"disk":{"minMB":2,"maxMB":7,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["hardware","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":1413,"downloads":629,"downloadsWeek":228,"downloadsDays":4,"growth":370,"growthDays":4,"history":[{"date":"2026-10-27","stars":1043},{"date":"2026-10-28","stars":1173},{"date":"2026-10-29","stars":1267},{"date":"2026-10-30","stars":1333},{"date":"2026-10-31","stars":1413}],"firstPublishedAt":"2026-10-27T18:40:27.934Z","commitSha":"1f8776ee9c6ee32f5920adaa4baabc9181379bd4","verifiedAt":"2026-10-31T01:35:33.562Z","lastCommitAt":"2026-10-31T09:52:46Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Experimental boot code that releases an NVIDIA RTX 3000 card from its firmware lock before Windows starts.","summary":"A set of experimental UEFI boot files and PowerShell scripts that take an NVIDIA RTX 3060, 3070 Ti, 3080, 3090 or 3090 Ti out of the state the card's firmware leaves it in, then hand control straight to Windows without a restart. The authors report roughly double the measured speed in some tests. It only works on a short list of exact motherboard and card combinations. You must compile it yourself with Python and a pinned clang version, supply five firmware files from your own machine, turn off Secure Boot and BitLocker, and change your boot order.","easeRationale":"There is no binary: the README asks for Python 3.9+, clang/lld-link exactly 20.1.8, five locally obtained firmware assets, your own partition GUIDs, a 1 GiB extra EFI partition, Secure Boot off and BitLocker off, then several administrator PowerShell commands.","costNote":"GPL-2.0-only. Releases are source-only, with no ready program to download.","notVerified":["Whether the build works and the machine comes back to Windows on hardware that is not one of the listed profiles","Whether the reported speed gains hold in games or everyday work rather than the CUDA benchmark","What happens to sleep, hibernate and repeated cold boots, which the README says were not tested","Whether the GPU is left in a state that affects warranty or long-term reliability"]},"zh-Hans":{"summaryShort":"一套实验性启动代码，能在 Windows 启动之前解除 NVIDIA RTX 3000 显卡固件的锁定状态。","summary":"一套实验性的 UEFI 启动文件和 PowerShell 脚本，可以让 NVIDIA RTX 3060、3070 Ti、3080、3090 或 3090 Ti 显卡脱离其固件默认留下的状态，然后不重启就直接把控制权交给 Windows。作者报告在部分测试中测得的速度大约提升了一倍。它只适用于一份很短的主板和显卡组合清单。你必须自己用 Python 和一个固定版本的 clang 编译，提供从自己机器上获取的五个固件文件，关闭 Secure Boot 和 BitLocker，并修改启动顺序。","easeRationale":"没有现成的二进制文件：README 要求准备 Python 3.9+、精确到 20.1.8 版本的 clang/lld-link、本地获取的五个固件文件、你自己分区的 GUID、一个额外的 1 GiB EFI 分区、关闭 Secure Boot 和 BitLocker，然后再运行好几条管理员权限的 PowerShell 命令。","costNote":"仅采用 GPL-2.0 协议。发布的内容只有源代码，没有可以直接下载的现成程序。","notVerified":["在不属于清单所列配置的硬件上，编译是否能成功、系统是否能正常回到 Windows","报告中的速度提升，在游戏或日常使用中是否依然成立，而不仅仅体现在 CUDA 基准测试里","睡眠、休眠以及反复冷启动会发生什么，README 说这些情况没有经过测试","显卡是否会因此进入某种影响保修或长期可靠性的状态"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyMzE2MzA5Mw==","slug":"inkscape__inkscape","name":"Inkscape","owner":"inkscape","fullName":"inkscape/inkscape","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"github_repo_is_placeholder","severity":"info","evidence":"该仓库只有 README.md 和一张图片；README.md 写着 \"Inkscape is being developed on GitLab\"（gitlab.com/inkscape/inkscape）。这里最后一次推送是 2022-03-03，也没有许可证文件，所以 GitHub 上的活跃度和许可证数据并不能反映这个项目的真实情况。","source":"ai","title":"GitHub 仓库只是个占位页"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":162,"maxMB":487,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0","category":"copyleft","detectedFrom":"winget"},"categories":["design_cad","image"],"alternativeTo":[{"slug":"illustrator","name":"Illustrator","confirmed":true},{"slug":"coreldraw","name":"CorelDRAW","confirmed":true},{"slug":"affinity-designer","name":"Affinity Designer","confirmed":true}],"declaredAlternatives":[],"stars":4075,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":17,"growthDays":6,"history":[{"date":"2026-10-25","stars":4058},{"date":"2026-10-26","stars":4058},{"date":"2026-10-27","stars":4062},{"date":"2026-10-28","stars":4066},{"date":"2026-10-29","stars":4071},{"date":"2026-10-30","stars":4073},{"date":"2026-10-31","stars":4075}],"firstPublishedAt":"2026-10-25T23:19:07.264Z","commitSha":"1232eac68aff12978b208ff3ebfbbcc3ecbd7022","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2022-03-03T20:52:00Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Draw logos, icons, illustrations, diagrams and maps as vector graphics that stay sharp at any size.","summary":"Inkscape is a vector drawing program used by designers and hobbyists to make illustrations, icons, logos, diagrams, maps and web graphics. Its own file format is SVG, an open standard. It runs on Windows, macOS and Linux and is installed with a normal installer. This GitHub page is only a pointer: the code is developed on GitLab and the program is downloaded from inkscape.org.","easeRationale":"A ready Windows installer is available (the checks found one of about 162–487 MB), so you download it and open it.","costNote":"The README describes it as free and open-source software.","notVerified":["The real license and recent activity, which live in the GitLab repository, not on GitHub","Whether the installer the checks found is the current version from inkscape.org","How well it opens files made in Illustrator or CorelDRAW"]},"zh-Hans":{"summaryShort":"绘制标志、图标、插图、图表和地图，作为矢量图形，在任何尺寸下都保持清晰。","summary":"Inkscape 是一款矢量绘图程序，设计师和爱好者用它来制作插图、图标、标志、图表、地图和网页图形。它自己的文件格式是 SVG，这是一种开放标准。它可在 Windows、macOS 和 Linux 上运行，用常规安装程序安装。这个 GitHub 页面只是一个指引：代码在 GitLab 上开发，程序则从 inkscape.org 下载。","easeRationale":"有现成的 Windows 安装程序（检查中发现了一个约 162–487 MB 的），下载后打开即可。","costNote":"README 将其描述为免费的开源软件。","notVerified":["真实的许可证和近期活跃情况，这些信息在 GitLab 仓库而不是 GitHub 上","检查中发现的安装程序是否就是 inkscape.org 上的当前版本","它打开 Illustrator 或 CorelDRAW 制作的文件时效果如何"]}}},{"id":"R_kgDOVW5g1w","slug":"interplains__zero-breach-toolkit","name":"Zero Breach Toolkit","owner":"interplains","fullName":"interplains/Zero-Breach-Toolkit","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"known_vulnerabilities","severity":"attention","evidence":"锁定版本的依赖存在已知漏洞(OSV):cryptography: GHSA-g6cj-pr64-35w5, GHSA-jwv3-5hgf-82ww, GHSA-m2h6-j472-rp4c","source":"check","title":"存在已知漏洞"},{"code":"very_new_repository_with_many_stars","severity":"info","evidence":"该仓库创建于2026-10-25,到2026-11-01已经有4007颗star和428次fork,第一周就发布了16次。没有长期历史可供判断。","source":"ai","title":"非常新的仓库却有大量star"},{"code":"anonymous_publisher_no_signed_binaries","severity":"info","evidence":"README:\"The project is anonymous, so do not take its word for anything\"以及\"There is no signed Windows program, and none is planned while the project stays anonymous\"。发布版本提供的是一个带有已发布 SHA-256 和 GPG 签名的单个 Python 文件,而不是安装程序。","source":"ai","title":"匿名发布者,没有签名的二进制文件"},{"code":"optional_command_downloads_and_runs_another_program","severity":"info","evidence":"README,\"Guided acquisition (experimental)\":可选参数 --collect-android 会\"downloads official AndroidQF v1.8.3, checks its pinned SHA-256, asks for the device owner's explicit consent and runs the collector\"。README 称它是\"the only point at which the tool runs a program it did not ship\"。","source":"ai","title":"一个可选命令会下载并运行另一个程序"},{"code":"reports_hold_private_personal_data","severity":"attention","evidence":"README:\"Full reports can contain usernames, profile names, file paths, browsing details, SMS senders and message excerpts; keep them private.\"报告保存在你电脑上的一个结果文件夹中,而 --evidence-bundle 生成的 ZIP 明确是\"unencrypted\"(未加密)的。","source":"ai","title":"报告中包含私人个人数据"},{"code":"phone_check_needs_usb_debugging","severity":"attention","evidence":"Android 的步骤要求你开启开发者选项和 USB 调试,并对电脑选择\"Always allow\"。README 建议完成后再关闭 USB 调试,但停留在这种状态下的手机风险更高。","source":"ai","title":"手机检查需要开启USB调试"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["system"],"alternativeTo":[{"slug":"iverify","name":"iVerify","confirmed":true}],"declaredAlternatives":[],"stars":4006,"downloads":5803,"downloadsWeek":2011,"downloadsDays":3,"growth":4006,"growthDays":6,"history":[{"date":"2026-10-28","stars":2785},{"date":"2026-10-29","stars":3614},{"date":"2026-10-30","stars":3869},{"date":"2026-10-31","stars":4006}],"firstPublishedAt":"2026-10-28T01:50:05.614Z","commitSha":"465134c6795302f95f66a1f80204f583ab328ca0","verifiedAt":"2026-11-01T01:38:36.052Z","lastCommitAt":"2026-11-01T01:11:43Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Checks a Windows, Mac or Linux computer, an Android phone or an iPhone backup for traces of known spyware.","summary":"A free scanner that looks for traces of spyware that was already described in public research, such as Pegasus, Predator and Graphite. It reads browser records, startup settings, logs and files, and it can also read an Android collection or a local iPhone backup made on your computer. It is written for journalists, activists and anyone worried about being targeted. You install Python, download the folder from GitHub and start a menu from the terminal (on Windows there is a .cmd file to double-click). The check takes about 15 minutes.","easeRationale":"On Windows, the easiest platform, you install Python with \"Add python.exe to PATH\" ticked, download the ZIP and double-click scan\\run-scan.cmd, so there is no typing of commands. On Mac and Linux you type a command in the terminal, and on Mac you also have to give Terminal Full Disk Access or Safari's records are skipped.","costNote":"Apache-2.0 code; the indicator lists it downloads are published free by Amnesty International's Security Lab, the Citizen Lab, the MVT project and Echap.","notVerified":["Whether the checks really run to the end on each version of Windows, macOS, Linux, Android and iOS.","Whether a result is correct: the project itself says a clean result is not proof the device is clean, and matches may be harmless (for example a news article that mentions a spyware address).","Whether the single Python file attached to each release really rebuilds to the published SHA-256.","How much disk and time a full check takes on a machine with many files, since it fingerprints files up to 120 MiB each.","Whether the pinned dependency versions with known vulnerabilities (cryptography) affect the parts of the tool that are used, beyond what the README claims."]},"zh-Hans":{"summaryShort":"检查Windows、Mac或Linux电脑、Android手机或iPhone备份中是否有已知间谍软件的痕迹。","summary":"一个免费的扫描工具,查找已在公开研究中被描述过的间谍软件痕迹,例如 Pegasus、Predator 和 Graphite。它会读取浏览器记录、启动设置、日志和文件,也可以读取 Android 采集数据或在你电脑上制作的本地 iPhone 备份。它面向记者、活动人士以及任何担心自己成为目标的人。你需要安装 Python,从 GitHub 下载文件夹,然后从终端启动一个菜单(在 Windows 上有一个可以双击的 .cmd 文件)。检查大约需要15分钟。","easeRationale":"在 Windows 上(最简单的平台),你安装 Python 时勾选\"Add python.exe to PATH\",下载 ZIP 后双击 scan\\run-scan.cmd,完全不需要输入命令。在 Mac 和 Linux 上你需要在终端里输入命令,在 Mac 上你还得给终端授予完全磁盘访问权限(Full Disk Access),否则 Safari 的记录会被跳过。","costNote":"代码采用 Apache-2.0 许可;它下载的指标列表由大赦国际的 Security Lab、Citizen Lab、MVT 项目和 Echap 免费发布。","notVerified":["这些检查是否真的能在每个版本的 Windows、macOS、Linux、Android 和 iOS 上跑完。","结果是否准确:项目自己说,干净的结果并不能证明设备是干净的,而匹配结果也可能是无害的(比如一篇提到间谍软件地址的新闻报道)。","每个发布版本附带的那个单独的 Python 文件,是否真的能重新构建出与发布的 SHA-256 一致的结果。","在文件很多的机器上做完整检查要花多少磁盘空间和时间,因为它会对最大120MiB的文件逐个生成指纹。","锁定版本的依赖中那些已知漏洞(cryptography)是否会影响工具实际使用到的部分,而不只是README里所说的那样。"]}}},{"id":"R_kgDOVaRZQw","slug":"jacke-pp__open-yoki","name":"Open Yoki","owner":"jacke-pp","fullName":"jacke-pp/open-yoki","type":"needs_setup","status":"active","grade":"E","easeByPlatform":{"linux":"E"},"risk":"attention","signals":[{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 77 天前","source":"check","title":"所有者账号很新"},{"code":"crypto_promotion_main_use","severity":"attention","evidence":"这位主播是围绕加密货币直播而打造的：README 说她在 Binance Square 上直播，借助公开价格和 CoinAnk 的合约数据来 \"懂行情\"，并且在 TwinOasis 广场上 \"还能喊单，喊的币会在公开的战绩榜上跟踪涨跌\"。一个向观众吹捧币种的 AI 人设，可能触碰金融推广方面的规定，尽管 README 写着 \"没有钱包、交易、下注、红包抽奖、发币相关功能\"。","source":"ai","title":"主要用途是推广加密货币"},{"code":"ai_posts_on_your_accounts_unattended","severity":"attention","evidence":"可选的 \"heart\" 是一个长期运行的 AI（Claude Code 或 DeepSeek），它有自己的笔记文件夹，并 \"决定发什么\"：它写的内容会通过 ops/square_post.py 发到 Binance Square，并通过 X API 发到 X，还能在每日美元预算内搜索网页（HEART_WEB_USD，默认 20）。所描述的流程里，没有任何一步要求有人在发布前先批准。","source":"ai","title":"AI 无人看管地在你的账号上发帖"},{"code":"voice_cloning_and_digital_face","severity":"info","evidence":"\"做你自己的主播\" 的第 4 步：\"复刻声音 (app/tools/volc-clone.mjs)\"，并把形象和动作上传到 Vidu。克隆不属于你的声音或面孔，或把结果冒充真人，在一些国家可能违反平台规则和法律；README 引用的 TwinOasis 规则中包括 \"不假装是真人\"。","source":"ai","title":"声音克隆与数字人脸"},{"code":"asks_for_your_douyin_cookie","severity":"attention","evidence":".env.example：\"DOUYIN_COOKIE=\" - \"抖音 cookie 文件的路径（文件里放浏览器复制出来的 cookie）\"。把你自己浏览器里的 cookie 复制到服务器上，等于把你已登录的抖音会话交给了该服务器，而用它进行自动读取可能导致账号被限制。","source":"ai","title":"要求提供你的抖音 cookie"},{"code":"snapshot_of_a_closed_product","severity":"info","evidence":"README：\"这份代码截自 yoki 10 月 24 日跑的版本（v150），之后的新功能分批再放\" - 这份代码是线上产品在 10 月 24 日的截取版本，之后的新功能会分批发布。GitHub 上没有发布版本，唯一给出的联系方式是在 X 上私信 @Jacke_pp。","source":"ai","title":"闭源产品的快照"},{"code":"chat_ingest_key_lets_anyone_speak_to_her","severity":"info","evidence":"README 的 Security 部分：\"弹幕接入的钥匙谁拿到都能往她的弹幕里塞话\" - 谁拿到接入密钥，就能向主播的弹幕里推送任何消息，所以这把密钥必须留在读取你直播间的那台机器上。","source":"ai","title":"聊天接入密钥让任何人都能对她说话"}],"platforms":["linux"],"tools":["node","ffmpeg","other"],"buildTools":["ffmpeg"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["OpenRouter (the model that talks)","Volcengine Doubao voice, plus a voice ID","Vidu (the moving digital face, needed for a real stream)","Volcengine RTC (sends the picture to the stream)","Anthropic or DeepSeek (the optional long-term memory, the \"heart\")","X (posting and replying)","Binance Square OpenAPI (publishing posts)","CoinAnk (crypto market data)","TikHub, plus a Douyin cookie (trending topics)","fal.ai (backup voice)","Telegram bot (fan and team groups)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","video","chat_ai"],"alternativeTo":[{"slug":"heygen","name":"HeyGen","confirmed":true},{"slug":"elevenlabs","name":"ElevenLabs","confirmed":true}],"declaredAlternatives":[],"stars":592,"downloads":0,"downloadsWeek":0,"downloadsDays":1,"growth":592,"growthDays":3,"history":[{"date":"2026-10-30","stars":477},{"date":"2026-10-31","stars":592}],"firstPublishedAt":"2026-10-30T01:57:54.315Z","commitSha":"2447d748dac4839a8ca238c8bf697ebfd12d398c","verifiedAt":"2026-10-30T01:45:01.738Z","lastCommitAt":"2026-10-28T09:20:58Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Runs your own AI live streamer on a server: a cloned voice, a moving digital face, chat replies, a diary and its own posts.","summary":"The code behind \"yoki\", an AI host that streams nightly on Binance Square. It builds a 16:9 live picture with a real-time digital face, a cloned voice and subtitles, pushes it out by RTMP, reads the chat and answers in seconds, remembers regulars, keeps a diary and posts on its own to Binance Square and X. The face, voice, personality and accounts of the original host are not included: you supply your own. It is made for an Ubuntu server (4 cores, 8 GB) and needs several paid services. The README is in Chinese, with an English version.","easeRationale":"This is server software: the README asks for an x86_64 Ubuntu machine with 4 cores and 8 GB, Node 22 or newer, ffmpeg and a headless Chrome, then deploy/install.sh, systemd services and Caddy in front, a key file under /etc/livehost/, keys from several paid services, a cloned voice and a digital face built on Vidu. The author says the step-by-step guide in SETUP.md is \"written for the AI that sets it up for you\". You can start it on your own computer to check that it loads, but without keys there is no voice and no face.","costNote":"The code is free (MIT), the running costs are not. The README's own table: the Vidu real-time digital human is billed per second of connection and is the largest item, Volcengine RTC a few yuan per stream, Doubao voice about 3 yuan per 10,000 characters plus a paid voice-cloning slot, OpenRouter a few cents per stream, and the optional Claude \"heart\" a few dollars a day. A server is extra.","notVerified":["What a night of streaming really costs, since the Vidu face is billed by the second of connection","Whether it works outside Ubuntu, and whether the servers suggested (Hong Kong, Singapore, Japan) are needed for the services to answer","Whether Binance Square, X or Douyin allow this kind of automated account and posting","What the \"heart\" writes and publishes over days, since it keeps its own notes and decides on its own","How much disk the recordings use (the README warns SQUARE_TAP can take several GB a night)","Whether the English README matches the Chinese one, which is the one kept up to date"]},"zh-Hans":{"summaryShort":"在服务器上运行你自己的 AI 直播主播:克隆的声音、会动的数字人脸、聊天回复、日记,以及自己发的帖子。","summary":"“yoki”背后的代码,一个每晚在 Binance Square 直播的 AI 主播。它会生成一幅 16:9 的实时画面,带实时数字人脸、克隆的声音和字幕,通过 RTMP 推流出去,读取聊天并在几秒内回复,记住常客,写日记,还会自主在 Binance Square 和 X 上发帖。原主播的人脸、声音、个性和账号都不包含在内:需要你自己提供。它是为 Ubuntu 服务器(4 核、8 GB)设计的,还需要几项付费服务。README 是中文的,附有英文版本。","easeRationale":"这是服务器软件:README 要求一台 x86_64 的 Ubuntu 机器,4 核、8 GB 内存,Node 22 或更新版本,ffmpeg 和无头 Chrome,然后运行 deploy/install.sh,配置 systemd 服务和前置的 Caddy,在 /etc/livehost/ 下放一个密钥文件,以及几项付费服务的密钥、一份克隆的声音和基于 Vidu 构建的数字人脸。作者说 SETUP.md 里的分步指南是“写给帮你搭建的 AI 看的”。你可以在自己电脑上启动,检查它能否加载,但没有密钥就没有声音也没有人脸。","costNote":"代码是免费的(MIT),运行成本不是。README 自带的表格显示:Vidu 实时数字人按连接秒数计费,是最大的一项开支;Volcengine RTC 每场直播几元人民币;豆包语音大约每万字 3 元,外加一个付费的声音克隆名额;OpenRouter 每场直播几分钱;可选的 Claude“心脏”每天几美元。服务器费用另算。","notVerified":["一晚直播到底要花多少钱,因为 Vidu 人脸是按连接秒数计费的","是否能在 Ubuntu 之外的系统上运行,以及是否必须使用建议的服务器地区(香港、新加坡、日本)才能让这些服务正常响应","Binance Square、X 或抖音是否允许这种自动化账号和发帖行为","这个“心脏”在日积月累中会写些什么、发些什么,因为它自己记笔记并自行决定","录制内容会占用多少磁盘空间(README 警告 SQUARE_TAP 一晚可能占用好几个 GB)","英文版 README 是否与中文版一致,因为中文版才是持续更新的那一份"]}}},{"id":"R_kgDOVRA2_g","slug":"jakeschincariol__day-trader-skill","name":"Day Trader Skill","owner":"Jakeschincariol","fullName":"Jakeschincariol/day-trader-skill","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"very_new_repository_high_star_count","severity":"attention","evidence":"该仓库创建于 2026-10-20，最后一次推送也是同一天，2026-10-20——十天没有提交——却已经有 3621 个星标和 834 个 fork。","source":"ai","title":"仓库非常新却有很高的星标数"},{"code":"can_send_orders_to_your_broker","severity":"attention","evidence":"README：\"/trader-broker | Order Executor | Sends approved orders to your broker, paper trading by default, never without your yes.\" 同一份 README 也写道 \"Most people who day trade lose money. You can lose money.\" 如果你关闭模拟交易或批准了订单，可能会损失真实资金。","source":"ai","title":"可以向你的券商发送订单"},{"code":"unofficial_data_source","severity":"info","evidence":"README：\"Yahoo Finance's chart endpoint is not an official API: it can lag, change or rate-limit you. The scanner and the entry timer read 1-minute or 5-minute bars, not every tick.\"","source":"ai","title":"非官方数据源"},{"code":"sends_your_name_and_email_to_sec","severity":"info","evidence":"README：\"The SEC tools (news filings, the analyst) ask you to identify yourself: put your name and email in `trader/config.json` (`\"sec_user_agent\": \"Your Name you@example.com\"`) or in the `SEC_USER_AGENT` environment variable.\" 这个姓名和邮箱会随每一次请求发送给 SEC EDGAR。","source":"ai","title":"把你的姓名和邮箱发送给 SEC"},{"code":"simulation_presented_as_odds","severity":"info","evidence":"「时间机器」给出的百分比，例如 \"target first 29.4 %, stop first 25.5 %\"，仅基于这只股票最近 60 天的 5 分钟线数据构建。README 自己也说：\"The future can do things those 60 days never did... Treat its odds as a reality check, never as a promise.\"","source":"ai","title":"把模拟结果当成了概率"}],"platforms":["windows","mac","linux"],"tools":["python","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["Alpaca (brokerage, only to send real or paper orders)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","productivity","automation"],"alternativeTo":[{"slug":"tradingview","name":"TradingView","confirmed":true},{"slug":"benzinga-pro","name":"Pro","confirmed":true}],"declaredAlternatives":[],"stars":3979,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":1651,"growthDays":4,"history":[{"date":"2026-10-27","stars":2328},{"date":"2026-10-28","stars":2653},{"date":"2026-10-29","stars":3247},{"date":"2026-10-30","stars":3619},{"date":"2026-10-31","stars":3979}],"firstPublishedAt":"2026-10-27T18:40:27.943Z","commitSha":"3d0f4ef6986f4984b7c6bd46f7ff4f87744c3abd","verifiedAt":"2026-10-31T01:59:24.829Z","lastCommitAt":"2026-10-20T14:17:50Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Eleven add-ons for Claude that scan stock charts, follow news and plan day trades, with your approval before any order.","summary":"Day Trader skill is a pack of 11 instruction files for Claude and Claude Code, plus small Python scripts that read free public data: Yahoo Finance charts, Nasdaq symbol lists, SEC EDGAR and US House filings. They scan charts for setups, follow news, time the entry, set a stop and a target, size the position to your budget and replay the session 10,000 times before you risk money. It is for people who already use Claude and trade stocks. You need Python 3.8 or newer and there is nothing to pip install; real orders go through your own broker and only after you approve each one.","easeRationale":"Windows, macOS and Linux are all C: you must already have Claude or Claude Code, then run one install step (paste the repository link with \"install skill\", or /plugin marketplace add Jakeschincariol/day-trader-skill and /plugin install day-trader-skill@day-trader-skill), and have Python 3.8 or newer for the scripts, with nothing to pip install. Sending real orders needs a brokerage connector on top of that.","costNote":"The skills are free (MIT) and the README says there is no signup and no API key. They only work inside Claude, which usually needs a paid plan or API usage, and real orders need your own brokerage account.","notVerified":["Whether the scripts still work against Yahoo Finance, Nasdaq Trader, SEC EDGAR and the House Clerk today, since none of those is an official supported interface.","Whether the numbers in the Tesla example can be reproduced outside the offline test fixtures.","Whether the risk and budget checks really block an order that breaks your limits.","Whether anything other than an order you approved can reach your brokerage account.","How much Claude usage a full scan plus 10,000 replays consumes on a paid plan.","How much disk space it uses: the checks could not estimate it."]},"zh-Hans":{"summaryShort":"11 个 Claude 插件，扫描股票图表、追踪新闻、规划日内交易，下单前都需要你批准。","summary":"Day Trader skill 是一套包含 11 个指令文件的插件，供 Claude 和 Claude Code 使用，外加一些读取免费公开数据的小型 Python 脚本：Yahoo Finance 图表、纳斯达克代码列表、SEC EDGAR 和美国众议院的申报文件。它扫描图表寻找交易机会，追踪新闻，把握入场时机，设置止损和目标，按你的预算调整仓位大小，并在你真正投入资金前把这次交易重放 10000 次。它适合已经在用 Claude 并从事股票交易的人。你需要 Python 3.8 或更新版本，不需要用 pip 安装任何东西；真实下单要经过你自己的券商，而且只有在你批准每一单之后才会执行。","easeRationale":"Windows、macOS 和 Linux 都是 C 级：你必须已经有 Claude 或 Claude Code，然后只需一步安装（用 \"install skill\" 粘贴仓库链接，或者执行 /plugin marketplace add Jakeschincariol/day-trader-skill 和 /plugin install day-trader-skill@day-trader-skill），脚本需要 Python 3.8 或更新版本，不需要用 pip 安装任何东西。要真实下单，还需要额外接入券商连接器。","costNote":"这些技能是免费的（MIT 许可），README 说不需要注册也不需要 API 密钥。它们只能在 Claude 里运行，通常需要付费套餐或按 API 用量付费，真实下单还需要你自己的券商账户。","notVerified":["脚本如今是否仍能正常访问 Yahoo Finance、Nasdaq Trader、SEC EDGAR 和美国众议院文书处，因为这些都不是官方支持的接口。","特斯拉示例里的数字，能否在离线测试样例之外重现。","风险和预算检查是否真的能挡住超出你限额的订单。","除了你批准的订单之外，是否还有其他东西能触达你的券商账户。","一次完整扫描加上 10000 次重放，在付费套餐上会消耗多少 Claude 用量。","它占用多少磁盘空间：检查无法估算这一点。"]}}},{"id":"R_kgDOU6HY4w","slug":"jakeschincariol__replica-skill","name":"Replica","owner":"Jakeschincariol","fullName":"Jakeschincariol/replica-skill","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"23 天内获得 5794 个星标","source":"check","title":"新仓库却有很多星标"},{"code":"app_cloning_legal_risk","severity":"attention","evidence":"描述：\"clone any app: reverse-engineer it, rebuild it... then fix what its users hate\"；README：\"so you have an app you can sell\" 以及 \"talk to a lawyer before launch if there is money on the line. This is not legal advice.\"","source":"ai","title":"克隆应用的法律风险"},{"code":"single_day_repository","severity":"info","evidence":"创建于 2026-10-03，最近一次推送也是 2026-10-03，此后没有任何提交，却已有 5794 个星标和 1017 个 fork。","source":"ai","title":"只有一天动静的仓库"},{"code":"deploys_to_production","severity":"info","evidence":"README.md：`/replica-deploy` \"sets up production, gives you the DNS records for your domain, and ships it when you say go\"。","source":"ai","title":"部署到生产环境"}],"platforms":["windows","mac","linux","web"],"tools":["python","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["Claude account (Claude Code or Claude chat)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","chat_ai"],"alternativeTo":[],"declaredAlternatives":[],"stars":6820,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":1023,"growthDays":5,"history":[{"date":"2026-10-26","stars":5797},{"date":"2026-10-27","stars":6068},{"date":"2026-10-28","stars":6281},{"date":"2026-10-29","stars":6487},{"date":"2026-10-30","stars":6673},{"date":"2026-10-31","stars":6820}],"firstPublishedAt":"2026-10-27T01:10:12.639Z","commitSha":"77c9436fb3d18c3d58169efb8caf4fe906b0dc51","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-03T12:07:14Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Eleven instruction sets for Claude that guide it to study an existing app and build, rebrand and launch your own version.","summary":"Replica is a pack of eleven \"skills\", written instructions that teach Claude a step-by-step method. They walk Claude through studying an existing app from its public pages, planning and building a similar app, testing it, reading user reviews for complaints to fix, giving it a new name and brand, and putting it online. It is aimed at indie founders who want to build a competing product. You need Claude (ideally Claude Code) and Python 3.8+ for the small helper scripts. The generated app needs its own development and hosting setup. The README says it copies features, not code, logos or content.","easeRationale":"Installing is one command in Claude Code (or pasting the link into Claude), but the helper scripts need Python and the app it builds needs a full development and hosting setup.","costNote":"The skills are free (MIT) and need no API key, but they run inside Claude, and the app you build needs its own hosting and services.","notVerified":["Whether the skills really stop Claude from copying another app's code, text or images, as the README promises.","How much Claude usage it takes to build a full app with all eleven steps.","Whether selling a clone built this way is allowed under the law and trademarks in your country.","How well the generated app works compared with the original."]},"zh-Hans":{"summaryShort":"十一套给 Claude 的指令，引导它研究现有应用，并构建、更换品牌和发布你自己的版本。","summary":"Replica 是一个包含十一项“skills”的合集，即教 Claude 按步骤做事的书面说明。它们带着 Claude 依次完成：从公开页面研究现有应用，规划并构建类似的应用，测试，阅读用户评价以找出可修复的抱怨，给应用起新名字和新品牌，并上线发布。它面向想打造竞品的独立创始人。你需要 Claude（最好是 Claude Code）和 Python 3.8+ 来运行小型辅助脚本。生成的应用需要自己的开发和托管环境。README 称它复制的是功能，而不是代码、标志或内容。","easeRationale":"安装只需在 Claude Code 中运行一条命令（或把链接粘贴给 Claude），但辅助脚本需要 Python，它所构建的应用则需要完整的开发和托管环境。","costNote":"这些 skills 免费（MIT）且不需要 API 密钥，但它们在 Claude 内运行，你构建的应用需要自己的托管和服务。","notVerified":["这些 skills 是否真的像 README 承诺的那样，阻止 Claude 复制其他应用的代码、文字或图片。","用全部十一个步骤构建一个完整应用需要消耗多少 Claude 用量。","在你所在的国家，出售以这种方式做出的仿制应用是否符合法律和商标规定。","生成的应用与原应用相比运行得如何。"]}}},{"id":"R_kgDOUfXmpg","slug":"jaredpalmer__kev","name":"Kev","owner":"jaredpalmer","fullName":"jaredpalmer/kev","type":"dev_tool","status":"active","grade":"A","easeByPlatform":{"mac":"C","linux":"C","web":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"40 天内获得 9621 个星标","source":"check","title":"新仓库却有很多星标"},{"code":"package_name_collision","severity":"attention","evidence":"README.md 警告：\"PyPI name collision: `pip install kev` installs a **different package** — K.E.V. ORM ... This project is **not** published to PyPI. Install from source as below.\"","source":"ai","title":"包名与另一个包重名"},{"code":"server_without_key_by_default","severity":"info","evidence":"README.md：\"The server binds to 127.0.0.1 (`--host 0.0.0.0` to accept other machines) and is open by default; set `KEV_API_KEY` to require `Authorization: Bearer <key>` on `/v1/*`.\"","source":"ai","title":"服务器默认不设密钥"},{"code":"downloads_code_at_setup","severity":"info","evidence":"部署说明会从互联网获取并运行一个脚本：\"curl -LO https://raw.githubusercontent.com/jaredpalmer/kev/main/skills/kev-deploy/scripts/kev_serve.py\"，随后是 \"modal deploy kev_serve.py\"；微调路径则使用 \"npx skills add jaredpalmer/kev@kev-finetune\"。","source":"ai","title":"安装配置时会下载代码"},{"code":"accuracy_claims_self_measured","severity":"info","evidence":"README 中与 Jev 服务的对比表是项目自己做的，并且它也这样说明：\"We don't know what Jev was trained on, so this isn't a controlled comparison of the two architectures.\"","source":"ai","title":"准确率说法由项目自己测得"}],"platforms":["linux","mac","web"],"tools":[],"buildTools":["python","gpu_any"],"disk":{"minMB":950,"maxMB":4450,"basis":"heuristic"},"apiKeys":["Modal (only to deploy a hosted endpoint)","Vercel AI Gateway (only to compare against the Jev service)"],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","automation"],"alternativeTo":[{"slug":"jev","name":"Jev","confirmed":true}],"declaredAlternatives":[],"stars":9737,"downloads":1094,"downloadsWeek":82,"downloadsDays":5,"growth":166,"growthDays":5,"history":[{"date":"2026-10-26","stars":9571},{"date":"2026-10-27","stars":9621},{"date":"2026-10-28","stars":9662},{"date":"2026-10-29","stars":9694},{"date":"2026-10-30","stars":9721},{"date":"2026-10-31","stars":9737}],"firstPublishedAt":"2026-10-27T01:10:12.640Z","commitSha":"2074cc44256200bb37540103fa4572901faa10f3","verifiedAt":"2026-10-28T01:36:25.859Z","lastCommitAt":"2026-10-22T19:27:10Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Small AI models that answer yes/no, multiple-choice and rating questions about a text, run on your own machine.","summary":"Kev is a family of small AI models that read a piece of text and answer set questions about it: yes or no, pick one option, or give a rating, each with a probability. It is for developers who classify or route content, such as support tickets, and want it running on their own machine or server instead of a paid API. The server copies TypeSafe's System One API, so code written for Jev can point at Kev. You need Python 3.12 or 3.13, the uv tool and the terminal; a GPU for speed. A browser demo exists for the two smallest models.","easeRationale":"The best grade is on the web: the README links a Hugging Face Space that runs the two smaller models with nothing to install. Running it yourself is grade C on Mac and Linux, because you install Python 3.12 or 3.13 plus the uv tool, clone the repository and run a few terminal commands; the bigger models need a large GPU (Kev-27B asks for an 80 GB card or a 96-128 GB Mac), and Windows is not mentioned in the instructions.","costNote":"The code and the model weights are free. Running it costs hardware: the README quotes rented GPUs from $0.80 to $6.25 per hour and about $1 for one fine-tuning run.","notVerified":["Whether the published accuracy and speed numbers reproduce on your own data and hardware","Real disk use after the model files download (the 0.8B adapter is small, the 27B model is 51 GB of weights)","Whether it runs on Windows, which the instructions do not cover","The real monthly cost of a hosted endpoint on Modal, including the warm container option that keeps a paid GPU running while idle","Whether the Hugging Face browser demo keeps or logs the text you paste into it"]},"zh-Hans":{"summaryShort":"在自己电脑上运行的小型 AI 模型，可以针对一段文本回答是/否、多选和评分类问题。","summary":"Kev 是一系列小型 AI 模型，能读取一段文本并回答固定类型的问题：是或否、从选项中挑一个，或给出一个评分，每个答案都带有概率。它面向需要对内容进行分类或分流的开发者，比如处理客服工单，并希望让它运行在自己的电脑或服务器上，而不是使用付费 API。这个服务器复刻了 TypeSafe 的 System One API，所以为 Jev 写的代码也可以直接指向 Kev。你需要 Python 3.12 或 3.13、uv 工具和终端；用 GPU 可以提升速度。两个最小的模型还提供了浏览器演示版本。","easeRationale":"最好的评分在网页端：README 链接到一个 Hugging Face Space，可以运行两个较小的模型，无需安装任何东西。自己运行的评分在 Mac 和 Linux 上是 C，因为需要安装 Python 3.12 或 3.13 加 uv 工具，克隆仓库，再运行几条终端命令；更大的模型需要大显存的 GPU（Kev-27B 要求 80 GB 显存的显卡或 96-128 GB 内存的 Mac），说明文档里没有提到 Windows。","costNote":"代码和模型权重都是免费的。运行需要花钱买硬件：README 里提到租用 GPU 的价格在每小时 0.80 到 6.25 美元之间，一次微调大约花费 1 美元。","notVerified":["公开的准确率和速度数据在你自己的数据和硬件上能否重现","下载模型文件后实际占用的磁盘空间（0.8B 的适配器很小，27B 模型的权重有 51 GB）","能否在 Windows 上运行，说明文档里没有涉及这一点","在 Modal 上托管一个端点的实际月费是多少，包括让付费 GPU 在空闲时也保持运行的“热容器”选项","Hugging Face 的浏览器演示是否会保留或记录你粘贴进去的文本"]}}},{"id":"R_kgDOIvux3g","slug":"jdx__mise","name":"mise","owner":"jdx","fullName":"jdx/mise","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把一个远程脚本直接管道到shell执行:curl -fsSL https://mise.run | sh","source":"check","title":"curl管道直接执行到shell"},{"code":"downloads_and_runs_third_party_programs","severity":"attention","evidence":"这正是这个工具的用途:README 中说它会\"from a registry of 1,000+ tools or directly from backends like GitHub releases, Aqua, Cargo, npm, and PyPI\"安装工具。你要的每个工具都是从别人的服务器下载,然后在你的机器上运行。`mise lock`会记录确切的版本和校验和,但这是可选的。","source":"ai","title":"下载并运行第三方程序"},{"code":"project_file_can_set_variables_and_run_commands","severity":"info","evidence":"文件夹里的 mise.toml 可以声明环境变量、额外的 PATH 条目,以及带`run = \"...\"`命令的任务。README 中说变量和 .env 文件会\"automatically as you enter a directory\"自动加载,所以打开别人写的文件夹会改变你终端的环境。","source":"ai","title":"项目文件可以设置变量并运行命令"},{"code":"can_change_machine_wide_settings","severity":"info","evidence":"README,\"Set up a machine with mise bootstrap\":`mise bootstrap`和`mise dot apply`会\"apply system packages, dotfiles, Git repositories, macOS defaults, and background services\",`mise bootstrap --adopt you/dotfiles`会从一个 Git 仓库获取这些配置。可以先用`--dry-run`预览。","source":"ai","title":"可以更改整台机器的设置"},{"code":"large_download_for_a_command_line_tool","severity":"info","evidence":"发布文件对于单个程序来说很大:mise-v2026.10.25-windows-x64.exe 有240MB,Linux x64 二进制文件有168MB,这还不包括它为你安装的任何工具。","source":"ai","title":"命令行工具的下载体积很大"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node","docker","rust"],"disk":{"minMB":240,"maxMB":719,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","automation","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":35598,"downloads":85683481,"downloadsWeek":6370227,"downloadsDays":5,"growth":175,"growthDays":5,"history":[{"date":"2026-10-26","stars":35423},{"date":"2026-10-27","stars":35461},{"date":"2026-10-28","stars":35506},{"date":"2026-10-29","stars":35547},{"date":"2026-10-30","stars":35573},{"date":"2026-10-31","stars":35598}],"firstPublishedAt":"2026-10-27T01:10:12.641Z","commitSha":"99734bca80530cc446acbe435c7b189cee44febe","verifiedAt":"2026-11-01T01:39:33.118Z","lastCommitAt":"2026-11-01T00:34:41Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"One command-line tool that installs the right version of Node, Python or Go per project, loads its variables and runs its tasks.","summary":"mise keeps each project's programming tools, environment variables and tasks in a single mise.toml file. You write node = \"24\" or python = \"3.14\" and it downloads that exact version for that folder, so two projects can use different versions without clashing. It can also load .env files and secrets when you enter the folder, and run named tasks such as build or test. It is made for programmers who work in a terminal. One command installs it on Windows, macOS and Linux, and it needs no other tool first.","easeRationale":"Every platform is one command: on Windows `winget install jdx.mise`, and on macOS and Linux the install script from mise.run, which puts the program in ~/.local/bin. Each release also has a ready binary for Windows, macOS and Linux. After installing you add one line to your shell start-up file so it works in every new terminal, and from then on everything is typed commands.","costNote":"MIT licence. The README links a sponsors page, but nothing in the tool is paid.","notVerified":["How much disk space it ends up using, since every tool version it installs is kept in its own folder.","Whether a particular tool in the 1,000+ registry really installs and works on your platform, especially on Windows.","Whether the install script at mise.run is the same code as the repository at any given moment.","Whether shell activation conflicts with another version manager you already use, such as nvm or asdf."]},"zh-Hans":{"summaryShort":"一个命令行工具,为每个项目安装正确版本的Node、Python或Go,加载其变量并运行其任务。","summary":"mise 把每个项目的编程工具、环境变量和任务都保存在一个 mise.toml 文件里。你写 node = \"24\" 或 python = \"3.14\",它就会为那个文件夹下载那个确切的版本,这样两个项目可以使用不同版本而不冲突。它还能在你进入文件夹时加载 .env 文件和密钥,并运行像 build 或 test 这样的命名任务。它是为在终端里工作的程序员设计的。一条命令就能在 Windows、macOS 和 Linux 上安装它,而且事先不需要任何其他工具。","easeRationale":"每个平台都只需要一条命令:在 Windows 上是`winget install jdx.mise`,在 macOS 和 Linux 上是来自 mise.run 的安装脚本,会把程序放到 ~/.local/bin。每个发布版本也都有适用于 Windows、macOS 和 Linux 的现成二进制文件。安装后你需要在你的 shell 启动文件里加一行,这样它才能在每个新终端里生效,从那之后一切都是输入命令。","costNote":"MIT 许可。README 链接了一个赞助页面,但工具本身没有任何付费内容。","notVerified":["最终会占用多少磁盘空间,因为它安装的每个工具版本都保存在自己的文件夹里。","1000多个注册项里的某个具体工具是否真的能在你的平台上安装并正常工作,尤其是在 Windows 上。","mise.run 上的安装脚本在某个时刻是否与仓库里的代码完全一致。","shell 激活是否会和你已经在用的另一个版本管理器(比如 nvm 或 asdf)冲突。"]}}},{"id":"R_kgDOUjqjyA","slug":"jev-chat__jev-chat-jarvis","name":"Jev Chat","owner":"jev-chat","fullName":"jev-chat/jev-chat-jarvis","type":"needs_setup","status":"active","grade":"E","easeByPlatform":{},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"36 天内获得 8125 个星标","source":"check","title":"仓库很新但星标很多"},{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 36 天前","source":"check","title":"所有者账号很新"},{"code":"reads_other_apps_chats","severity":"attention","evidence":"描述：“before you reply, Jev reads the chat, judges intent and risk, and drafts replies”；主题包括“accessibility-service”、“ocr”、“llm”、“whatsapp”和“qq”。该应用会读取其他应用里的私人对话（包括他人发来的消息），并通过 AI 模型处理；这些文字会被发送到哪里，仓库中没有任何地方说明。","source":"ai","title":"读取其他应用的聊天内容"},{"code":"no_readme","severity":"attention","evidence":"所分析的提交在顶层只有 .github/、.gitignore、LICENSE、NOTICE、cn/ 和 global/，没有 README，因此安装步骤、数据处理方式和费用都没有文档说明。","source":"ai","title":"没有 README"},{"code":"claimed_platforms_without_builds","severity":"info","evidence":"描述中声称支持“Android · Windows · macOS · iOS”，但两个发布版本（2026-10-06 的 global-v0.1.0 和 2026-10-05 的 v1.7）都没有附带任何平台的程序文件。","source":"ai","title":"宣称支持的平台没有可用的构建版本"},{"code":"young_project_and_owner","severity":"info","evidence":"仓库创建于 2026-09-21，已有 8125 个星标和 1306 个 fork，检查记录显示所有者账号创建于 36 天前；该项目只有五周。","source":"ai","title":"项目和所有者都很新"}],"platforms":[],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["chat_ai","productivity"],"alternativeTo":[{"slug":"cluely","name":"Cluely","confirmed":true}],"declaredAlternatives":[],"stars":8200,"downloads":2995,"downloadsWeek":339,"downloadsDays":5,"growth":85,"growthDays":5,"history":[{"date":"2026-10-26","stars":8115},{"date":"2026-10-27","stars":8125},{"date":"2026-10-28","stars":8147},{"date":"2026-10-29","stars":8166},{"date":"2026-10-30","stars":8190},{"date":"2026-10-31","stars":8200}],"firstPublishedAt":"2026-10-27T01:10:12.642Z","commitSha":"bd3fe42eebd04b58b2b1d4a7f5310fddfb0bb91b","verifiedAt":"2026-10-28T01:37:06.788Z","lastCommitAt":"2026-10-16T08:48:00Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A phone helper that reads your chat screen, guesses what the other person means and drafts replies for you.","summary":"Jev is a chat assistant app. According to its description it reads the conversation on your screen in apps such as WhatsApp and QQ, using Android accessibility access and text recognition, judges the other person's intent and possible risk, and drafts replies you fill in with one tap; you decide whether to send. The repository has no README at the analyzed commit, so there are no install steps, privacy details or pricing to go on. The two GitHub releases carry no files for Windows, Mac, Linux or the web, and there is a separate Chinese edition (cn/) and global edition (global/).","easeRationale":"Nothing here can be installed on Windows, Mac, Linux or the browser: the two releases list no platform binaries and the repository has no README with install steps, so it is grade E. The description points at phones, which Radar does not grade.","costNote":"The code is MIT-licensed. The package does not say whether the AI features need an account, a paid plan or the website chatjevs.com.","notVerified":["Where the chat text and screen captures are sent for AI analysis, and whether they are kept","Whether any downloadable app file matches the source code in the cn/ and global/ folders","Whether the Windows, macOS and iOS versions named in the description exist anywhere","Whether the AI features need an account or a paid plan on chatjevs.com","Whether reading another person's messages this way is allowed by the chat apps' own rules in your country"]},"zh-Hans":{"summaryShort":"一个手机助手，读取你的聊天界面，猜测对方的意思并帮你起草回复。","summary":"Jev 是一款聊天助手应用。根据其描述，它会借助 Android 的无障碍权限和文字识别，读取你屏幕上诸如 WhatsApp 和 QQ 等应用里的对话，判断对方的意图和可能存在的风险，并起草回复让你一键填入；是否发送由你决定。在分析所用的提交版本中，仓库没有 README，因此没有安装步骤、隐私细节或价格可供参考。GitHub 上的两个发布版本都没有附带 Windows、Mac、Linux 或网页版的文件，仓库里还分别有一个中国版（cn/）和一个全球版（global/）。","easeRationale":"这里的东西都没法安装在 Windows、Mac、Linux 或浏览器上：两个发布版本都没有列出任何平台的二进制文件，仓库也没有包含安装步骤的 README，所以评分为 E。描述指向的是手机应用，而 Radar 不对手机应用评分。","costNote":"代码采用 MIT 许可证。软件包没有说明 AI 功能是否需要账户、付费套餐，或者是否依赖官网 chatjevs.com。","notVerified":["聊天文本和屏幕截图会被发送到哪里进行 AI 分析，以及它们是否会被保留","是否有任何可下载的应用文件与 cn/ 和 global/ 文件夹中的源代码相符","描述中提到的 Windows、macOS 和 iOS 版本是否真的存在","AI 功能是否需要在 chatjevs.com 上注册账户或购买付费套餐","以这种方式读取他人的消息，是否符合你所在国家对这些聊天应用自身规则的要求"]}}},{"id":"MDEwOlJlcG9zaXRvcnk1NzE3NzA=","slug":"jgm__pandoc","name":"Pandoc","owner":"jgm","fullName":"jgm/pandoc","type":"dev_tool","status":"active","grade":"A","easeByPlatform":{"windows":"B","mac":"B","linux":"B","web":"A"},"risk":"low","signals":[{"code":"conversions_can_lose_formatting","severity":"info","evidence":"README.md：\"one should not expect perfect conversions between every format and every other\"；pandoc 保留结构，\"but not formatting details such as margin size\"，而且 \"some document elements, such as complex tables, may not fit into pandoc's simple document model\"。","source":"ai","title":"转换可能丢失格式"},{"code":"ready_binaries_cannot_use_some_add_ons","severity":"info","evidence":"INSTALL.md：\"the statically linked Pandoc binaries provided by us (or those available on Conda Forge) have a limitation. They are unable to utilise Lua filters that rely on Lua modules written in C.\"","source":"ai","title":"现成的二进制文件无法使用某些扩展"},{"code":"pdf_output_needs_a_separate_large_install","severity":"info","evidence":"INSTALL.md：\"By default, Pandoc creates PDFs using LaTeX\"，并提醒 \"a full MacTeX installation uses four gigabytes of disk space\"，建议改用 BasicTeX 或 TinyTeX。","source":"ai","title":"PDF 输出需要单独安装一个较大的程序"}],"platforms":["windows","mac","linux","web"],"tools":[],"buildTools":[],"disk":{"minMB":41,"maxMB":122,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["office","productivity","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":46769,"downloads":50558135,"downloadsWeek":460614,"downloadsDays":5,"growth":66,"growthDays":5,"history":[{"date":"2026-10-26","stars":46703},{"date":"2026-10-27","stars":46719},{"date":"2026-10-28","stars":46736},{"date":"2026-10-29","stars":46750},{"date":"2026-10-30","stars":46761},{"date":"2026-10-31","stars":46769}],"firstPublishedAt":"2026-10-27T01:10:12.643Z","commitSha":"d24f39568be2666e035d72c4f4345f1f7926ab25","verifiedAt":"2026-10-31T01:44:47.735Z","lastCommitAt":"2026-10-31T23:50:03Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Converts documents between dozens of formats, such as Word, Markdown, HTML, EPUB and PDF, by typing a command.","summary":"Pandoc is a long-running, widely used converter for text documents. It turns files from one format into another, for example Word to Markdown, Markdown to Word, HTML or EPUB e-books, and slides. It is for writers, students, researchers and anyone who moves text between tools. It has no windows or buttons: you type commands in a terminal, or try the project's online demo in a browser. Installers exist for Windows, Mac and Linux. Making PDFs needs an extra program such as MiKTeX (LaTeX). Conversions keep the structure of a document but not every formatting detail.","easeRationale":"The project's online demos at pandoc.org/try and pandoc.org/app open in a browser with nothing to install, which is an A, but the README calls them limited. On Windows, Mac and Linux it is a B: a ready installer (`pandoc-3.13-windows-x86_64.msi`, `.pkg` for Mac, `.deb` for Linux) sets everything up and adds pandoc to the path, and the extra step is that you use it by typing commands, with LaTeX installed separately if you want PDF files.","costNote":"Open source under GPL version 2 or later.","notVerified":["How well complex Word layouts, tables and styles survive a conversion.","Disk space used by a LaTeX install such as MiKTeX if you need PDF output.","How complete the online demos at pandoc.org/try and pandoc.org/app are compared with the installed program, and whether files you drop in stay on your computer."]},"zh-Hans":{"summaryShort":"输入一条命令，就能在 Word、Markdown、HTML、EPUB、PDF 等几十种格式之间转换文档。","summary":"Pandoc 是一款历史悠久、使用广泛的文本文档转换工具。它能把文件从一种格式转成另一种，比如 Word 转 Markdown、Markdown 转 Word、转成 HTML 或 EPUB 电子书，还能转成幻灯片。它适合写作者、学生、研究人员，以及任何需要在不同工具之间搬运文本的人。它没有窗口也没有按钮：你在终端里输入命令，或者在浏览器里试用项目的在线演示。Windows、Mac 和 Linux 都有安装程序。生成 PDF 需要额外安装像 MiKTeX 这样的程序（LaTeX）。转换会保留文档的结构，但不是所有格式细节都能保留。","easeRationale":"项目在 pandoc.org/try 和 pandoc.org/app 的在线演示不用安装任何东西就能在浏览器打开，属于 A 级，但 README 说它们功能有限。在 Windows、Mac 和 Linux 上属于 B 级：一个现成的安装程序（`pandoc-3.13-windows-x86_64.msi`、Mac 上的 `.pkg`、Linux 上的 `.deb`）会配置好一切并把 pandoc 加入 path，额外的步骤是你要通过输入命令来使用它，如果想要 PDF 文件，还要单独安装 LaTeX。","costNote":"开源，采用 GPL 第 2 版或更新版本的许可。","notVerified":["复杂的 Word 排版、表格和样式在转换后能保留多少。","如果需要 PDF 输出，安装 MiKTeX 这类 LaTeX 软件会占用多少磁盘空间。","pandoc.org/try 和 pandoc.org/app 上的在线演示和安装后的程序相比功能完整到什么程度，以及放进去的文件是否留在你的电脑上。"]}}},{"id":"MDEwOlJlcG9zaXRvcnk5MjQ0Mzk4MA==","slug":"jgraph__drawio-desktop","name":"draw.io Desktop","owner":"jgraph","fullName":"jgraph/drawio-desktop","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"low","signals":[{"code":"background_auto_update","severity":"info","evidence":"README 的 Updates 部分：Windows 的 .exe、macOS 和 AppImage 版本会“new versions download in the background”，Security 部分则说它“checks github.com once a day for a newer version and downloads it from an AWS S3 bucket”。可以用 `DRAWIO_DISABLE_UPDATE=true` 或 `--disable-update` 关闭。","source":"ai","title":"后台自动更新"},{"code":"external_media_in_diagrams","severity":"info","evidence":"README 的 Security 部分：“a diagram can reference external media ... these are fetched when the diagram is opened ... Opening a diagram from an untrusted source may therefore trigger a request to the referenced URL, which can reveal metadata such as your IP address to that server; no diagram content is transmitted.”","source":"ai","title":"图表中的外部媒体"},{"code":"closed_to_contributions","severity":"info","evidence":"README：“draw.io is closed to contributions (unless a maintainer permits it, which is extremely rare).” 代码是公开的，但不接受外部人员提交的修复。","source":"ai","title":"不接受外部贡献"},{"code":"one_windows_installer_needs_admin_rights","severity":"info","evidence":"README 的 Windows 安装部分：NSIS 安装程序“Installs **per-machine** into `Program Files` and **requires administrator privileges**”，它的更新也会要求管理员权限。.msi 和 zip 则不需要。","source":"ai","title":"其中一个 Windows 安装程序需要管理员权限"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":142,"maxMB":427,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["office","productivity","design_cad"],"alternativeTo":[{"slug":"microsoft-visio","name":"Visio","confirmed":true},{"slug":"lucidchart","name":"Lucidchart","confirmed":true},{"slug":"miro","name":"Miro","confirmed":true}],"declaredAlternatives":[],"stars":63731,"downloads":148402111,"downloadsWeek":898486,"downloadsDays":5,"growth":67,"growthDays":5,"history":[{"date":"2026-10-26","stars":63664},{"date":"2026-10-27","stars":63682},{"date":"2026-10-28","stars":63697},{"date":"2026-10-29","stars":63718},{"date":"2026-10-30","stars":63727},{"date":"2026-10-31","stars":63731}],"firstPublishedAt":"2026-10-27T01:10:12.644Z","commitSha":"e56f6f3f8689503b328456081186de0ab5594a11","verifiedAt":"2026-10-29T01:44:38.825Z","lastCommitAt":"2026-10-26T14:59:52Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A free desktop app for drawing flowcharts, org charts and network diagrams, working offline.","summary":"draw.io Desktop is the official offline version of the draw.io (diagrams.net) diagram editor. You can draw flowcharts, UML, network and org charts, mind maps and floor plans, and export them to PDF, PNG or SVG. It is for anyone who needs diagrams at work or school. Windows, macOS and Linux installers are ready to download, including a per-user MSI and a portable zip for Windows that need no administrator rights. The README says diagrams stay on your computer and the app only goes online to check for updates.","easeRationale":"Every release ships ready files for all three systems: a Windows .exe installer plus a per-user .msi and a portable .zip that need no administrator rights, .dmg files for Intel and Apple Silicon Macs, and .deb, .rpm and .AppImage for Linux. You download one and open it.","costNote":"Free under GPL v3. The README says support is only through the repository and \"There is no private ticketing support for non-paying users\".","notVerified":["Whether the app really makes no network calls besides update checks, as the README states","How well it opens and saves Visio (.vsdx) files compared with Visio itself","Real disk use after installation","Whether the Linux AppImage starts on your system, since the README describes a clash with older AppImageLauncher versions"]},"zh-Hans":{"summaryShort":"一个免费的桌面应用，用于绘制流程图、组织结构图和网络图，可以离线使用。","summary":"draw.io Desktop 是 draw.io（diagrams.net）图表编辑器的官方离线版本。你可以绘制流程图、UML 图、网络图和组织结构图、思维导图以及平面图，并导出为 PDF、PNG 或 SVG。适合任何在工作或学习中需要画图的人。它为 Windows、macOS 和 Linux 都提供了现成的安装包，其中包括 Windows 下无需管理员权限的按用户安装 MSI 和便携版 zip 包。README 说图表只留在你自己的电脑上，这个应用联网只是为了检查更新。","easeRationale":"每个发行版本都为三大系统提供了现成文件：Windows 的 .exe 安装程序，加上一个按用户安装的 .msi 和一个不需要管理员权限的便携版 .zip，Intel 和 Apple Silicon Mac 的 .dmg 文件，以及 Linux 的 .deb、.rpm 和 .AppImage。下载一个打开就行。","costNote":"基于 GPL v3 许可，免费。README 说明支持只通过代码仓库提供，并且“不为未付费用户提供私人工单支持”。","notVerified":["这个应用是否真的像 README 所说那样，除了检查更新外不进行任何网络通信","打开和保存 Visio（.vsdx）文件的效果与 Visio 本身相比如何","安装后的真实磁盘占用情况","Linux 版 AppImage 在你的系统上能否正常启动，因为 README 提到它与较旧版本的 AppImageLauncher 存在冲突"]}}},{"id":"R_kgDOVFv6Gg","slug":"jhaizhou-ops__d2r-mobile","name":"D2R Mobile","owner":"jhaizhou-ops","fullName":"jhaizhou-ops/d2r-mobile","type":"needs_setup","status":"alert","grade":"E","easeByPlatform":{"mac":"E"},"risk":"high","signals":[{"code":"needs_console_game_files_and_keys","severity":"high","evidence":"README.md：“If what you have is a whole game package (`.xci` / `.nsp`), `./setup.sh <game package> <prod.keys>` first extracts the game files into place and then carries on (install hactool first)”。获取 `prod.keys` 并解密 Switch 游戏包，意味着绕过主机自身的保护机制，即使你拥有这款游戏，这在一些国家也是违法的。","source":"ai","title":"需要游戏主机的游戏文件和密钥"},{"code":"derived_from_commercial_game","severity":"attention","evidence":"README.md：程序改写工具“Rewrites only the few instructions that cannot run unchanged under Apple's kernel”，并且“shaders are translated offline from the game's originals”；仓库里带有“shader interface descriptions, the graphics API function table, addresses inside the program and the like”（docs/DERIVED.md）。没有显示游戏发行方的任何许可，因此该项目随时可能被下架或被封锁。","source":"ai","title":"源自商业游戏"},{"code":"very_young_repo_many_stars","severity":"info","evidence":"仓库创建于 2026-10-12，到 2026-10-28 已有 4765 个星标、1266 个 fork 和 23 个发布版本，也就是说这一切都只有大约两周。","source":"ai","title":"仓库非常新但星标很多"},{"code":"claims_measured_by_authors","severity":"info","evidence":"60 fps、3.8 W 和启动时间等数据，以及 Android 和 HarmonyOS 的数据，都是项目作者在自己的设备上测得的（“Measured by the port's authors on their phones”）。Mac 版的键盘和手柄被描述为“not been operated by a person yet”，Apple TV 版则只“Reached the character-selection screen”。","source":"ai","title":"数据由作者自己测得"},{"code":"self_signed_install_expires","severity":"info","evidence":"README.md 中关于 iPhone 签名的说明：“a free Apple ID works too (no iCloud save sync, and the app has to be re-signed and reinstalled every 7 days)”。","source":"ai","title":"自签名安装会过期"}],"platforms":["mac"],"tools":["python","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["games"],"alternativeTo":[],"declaredAlternatives":[],"stars":4931,"downloads":4333519,"downloadsWeek":256166,"downloadsDays":4,"growth":227,"growthDays":5,"history":[{"date":"2026-10-27","stars":4763},{"date":"2026-10-28","stars":4827},{"date":"2026-10-29","stars":4873},{"date":"2026-10-30","stars":4910},{"date":"2026-10-31","stars":4931}],"firstPublishedAt":"2026-10-27T02:52:00.652Z","commitSha":"f1e4b081af8ea65d95f0bf490a568cb657c3917e","verifiedAt":"2026-10-28T01:38:07.649Z","lastCommitAt":"2026-10-31T08:03:37Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Tools that make a Diablo II: Resurrected Switch copy you own run on an Apple silicon Mac, iPhone or Android phone.","summary":"D2R Mobile is a compatibility layer that runs the Nintendo Switch version of Diablo II: Resurrected (with the Reign of the Warlock expansion) on iPhone, iPad, Apple silicon Mac, Android and HarmonyOS, with touch controls and extra endgame modes. It ships no game content: you supply your own game files, and the tools rewrite the game program and translate its shaders on your computer. The Mac route means installing Xcode and Python tools and building from source. You must extract the files from your own Switch copy, which needs console keys and extra tools.","easeRationale":"On an Apple silicon Mac it is grade E: you need Xcode, Homebrew and llvm, the game files from your own Switch copy, then run ./setup.sh and dm/tools/mac_app.sh to build the app yourself; there is no ready Mac download. Windows and Linux can only be used to prepare an install package for a phone, not to play, and phones are not graded by Radar.","costNote":"The project is free (MIT). You need the Switch copy of the game with the Reign of the Warlock expansion, which you buy separately; iCloud save sync also needs a paid Apple developer account.","notVerified":["Whether it is lawful where you live to extract and decrypt the files from your own Switch copy","Whether the frame rate, battery and launch figures hold on your own device","Real disk use: the game resources are about 5.6 GB plus the build workspace on your computer","Whether the tools work with any game version other than the Switch 1.0.34.0 release they target","Whether the files offered on the releases page match the source code in this repository"]},"zh-Hans":{"summaryShort":"一套工具,让你自己拥有的 Switch 版《暗黑破坏神II:狱火重生》在搭载苹果芯片的 Mac、iPhone 或安卓手机上运行。","summary":"D2R Mobile 是一个兼容层,可以把任天堂 Switch 版《暗黑破坏神II:狱火重生》(含 Reign of the Warlock 扩展包)运行在 iPhone、iPad、搭载苹果芯片的 Mac、安卓和 HarmonyOS 设备上,带有触控操作和额外的终局玩法模式。它不包含任何游戏内容:你需要自己提供游戏文件,工具会在你的电脑上重写游戏程序并转译其着色器。Mac 路线需要安装 Xcode 和 Python 工具,并从源代码构建。你必须从自己拥有的 Switch 游戏卡中提取文件,这需要主机密钥和额外的工具。","easeRationale":"在搭载苹果芯片的 Mac 上评级为 E:你需要安装 Xcode、Homebrew 和 llvm,准备好来自你自己 Switch 游戏卡的文件,然后运行 ./setup.sh 和 dm/tools/mac_app.sh 自己构建应用;没有现成的 Mac 下载包。Windows 和 Linux 只能用来为手机准备安装包,不能用来玩游戏,而且 Radar 不对手机评级。","costNote":"该项目是免费的(MIT 许可)。你需要单独购买带 Reign of the Warlock 扩展包的 Switch 版游戏;通过 iCloud 同步存档还需要付费的 Apple 开发者账号。","notVerified":["在你所在地,提取并解密自己 Switch 游戏卡里的文件是否合法","帧率、续航和启动时间等数据,在你自己的设备上是否成立","实际占用的存储空间:游戏资源约 5.6 GB,再加上电脑上的构建工作区","这些工具是否支持 Switch 1.0.34.0 以外的其他游戏版本","发布页面提供的文件是否与本仓库中的源代码一致"]}}},{"id":"R_kgDOVdrchw","slug":"joeblau__subvox","name":"Subvox","owner":"joeblau","fullName":"joeblau/subvox","type":"needs_setup","status":"active","grade":"E","easeByPlatform":{"mac":"E"},"risk":"attention","signals":[{"code":"unproven_prototype","severity":"attention","evidence":"README 开头一句:这是'A macOS prototype that tests whether AirPods Pro head-motion data... carries enough information'。'Known limits'部分还提到耳机动作数据'roughly 25 Hz on AirPods',而且'Templates are user- and session-specific'。","source":"ai","title":"尚未验证的原型"},{"code":"records_microphone_and_motion_to_disk","severity":"info","evidence":"README 'Experiment protocol':录音保存在'~/Documents/Subvox/Sessions/<timestamp>-<condition>/',包含'audio.caf: microphone audio, if the mic is running'以及每一份动作采样;训练好的词保存在'~/Library/Application Support/Subvox/dataset.json'。","source":"ai","title":"将麦克风和动作数据写入磁盘"},{"code":"reads_words_not_spoken_aloud","severity":"info","evidence":"项目声明的目标是通过耳机动作把'silently mouthed words into text'。README 中说每个人必须先录制自己的模板('Templates are user- and session-specific'),所以它不是针对别人的。","source":"ai","title":"读取没有说出声的词"},{"code":"specific_hardware_required","severity":"info","evidence":"README 'Build & run':'Requires macOS 14+, AirPods Pro or another headphone that supports head tracking, connected as the Mac's audio output.'","source":"ai","title":"需要特定硬件"},{"code":"very_new_repository","severity":"info","evidence":"GitHub 数据:创建于2026-10-31,唯一的一次commit就在当天,0次发布,却已经有337颗star。","source":"ai","title":"非常新的仓库"}],"platforms":["mac"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["hardware","audio"],"alternativeTo":[],"declaredAlternatives":[],"stars":337,"downloads":0,"downloadsWeek":0,"downloadsDays":0,"growth":2275,"growthDays":0,"history":[],"firstPublishedAt":"2026-11-01T01:55:44.564Z","commitSha":"591d02838521c3d33107bc9fde1a6fd620f96d58","verifiedAt":"2026-11-01T01:40:32.288Z","lastCommitAt":"2026-10-31T01:49:43Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A Mac experiment that tries to turn words you only mouth into text, using the head-motion sensors in AirPods Pro.","summary":"Subvox is a research prototype for macOS that tests whether the head-motion data from AirPods Pro carries enough information to turn silently mouthed words into text. You train it by holding Space and mouthing a word several times, and it then matches new movements against those recordings and shows whether the result beats chance. It is for curious technical people: there is no download, so you install xcodegen with Homebrew and build the app in Xcode. It needs macOS 14 or newer and headphones with head tracking.","easeRationale":"Mac is an E: there are no releases to download, and the README's only instructions are 'brew install xcodegen', 'xcodegen generate' and building the project in Xcode. You also need AirPods Pro or other head-tracking headphones set as the Mac's audio output, and you grant Motion access on first launch.","notVerified":["Whether it really recognises mouthed words for a new person, and how many words it can tell apart","Whether the project still builds with the current Xcode and macOS","How much disk the recorded sessions use over time","Whether anything is sent off the computer, which can only be seen by running it","How much the result changes when you take the headphones off and put them back on"]},"zh-Hans":{"summaryShort":"一个Mac实验项目,利用AirPods Pro的头部动作传感器,尝试把你只是用嘴型默念的词转成文字。","summary":"Subvox 是一个 macOS 研究原型,测试 AirPods Pro 的头部动作数据是否携带了足够的信息,把只用嘴型默念的词转成文字。你通过按住空格键并反复做出某个词的口型来训练它,之后它会把新的动作与那些录制数据进行匹配,并显示结果是否比随机猜测更好。它适合好奇的技术爱好者:没有下载包,你需要用 Homebrew 安装 xcodegen,然后在 Xcode 中编译这个应用。它需要 macOS 14 或更高版本,以及支持头部追踪的耳机。","easeRationale":"Mac 是 E 级:没有可下载的发布版本,README 里唯一的说明是'brew install xcodegen'、'xcodegen generate'以及在 Xcode 中编译这个项目。你还需要把 AirPods Pro 或其他支持头部追踪的耳机设为 Mac 的音频输出,并在首次启动时授予 Motion(运动数据)访问权限。","notVerified":["它是否真的能为一个新用户识别默念的词,能区分多少个词","这个项目在当前的 Xcode 和 macOS 下是否还能编译","随着时间推移,录制的会话会占用多少磁盘空间","是否有任何数据被发送到电脑之外,这只能通过运行它才能看到","摘下耳机再戴上之后,结果会有多大变化"]}}},{"id":"MDEwOlJlcG9zaXRvcnk1MTAxMTQx","slug":"jqlang__jq","name":"jq","owner":"jqlang","fullName":"jqlang/jq","type":"dev_tool","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A","web":"A"},"risk":"low","signals":[{"code":"license_file_mixes_several_licenses","severity":"info","evidence":"GitHub 没有为该仓库识别出标准许可证，因为 COPYING 里除了 MIT 文本之外，还分别列出了文档（CC BY 3.0）、decNumber（ICU 许可证）、dtoa.c 和 g_fmt.c（Lucent）、来自 Heimdal 的代码以及 NetBSD 的 strptime 的单独条款。确定性检查把该文件读作 MIT。要在产品中复用这些代码，就得把所有这些声明都读一遍。","source":"ai","title":"许可证文件混合了多种许可证"},{"code":"release_files_are_bare_executables","severity":"info","evidence":"README：'The platform-specific assets are standalone executables, not archives.' 没有安装程序，也没有自动更新，所以要自己放置文件，之后也要自己替换。仓库附带 KEYS 和 sig/ 文件夹，因此可以用项目的签名来核对已发布的文件。","source":"ai","title":"发布文件是单独的可执行文件"},{"code":"no_release_for_four_months","severity":"info","evidence":"最新版本是 2026-06-20 的 jq-1.8.2，而代码最近一次修改是在 2026-10-25，所以 6 月以来的修复只存在于源代码中，没有进入可下载的二进制文件。","source":"ai","title":"四个月没有发布新版本"}],"platforms":["windows","mac","linux","web"],"tools":[],"buildTools":["docker"],"disk":{"minMB":1,"maxMB":3,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["development","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":36001,"downloads":308973537,"downloadsWeek":1934330,"downloadsDays":5,"growth":35,"growthDays":5,"history":[{"date":"2026-10-26","stars":35966},{"date":"2026-10-27","stars":35979},{"date":"2026-10-28","stars":35992},{"date":"2026-10-29","stars":35983},{"date":"2026-10-30","stars":35991},{"date":"2026-10-31","stars":36001}],"firstPublishedAt":"2026-10-27T01:10:12.645Z","commitSha":"ac35c7dcbb991fa0f3c3196dd00ca479211e9847","verifiedAt":"2026-10-28T01:42:51.265Z","lastCommitAt":"2026-10-31T15:59:37Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Reads JSON data in a terminal and pulls out, filters or reshapes exactly the parts you want.","summary":"jq is a small command-line program for JSON, the format most websites and APIs answer in. You give it a filter such as '.version' and it pulls out, sorts, counts or rebuilds the pieces you asked for, which makes it the usual way to read an API answer or a config file from a terminal or a script. It is for programmers and system administrators. The download is a single file of 1-2 MB for Windows, Mac or Linux with nothing else to install, there is a Docker image, and jqlang.org hosts a playground where you can try filters in a browser.","easeRationale":"Each release has a ready executable for every system (jq-windows-amd64.exe, jq-macos-arm64, jq-linux-amd64, all 1-2 MB) with no runtime to install; on Mac and Linux the README only asks you to rename the file to jq and run `chmod +x jq`. The browser playground at play.jqlang.org needs nothing at all. Using it still means typing commands and learning jq's filter language.","costNote":"Free and open source (MIT; the documentation is CC BY 3.0 and part of the code carries the ICU licence).","notVerified":["Whether Windows or macOS warns about the downloaded file and what it takes to allow it","How it behaves on very large JSON files or on broken JSON","Whether the version your package manager (apt, brew, winget) installs matches 1.8.2","What the online playground does with data you paste into it"]},"zh-Hans":{"summaryShort":"在终端中读取 JSON 数据,精准提取、过滤或重新组织你想要的部分。","summary":"jq 是一个用于处理 JSON 的小型命令行程序,JSON 是大多数网站和 API 返回数据的格式。你给它一个筛选表达式,比如 '.version',它就能提取、排序、计数或重组你想要的部分,因此它成了在终端或脚本中读取 API 响应或配置文件的常用方式。它适合程序员和系统管理员使用。下载包是面向 Windows、Mac 或 Linux 的单个 1-2 MB 文件,不需要安装其他任何东西,还有 Docker 镜像,jqlang.org 网站上有一个在浏览器里就能试用筛选表达式的演练场。","easeRationale":"每个发布版本都为每种系统提供现成的可执行文件(jq-windows-amd64.exe、jq-macos-arm64、jq-linux-amd64,均为 1-2 MB),不需要安装任何运行环境;在 Mac 和 Linux 上,README 只要求你把文件改名为 jq 并运行 `chmod +x jq`。play.jqlang.org 上的浏览器演练场则什么都不需要。不过使用它仍然需要输入命令,并学习 jq 的筛选语言。","costNote":"免费且开源(MIT 许可;文档采用 CC BY 3.0 许可,部分代码带有 ICU 许可)。","notVerified":["Windows 或 macOS 是否会对下载的文件发出警告,以及需要怎样操作才能允许运行","处理特别大的 JSON 文件或格式错误的 JSON 时表现如何","你的包管理器(apt、brew、winget)安装的版本是否与 1.8.2 一致","在线演练场会如何处理你粘贴进去的数据"]}}},{"id":"R_kgDOR5h10Q","slug":"juliusbrussee__caveman","name":"Caveman","owner":"JuliusBrussee","fullName":"JuliusBrussee/caveman","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"210天内116532颗star(约每天555颗)","source":"check","title":"异常的star增长速度"},{"code":"telemetry_on_by_default","severity":"attention","evidence":"README 的 Privacy 一节:\"The CLI sends usage stats by default: commands run, token counts, caveman-blocks commands and usage counts, a random install ID, OS, and IP\",并说可以用`caveman telemetry off`或`DO_NOT_TRACK=1`关闭。","source":"ai","title":"遥测默认开启"},{"code":"prompts_sent_to_vendor_cloud_when_routing_on","severity":"attention","evidence":"README 的 Privacy 一节关于 Auto 的部分:\"each ask sends Caveman Cloud your latest ask (with whatever your agent attaches to it, such as CLAUDE.md, memory or @-mentioned files) ... On the Free plan Caveman may keep it to improve routing\",被路由到 Caveman Cloud 模型的请求会\"passes through Caveman Cloud, whole (system prompt, tool results, code)\"。","source":"ai","title":"开启路由后,提示词会发送到厂商云端"},{"code":"installer_rewrites_other_tools_settings","severity":"attention","evidence":"INSTALL.md:安装程序会\"Auto-detects every supported agent installed on your machine\",\"runs that agent's native install path (plugin / extension / rule file / `npx skills add`)\",并且\"Wires Claude Code hooks and statusline badge on top, plus a Codex start-of-session hook\"——它会修改大约30个其他程序的文件和hooks。","source":"ai","title":"安装程序会重写其他工具的设置"},{"code":"install_script_piped_from_web","severity":"info","evidence":"INSTALL.md 提供了`curl -fsSL https://raw.githubusercontent.com/JuliusBrussee/caveman/v4.0.1/install.sh | bash`和`irm ...install.ps1 | iex`,并用自己的话警告:\"Piping a script straight into a shell runs it sight-unseen.\"这些脚本接着会执行`npx -y github:JuliusBrussee/caveman#v4.0.1`,固定在一个所有者可以随时移动的标签上。","source":"ai","title":"安装脚本通过管道从网络执行"},{"code":"self_reported_and_partial_benchmarks","severity":"info","evidence":"README 自己的说明:33.2%的会话数字\"is from August 2026 on an older engine\",HTML结果\"9.9% worse\",Auto的对比说\"the run is half done\",分数差距\"is too small to tell apart at this size\",而Blocks部分是\"Pre-release (v0.1.0-rc.5). Python only, no sandbox yet.\"","source":"ai","title":"自行报告且不完整的基准测试"},{"code":"release_binaries_unsigned_by_github","severity":"info","evidence":"只有 bin-v4.0.2 这个发布版本带有二进制文件(caveman-proxy、caveman-engine、caveman-mcp、cavemem 等,覆盖三个系统);INSTALL.md 说运行时二进制文件会\"checked against a checksum list signed with a key built into the CLI\",这一点无法从外部验证。","source":"ai","title":"发布的二进制文件未经GitHub签名"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node","docker","go"],"disk":{"minMB":46,"maxMB":137,"basis":"installer"},"apiKeys":["Caveman Cloud account (for the Auto router)","Your own model provider key (Anthropic, OpenAI and others)"],"cost":{"model":"freemium"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development"],"alternativeTo":[{"slug":"openrouter","name":"OpenRouter","confirmed":true},{"slug":"portkey","name":"Portkey","confirmed":true}],"declaredAlternatives":[],"stars":116527,"downloads":722818,"downloadsWeek":84456,"downloadsDays":5,"growth":1216,"growthDays":5,"history":[{"date":"2026-10-26","stars":115311},{"date":"2026-10-27","stars":115544},{"date":"2026-10-28","stars":115817},{"date":"2026-10-29","stars":116105},{"date":"2026-10-30","stars":116334},{"date":"2026-10-31","stars":116527}],"firstPublishedAt":"2026-10-27T01:10:12.647Z","commitSha":"9b68f7ed12b05e7efaff18e65c5a3fc2849fd0a4","verifiedAt":"2026-11-01T01:42:35.445Z","lastCommitAt":"2026-10-25T07:57:37Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Makes AI coding assistants reply in a short \"caveman\" style and shrinks the logs and files they read, to spend fewer tokens.","summary":"A set of add-ons for AI coding assistants such as Claude Code, Codex, Cursor and Gemini CLI. It installs instructions that make the assistant answer in a clipped style, plus a local proxy that compresses logs, JSON, CSV and web pages before the model reads them, and an optional router that picks a model per question. You install it in a terminal with one npx command and Node 22.13 or newer; it then edits the settings of each assistant it finds on your machine.","easeRationale":"C on all three: you need Node.js 22.13 or newer and a terminal, then `npx @caveman-ai/cli@latest`, which detects your assistants and changes their configuration. Windows needs PowerShell 5.1 or newer for the one-line form; the released files are command-line binaries, not an app you open.","costNote":"Apache-2.0 code, free to run. The \"Auto\" router needs a free Caveman account, and Caveman Cloud is a separate paid service (app.caveman.so).","notVerified":["Whether the token savings hold on your own projects and models","Whether the outside citations and blog results quoted in the README say what the README says they say","What exactly the installer changed in each assistant's configuration, and whether uninstalling restores it","What the telemetry and the Auto router send once running, since that needs watching the traffic"]},"zh-Hans":{"summaryShort":"让AI编程助手用简短的\"caveman\"风格回复,并压缩它们读取的日志和文件,从而减少token消耗。","summary":"一套适用于 Claude Code、Codex、Cursor 和 Gemini CLI 等 AI 编程助手的附加组件。它会安装指令,让助手用简短的风格回答,还有一个本地代理,会在模型读取之前压缩日志、JSON、CSV 和网页,以及一个可选的路由器,按问题选择模型。你在终端里用一条 npx 命令和 Node 22.13 或更高版本安装它;然后它会修改它在你机器上找到的每个助手的设置。","easeRationale":"三个平台都是 C 级:你需要 Node.js 22.13 或更高版本以及一个终端,然后执行`npx @caveman-ai/cli@latest`,它会检测你的助手并更改它们的配置。Windows 上单行命令需要 PowerShell 5.1 或更高版本;发布的文件是命令行二进制文件,不是可以打开的应用。","costNote":"代码采用 Apache-2.0 许可,运行免费。\"Auto\"路由器需要一个免费的 Caveman 账户,而 Caveman Cloud 是一个独立的付费服务(app.caveman.so)。","notVerified":["token节省效果在你自己的项目和模型上是否成立","README中引用的外部引述和博客结果是否真的如README所说","安装程序到底改动了每个助手配置中的哪些内容,卸载后是否能恢复","遥测和Auto路由器在运行时会发送什么,这需要观察流量才能知道"]}}},{"id":"R_kgDOVVOmXw","slug":"justaresearcher__gpu-unlock-ada","name":"GPU Unlock Ada","owner":"JustAResearcher","fullName":"JustAResearcher/gpu-unlock-ada","type":"dev_tool","status":"alert","grade":"E","easeByPlatform":{"linux":"E"},"risk":"high","signals":[{"code":"bypasses_vendor_firmware_limit","severity":"high","evidence":"这正是该项目的全部目的。README：“This Linux kernel module enables the SM speed-select override before the stock NVIDIA driver starts”；RTX 4090 的路径“writes SS0 0x88888888 and SS1 0x8, then performs FLR before the unmodified NVIDIA driver binds”，并且“The payload uses instruction addresses derived from published decrypted debug-booter analysis”，针对的是 NVIDIA 的签名固件。去掉厂商写进显卡固件里的限制，违反 NVIDIA 的条款，也可能被视为规避技术保护措施，这在一些国家受到限制。","source":"ai","title":"绕过厂商固件设定的限制"},{"code":"can_leave_the_machine_or_card_in_a_bad_state","severity":"attention","evidence":"README 的 Check and disable 部分：“If the module reports that firmware did not stop and its DMA buffers are being kept, power off before trying again... Do not force-unload it in this state.” 它还提到要“Keep an unmodified stock entry available”，在 nvidia-drm 接管之前屏幕会一直黑屏，并且解锁后的 RTX 4090“peaked at 346 W against 313 W stock”。","source":"ai","title":"可能让电脑或显卡处于异常状态"},{"code":"anonymous_author_new_repository_kernel_code","severity":"attention","evidence":"所有者账号为“JustAResearcher”；仓库创建于 2026-10-23，已有 4276 个星标和 556 个 fork。代码在 Linux 内核中运行，并在 GPU 驱动加载之前直接访问硬件（BAR0、DMA），其载荷（payload）来自第三方在 Hugging Face 上传的文件（TOTORONG/AD103_win_unlocker）。","source":"ai","title":"作者匿名、仓库很新且涉及内核代码"},{"code":"results_from_single_cards","severity":"info","evidence":"README 的 Experimental Ada targets 部分：“Results come from one or a few cards per ID; other boards, memory configurations and laptop models remain unverified”，以及“Laptops differ in VBIOS ROM exposure, embedded-controller power rails and FLR handling, so a result on one model does not carry over to another.”","source":"ai","title":"结果只来自个别显卡"},{"code":"firmware_downloaded_at_build_time","severity":"info","evidence":"README 的 Build and install 部分：“Builds fetch the pinned NVIDIA 610.43.03 source and binary inputs over HTTPS and verify their SHA-256 hashes”，以及“Prebuilt firmware packages are not distributed by this repository”，因此在构建过程中会把 NVIDIA 的材料下载到你的电脑上。","source":"ai","title":"构建时下载固件"}],"platforms":["linux"],"tools":["python","other"],"buildTools":["python"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["hardware","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":4626,"downloads":4488,"downloadsWeek":1542,"downloadsDays":5,"growth":790,"growthDays":5,"history":[{"date":"2026-10-26","stars":3836},{"date":"2026-10-27","stars":4275},{"date":"2026-10-28","stars":4418},{"date":"2026-10-29","stars":4518},{"date":"2026-10-30","stars":4588},{"date":"2026-10-31","stars":4626}],"firstPublishedAt":"2026-10-27T01:14:24.002Z","commitSha":"d28c485418c3d9d034cd4bac19200bc33dd3453b","verifiedAt":"2026-10-28T01:40:40.027Z","lastCommitAt":"2026-10-26T04:21:00Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A Linux kernel module that lifts NVIDIA's tensor speed limit on GeForce RTX 40 cards, about doubling one measured rate.","summary":"A kernel module for Linux, for people who are comfortable compiling software. It loads before the NVIDIA driver, writes to the card's speed-select registers and lifts the limit NVIDIA puts on FP16, BF16 and FP8 maths with FP32 accumulate: the RTX 4090 figures in the README go from about 165 to about 331 TF/s on instruction rates, while real application gains are reported as much smaller or absent. You build packages from source, add options to the kernel command line with your card's PCI address, and cold-boot. Only the RTX 4090 is treated as supported.","easeRationale":"Linux is the only system it runs on and it is a job for developers: clone the repository, run make install for your distribution (kernel headers and a working DKMS toolchain are required), let the build download and generate the pinned NVIDIA firmware inputs, then edit the kernel command line with the exact PCI address from lspci -D and power the machine fully off and on. The Windows folder is a report of one manual boot and ships no binaries or installer.","notVerified":["Whether your exact card, board maker and laptop model unlock at all","Whether the extra speed shows up in the programs you actually use, beyond the register-level numbers","Long-term stability, heat and power draw after the change","Whether the card still works normally after a driver or kernel update","What the change does to your warranty and to vendor support"]},"zh-Hans":{"summaryShort":"一个 Linux 内核模块,解除 NVIDIA 在 GeForce RTX 40 系列显卡上设置的张量运算速度限制,让某项实测速率提升了约一倍。","summary":"这是一个面向习惯自行编译软件的用户的 Linux 内核模块。它在 NVIDIA 驱动加载之前运行,写入显卡的速度选择寄存器,解除 NVIDIA 对 FP16、BF16 和采用 FP32 累加的 FP8 运算设下的限制:README 中 RTX 4090 的指令速率数据从约 165 TF/s 提升到约 331 TF/s,而实际应用程序中报告的收益要小得多,甚至没有提升。你需要从源代码构建软件包,用自己显卡的 PCI 地址给内核命令行添加选项,然后彻底冷启动。只有 RTX 4090 被视为受支持的型号。","easeRationale":"它只能在 Linux 上运行,而且是开发者才能完成的工作:克隆仓库,针对自己的发行版运行 make install(需要内核头文件和可用的 DKMS 工具链),让构建过程下载并生成固定版本的 NVIDIA 固件输入文件,再用 lspci -D 得到的准确 PCI 地址编辑内核命令行,然后彻底关机再开机。Windows 文件夹里只是一次手动启动的记录,不提供任何二进制文件或安装程序。","notVerified":["你手上具体型号的显卡、板卡厂商和笔记本机型是否真的能解锁","除了寄存器层面的数字外,这种额外速度是否真的体现在你实际使用的程序中","改动之后长期的稳定性、发热和功耗情况","驱动或内核更新之后,显卡是否仍能正常工作","这种改动对保修和厂商支持会产生什么影响"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0MjcyMzI2OA==","slug":"kde__kdenlive","name":"Kdenlive","owner":"KDE","fullName":"KDE/kdenlive","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":129,"maxMB":388,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["video","audio"],"alternativeTo":[{"slug":"premiere-pro","name":"Premiere Pro","confirmed":true},{"slug":"final-cut-pro","name":"Final Cut Pro","confirmed":true}],"declaredAlternatives":[],"stars":6015,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":81,"growthDays":6,"history":[{"date":"2026-10-25","stars":5934},{"date":"2026-10-26","stars":5938},{"date":"2026-10-27","stars":5967},{"date":"2026-10-28","stars":5987},{"date":"2026-10-29","stars":5999},{"date":"2026-10-30","stars":6008},{"date":"2026-10-31","stars":6015}],"firstPublishedAt":"2026-10-25T23:19:08.130Z","commitSha":"583aca73aafeec9043fb23ee4cd3fd3b91821c36","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T16:02:04Z","isMirror":true,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Edit videos on a timeline: cut clips, add titles, effects, transitions and music, then export the finished film.","summary":"Kdenlive is a free video editor from the KDE community. You place clips on a timeline, trim and arrange them, add titles, transitions, video and audio effects, and export the result in common video formats. It suits anyone from family-video makers to people doing longer projects. On Windows you download the installer from the official site and run it. This GitHub page is a read-only copy; the main project lives on KDE's own GitLab.","easeRationale":"An official Windows installer exists (kdenlive-26.08.2.exe, about 129 MB, listed in winget as KDE.Kdenlive) that you download and run.","notVerified":["Whether the Windows installer (version 26.08.2) was built from this exact code","How smoothly it edits and exports high-resolution video on your computer","Real disk use once you add projects, proxy clips and render files"]},"zh-Hans":{"summaryShort":"在时间线上剪辑视频：裁剪片段，添加标题、特效、转场和音乐，然后导出成片。","summary":"Kdenlive 是 KDE 社区推出的免费视频编辑器。你把片段放到时间线上，进行裁剪和排列，添加标题、转场、视频和音频特效，并以常见视频格式导出成品。无论是制作家庭视频的人，还是做较长项目的人，都可以使用。在 Windows 上，你从官方网站下载安装程序并运行即可。这个 GitHub 页面是只读副本；主项目托管在 KDE 自己的 GitLab 上。","easeRationale":"官方提供 Windows 安装程序（kdenlive-26.08.2.exe，约 129 MB，在 winget 中名为 KDE.Kdenlive），下载并运行即可。","notVerified":["Windows 安装程序（版本 26.08.2）是否由这份代码构建而成","在你的电脑上编辑和导出高分辨率视频是否流畅","添加项目、代理片段和渲染文件后实际占用的磁盘空间"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0Mzk3NTY3Mw==","slug":"kde__krita","name":"Krita","owner":"KDE","fullName":"KDE/krita","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":158,"maxMB":473,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["image"],"alternativeTo":[{"slug":"photoshop","name":"Photoshop","confirmed":true},{"slug":"clip-studio-paint","name":"Clip Studio Paint","confirmed":true},{"slug":"corel-painter","name":"Painter","confirmed":true}],"declaredAlternatives":[],"stars":10671,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":37,"growthDays":6,"history":[{"date":"2026-10-25","stars":10634},{"date":"2026-10-26","stars":10638},{"date":"2026-10-27","stars":10652},{"date":"2026-10-28","stars":10655},{"date":"2026-10-29","stars":10664},{"date":"2026-10-30","stars":10669},{"date":"2026-10-31","stars":10671}],"firstPublishedAt":"2026-10-25T23:19:09.035Z","commitSha":"51beeb564a010b3d0d03c3db0c68d3b3b1c2cbd1","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T01:56:03Z","isMirror":true,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Draw and paint digital art, comics and illustrations with brushes, layers and drawing-tablet support.","summary":"Krita is a free digital painting program from the KDE community. It is made for artists: comic artists, illustrators, concept artists and texture painters use it to create artwork from a blank canvas to the finished file. This GitHub page is only a copy of the code; the real project lives on KDE's own servers and the program is downloaded from krita.org. Radar's checks found a Windows installer.","easeRationale":"The checks found a Windows installer (about 158–473 MB on disk), so you download it and open it like any other program.","costNote":"GNU GPL version 3.","notVerified":["How well your specific drawing tablet and pen pressure work with it","Performance with very large canvases on your computer","The exact installer on krita.org, since this GitHub mirror has no release files of its own"]},"zh-Hans":{"summaryShort":"用画笔、图层并支持数位板，绘制数字艺术、漫画和插画。","summary":"Krita 是 KDE 社区出品的免费数字绘画程序。它为艺术家而做：漫画家、插画师、概念艺术家和贴图绘制师用它从空白画布一直创作到成品文件。这个 GitHub 页面只是代码的副本；真正的项目位于 KDE 自己的服务器上，程序从 krita.org 下载。Radar 的检查发现了 Windows 安装程序。","easeRationale":"检查发现了 Windows 安装程序（磁盘上约 158–473 MB），下载后像打开其他程序一样打开即可。","costNote":"GNU GPL 第 3 版。","notVerified":["你的数位板和压感笔在其中的表现如何","在你的电脑上处理超大画布时的性能","krita.org 上的具体安装程序，因为这个 GitHub 镜像没有自己的发布文件"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0MjczMTM2Ng==","slug":"kde__okular","name":"Okular","owner":"KDE","fullName":"KDE/okular","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"license_files_in_licenses_folder","severity":"info","evidence":"顶层文件列表中有一个 LICENSES/ 文件夹，所以许可证文本看起来是按文件分别存放的，尽管 GitHub 没有检测到单一的许可证文件。","source":"ai","title":"许可证文件放在 LICENSES 文件夹中"}],"platforms":["windows","linux"],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0-only","category":"copyleft","detectedFrom":"reuse"},"categories":["office","productivity"],"alternativeTo":[{"slug":"acrobat","name":"Acrobat","confirmed":true}],"declaredAlternatives":[],"stars":1555,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":5,"growthDays":6,"history":[{"date":"2026-10-25","stars":1550},{"date":"2026-10-26","stars":1551},{"date":"2026-10-27","stars":1552},{"date":"2026-10-28","stars":1553},{"date":"2026-10-29","stars":1555},{"date":"2026-10-30","stars":1555},{"date":"2026-10-31","stars":1555}],"firstPublishedAt":"2026-10-25T23:32:49.542Z","commitSha":"896b2fe4d8a113f58a92a1e26b3e42e2ce33ef12","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T01:56:42Z","isMirror":true,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Open and read PDFs, comic books, PostScript files and images, and add notes and highlights to PDFs.","summary":"Okular is the KDE document viewer. It opens PDF, PostScript, comic book files and several image formats, and lets you add notes and highlights that are saved as standard PDF annotations. It is for anyone who reads or marks up documents on a computer. This GitHub repository is a read-only copy of KDE's own code server and has no downloads. KDE offers an official Windows installer (Windows Package Manager ID KDE.Okular, version 26.08.1), and the README sends users to okular.kde.org for downloads.","easeRationale":"KDE publishes an official Windows installer (an .exe listed in winget as KDE.Okular 26.08.1) that you download and open; the CMake build steps in the README are only for developers.","costNote":"Free KDE software; no paid tier is mentioned.","notVerified":["Download size and disk space of the Windows installer, since the winget lookup did not report a size.","Whether every document format listed in the README opens in the Windows version.","Whether a macOS version is available.","Which license applies to which part, since GitHub did not detect a single license file.","How well annotations made in Okular show up in other PDF readers."]},"zh-Hans":{"summaryShort":"打开并阅读 PDF、漫画、PostScript 文件和图片，还能在 PDF 上添加注释和高亮。","summary":"Okular 是 KDE 的文档查看器。它可以打开 PDF、PostScript、漫画文件和多种图片格式，并能添加注释和高亮，保存为标准的 PDF 批注。适合所有在电脑上阅读或标注文档的人。这个 GitHub 仓库是 KDE 自有代码服务器的只读副本，没有下载文件。KDE 提供官方 Windows 安装程序（Windows 程序包管理器 ID 为 KDE.Okular，版本 26.08.1），README 也引导用户到 okular.kde.org 下载。","easeRationale":"KDE 发布了官方 Windows 安装程序（在 winget 中列为 KDE.Okular 26.08.1 的 .exe），下载后打开即可；README 里的 CMake 编译步骤只面向开发者。","costNote":"KDE 的免费软件；未提到任何付费版本。","notVerified":["Windows 安装程序的下载大小和磁盘占用，因为 winget 查询没有提供大小。","README 列出的所有文档格式能否在 Windows 版中打开。","是否有 macOS 版本。","各部分分别适用哪种许可证，因为 GitHub 没有检测到单一的许可证文件。","在 Okular 中做的批注在其他 PDF 阅读器里显示得如何。"]}}},{"id":"R_kgDOVcv29w","slug":"kevinraymond__florilegium","name":"Florilegium","owner":"kevinraymond","fullName":"kevinraymond/florilegium","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"D","mac":"D","linux":"D","web":"C"},"risk":"low","signals":[{"code":"brand_new_project","severity":"info","evidence":"GitHub 信息：创建于 2026-10-30，两个版本（v1.0 和 v1.1）都在同一天打了标签。目前还没有它能在不同 TeX 发行版上正常工作的记录。","source":"ai","title":"全新的项目"},{"code":"authored_layout_tuned_for_one_page_size","severity":"info","evidence":"README.md 的表格里写道，手工排版的版本 \"adapts to\" \"nothing (tuned for A4, 68 mm margin)\"，只有自动生成的版本才会适配页面布局。在其他纸张尺寸上，手工摆放的版本可能放不下。","source":"ai","title":"手工排版只适配了一种页面尺寸"}],"platforms":["windows","mac","linux","web"],"tools":["other","ffmpeg"],"buildTools":["ffmpeg"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["office","design_cad"],"alternativeTo":[],"declaredAlternatives":[],"stars":1158,"downloads":111,"downloadsWeek":0,"downloadsDays":0,"growth":1158,"growthDays":1,"history":[{"date":"2026-10-31","stars":1158}],"firstPublishedAt":"2026-10-31T01:54:32.991Z","commitSha":"138f9f2603736eba8ea9014b33b381bdd5a503f5","verifiedAt":"2026-10-31T01:44:13.626Z","lastCommitAt":"2026-10-31T15:30:11Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A LaTeX add-on that paints a different blue floral border in the margin of every page of your document.","summary":"florilegium is a package for LuaLaTeX documents. It draws Delft-blue flower margins where every petal, leaf and stem is computed while the page is being typeset, so each page gets its own garden and the same page always comes out the same. The margin can react to the text: a decorated first letter, a flower beside a heading or wherever you ask, and a garden that ages from spring to autumn across the document. One colour setting changes the whole palette. There is also a pure PostScript version for Ghostscript or a printer.","easeRationale":"The easiest route is the browser: the README says you can paste florilegium.sty, the six .lua files and one .tex file into an Overleaf project and set the compiler to LuaLaTeX. On your own computer you need a LaTeX distribution with LuaLaTeX plus make and a terminal (or build the provided Docker image), and the animations and gallery images additionally need ffmpeg, Python with Pillow, pdftoppm or Ghostscript.","costNote":"Free and open source under MIT.","notVerified":["Whether it compiles without changes in your own TeX distribution and version.","The real time and memory per page on your machine, beyond the author's \"about a second a page\".","How it behaves with page sizes, margins and document classes other than the ones it was tuned for.","Whether a given printer handles the PostScript version, which the README says falls back to opaque colours."]},"zh-Hans":{"summaryShort":"一个 LaTeX 扩展包，在你文档每一页的页边上画出一幅不同的蓝色花卉图案。","summary":"florilegium 是一个用于 LuaLaTeX 文档的扩展包。它在页边绘制代尔夫特蓝色的花卉，每一片花瓣、叶子和花茎都是在排版页面时实时计算出来的，所以每一页都有自己独特的花园，而同一页永远会得到相同的结果。页边还能对正文内容做出反应：一个装饰性的首字母、标题旁边的一朵花，或者你指定的其他位置，整份文档中花园还会从春天一直老去到秋天。一个颜色设置就能改变整套配色。另外还有一个纯 PostScript 版本，适用于 Ghostscript 或打印机。","easeRationale":"最简单的方式是在浏览器里用：README 说你可以把 florilegium.sty、六个 .lua 文件和一个 .tex 文件粘贴进一个 Overleaf 项目，把编译器设为 LuaLaTeX。在自己的电脑上，你需要一个带 LuaLaTeX 的 LaTeX 发行版，外加 make 和一个终端（或者编译项目提供的 Docker 镜像），动画和图库的图片还需要 ffmpeg、带 Pillow 的 Python、pdftoppm 或 Ghostscript。","costNote":"免费，采用 MIT 许可的开源项目。","notVerified":["在你自己的 TeX 发行版和版本上，是否能不做任何修改就编译通过。","在你的机器上，每页实际花费的时间和内存，而不只是作者所说的\"about a second a page\"。","在不同于它所适配的页面尺寸、页边距和文档类型上，它的表现如何。","特定打印机是否能处理好这个 PostScript 版本，README 说它会退回到不透明的颜色。"]}}},{"id":"R_kgDOUxY7BQ","slug":"kkkkhazix__aihot","name":"AIHOT","owner":"KKKKhazix","fullName":"KKKKhazix/AIHOT","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"windows":"D"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"28 天内获得 8675 个星标","source":"check","title":"仓库很新但星标很多"},{"code":"author_not_professional_developer","severity":"info","evidence":"README.md：\"我不是专业的开发者。…这套代码是我和 AI 一起重写的\"（作者表示自己不是专业开发者，代码是和 AI 一起重写的）。","source":"ai","title":"作者不是专业开发者"},{"code":"port_open_on_all_interfaces","severity":"info","evidence":".env.example：\"网站在本机开的端口（docker compose 用，默认 3000，所有网卡都能访问）\" — 默认情况下，网站端口可以从所有网络接口访问，而不仅限于这台电脑。","source":"ai","title":"端口对所有网络接口开放"}],"platforms":["windows","mac","linux"],"tools":["docker","node"],"buildTools":["node","docker"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":["OpenAI-compatible AI model (DeepSeek by default; Qwen or Zhipu also work)","Embeddings API (OpenAI or Alibaba DashScope)","SocialData (X posts)","Dajiala (WeChat articles)","Jina Reader","Feishu (notifications and login)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["chat_ai","productivity","automation"],"alternativeTo":[{"slug":"feedly","name":"Feedly","confirmed":true},{"slug":"inoreader","name":"Inoreader","confirmed":true}],"declaredAlternatives":[],"stars":8983,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":308,"growthDays":5,"history":[{"date":"2026-10-26","stars":8675},{"date":"2026-10-27","stars":8733},{"date":"2026-10-28","stars":8818},{"date":"2026-10-29","stars":8886},{"date":"2026-10-30","stars":8947},{"date":"2026-10-31","stars":8983}],"firstPublishedAt":"2026-10-27T01:10:12.649Z","commitSha":"aa8e5b1bc4895267f98abe59c87dfed8a22bf35f","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-11-01T00:11:48Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Run your own news website that gathers articles from sources you pick and uses AI to choose the best ones and write a daily digest.","summary":"AIHOT is the engine behind the Chinese AI news site aihot.news. You host it yourself: it collects posts from RSS feeds, web pages, X accounts and WeChat accounts, asks an AI model to score and summarise them, groups stories about the same event, ranks what is trending and publishes daily, weekly and monthly digests. Titles and summaries are written in Chinese by default. It suits people who want a news site for their own field. You need Docker, Node.js 24 and a key for an OpenAI-compatible AI service such as DeepSeek.","easeRationale":"You need Docker and Node.js 24, then you clone the repository, generate the settings with a script and start several services with docker compose from a terminal; running without Docker on Windows needs WSL2.","costNote":"The software is free (MIT), but every step calls a paid AI model API; optional collectors (SocialData for X, Dajiala for WeChat, Jina Reader) charge per request.","notVerified":["How much the AI model calls cost per day with a real list of sources.","Whether the Docker setup runs smoothly on Windows with Docker Desktop.","How well the scoring and summaries work for fields other than AI, or for languages other than Chinese.","Real disk use once the database and image cache grow."]},"zh-Hans":{"summaryShort":"运行你自己的新闻网站：从你选定的来源收集文章，用 AI 挑选最好的内容并撰写每日摘要。","summary":"AIHOT 是中文 AI 新闻网站 aihot.news 背后的引擎。你需要自己托管：它从 RSS 订阅、网页、X 账号和微信账号收集内容，请 AI 模型打分并总结，把同一事件的报道归为一组，对热门内容排序，并发布每日、每周和每月摘要。标题和摘要默认用中文撰写。它适合想为自己所在领域做一个新闻网站的人。你需要 Docker、Node.js 24，以及 DeepSeek 等兼容 OpenAI 的 AI 服务的密钥。","easeRationale":"你需要 Docker 和 Node.js 24，然后克隆代码仓库，用脚本生成设置，并在终端用 docker compose 启动多个服务；在 Windows 上不用 Docker 运行则需要 WSL2。","costNote":"软件免费（MIT），但每一步都要调用付费的 AI 模型 API；可选的采集器（用于 X 的 SocialData、用于微信的 Dajiala、Jina Reader）按请求收费。","notVerified":["用一份真实的来源列表时，AI 模型调用每天要花多少钱。","Docker 方案在装有 Docker Desktop 的 Windows 上是否运行顺畅。","打分和摘要在 AI 以外的领域或中文以外的语言上效果如何。","数据库和图片缓存增长后实际占用多少磁盘空间。"]}}},{"id":"R_kgDOUz1Obg","slug":"knifelemon__filee","name":"Filee","owner":"KnifeLemon","fullName":"KnifeLemon/Filee","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"B","linux":"C"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"29 天内获得 16380 个星标","source":"check","title":"仓库很新但星标很多"},{"code":"self_updating_app","severity":"info","evidence":"README.md：“Filee shows new releases in its menu and updates itself”，并且会在“shortly after start and then every few hours”访问 api.github.com（可以在 Settings 中关闭）。","source":"ai","title":"应用会自行更新"},{"code":"downloads_engines_at_runtime","severity":"info","evidence":"README.md：可选引擎（Ghostscript、LibreOffice、Pandoc、calibre、FFmpeg）“downloaded only when needed”，下载地址固定在 `engines.json` 中。","source":"ai","title":"运行时下载引擎"},{"code":"readme_suggests_disabling_protection","severity":"info","evidence":"README.md：如果 Filee 在过旧的 Windows 10 上无法启动，请以管理员身份运行 `Set-ProcessMitigation -Name Filee.exe -Disable UserShadowStack`；推荐的解决办法是更新 Windows。","source":"ai","title":"README 建议关闭一项保护"},{"code":"older_releases_unsigned","severity":"info","evidence":"README.md：“Releases before it, up to 2.0.0, are not signed”以及“macOS packages are ad-hoc signed and not notarized”。","source":"ai","title":"旧版本没有签名"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["ffmpeg"],"disk":{"minMB":127,"maxMB":381,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["office","productivity","image"],"alternativeTo":[{"slug":"acrobat","name":"Acrobat","confirmed":true}],"declaredAlternatives":[],"stars":19288,"downloads":562255,"downloadsWeek":185978,"downloadsDays":5,"growth":6042,"growthDays":5,"history":[{"date":"2026-10-26","stars":13246},{"date":"2026-10-27","stars":14778},{"date":"2026-10-28","stars":16354},{"date":"2026-10-29","stars":17428},{"date":"2026-10-30","stars":18485},{"date":"2026-10-31","stars":19288}],"firstPublishedAt":"2026-10-27T01:10:12.650Z","commitSha":"58bbe56ffd746076e557e4dc48b1679c10211fd6","verifiedAt":"2026-10-29T01:38:04.826Z","lastCommitAt":"2026-10-31T23:54:44Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A free app that converts images, PDFs, Office files, video, music and e-books by dragging them onto a menu at your cursor.","summary":"Filee is a free file converter for Windows, Mac and Linux. You hold a key, drag files, and drop them on the format you want in a round menu that opens at your cursor. It handles images, PDF, Word, Excel, PowerPoint, Korean HWP, e-books, archives, fonts, CAD and 3D files, and can merge, split or compress PDFs. Files stay on your computer. Video, audio and some older formats need extra free engines that the app downloads when needed. The Windows installer needs nothing else installed; the Mac version is marked as a preview.","easeRationale":"Windows is the easiest: a signed Setup.exe (also on the Microsoft Store) and a portable .zip that need nothing else installed. On Mac you open the .dmg, drag the app to Applications and then allow the first start in Privacy & Security because the build is not notarized. On Linux you unpack the package and run ./install.sh, which needs Python 3, and drag gestures only work on X11.","costNote":"MIT license; donations accepted.","notVerified":["How faithfully Word, Excel, PowerPoint and HWP files keep their layout after conversion.","Real disk space after the app downloads optional engines such as LibreOffice or FFmpeg.","Whether the drag-and-drop menu works with every Windows setup and keyboard.","What the self-updater downloads and how updates are verified.","Whether the Mac preview and the Linux build work as well as the Windows one."]},"zh-Hans":{"summaryShort":"一个免费的应用，把图片、PDF、Office 文件、视频、音乐和电子书拖到鼠标指针处的菜单上就能转换格式。","summary":"Filee 是一个适用于 Windows、Mac 和 Linux 的免费文件转换器。你按住一个键，拖动文件，放到鼠标指针处弹出的圆形菜单里你想要的格式上即可。它支持图片、PDF、Word、Excel、PowerPoint、韩文 HWP、电子书、压缩包、字体、CAD 和 3D 文件，还能合并、拆分或压缩 PDF。文件始终留在你自己的电脑上。视频、音频以及一些较旧的格式需要额外的免费引擎，应用会在需要时自动下载。Windows 安装包不需要额外安装其他东西；Mac 版本标注为预览版。","easeRationale":"Windows 上最简单：一个已签名的 Setup.exe（也上架了 Microsoft Store）和一个不需要额外安装任何东西的便携版 .zip。在 Mac 上，你打开 .dmg，把应用拖到应用程序文件夹，然后在系统的隐私设置里允许第一次启动，因为这个构建没有经过公证。在 Linux 上，你解包后运行 ./install.sh，这需要 Python 3，而且拖拽手势只在 X11 下可用。","costNote":"采用 MIT 许可；接受捐赠。","notVerified":["Word、Excel、PowerPoint 和 HWP 文件转换后版式保留得有多准确","应用下载 LibreOffice 或 FFmpeg 等可选引擎之后，真实的磁盘占用空间","拖放菜单是否能在各种 Windows 配置和键盘下正常工作","自动更新程序会下载什么内容，以及更新是如何被验证的","Mac 预览版和 Linux 版本是否能像 Windows 版本一样好用"]}}},{"id":"MDEwOlJlcG9zaXRvcnk2NzMxNDMy","slug":"koalaman__shellcheck","name":"ShellCheck","owner":"koalaman","fullName":"koalaman/shellcheck","type":"dev_tool","status":"active","grade":"A","easeByPlatform":{"windows":"C","mac":"C","linux":"C","web":"A"},"risk":"attention","signals":[{"code":"the_web_version_sends_your_script_to_someone_elses_server","severity":"attention","evidence":"README：\"Paste a shell script on https://www.shellcheck.net for instant feedback\"，该网站 \"is always synchronized to the latest git commit\"。脚本里的任何内容——服务器名称、路径、密钥——都会离开你的电脑。本地安装不需要联网。","source":"ai","title":"网页版会把你的脚本发送到别人的服务器"},{"code":"new_versions_can_break_an_automated_build","severity":"info","evidence":"README：\"It's a good idea to manually install a specific ShellCheck version regardless. This avoids any surprise build breaks when a new version with new warnings is published.\" 如果你让构建在出现警告时失败，就应该固定版本。","source":"ai","title":"新版本可能会破坏自动化构建"},{"code":"last_release_is_from_2025_while_the_code_keeps_moving","severity":"info","evidence":"最新发布版 v0.11.0 来自 2025-08-04，但最后一次提交是在 2026-10-26，有 1089 个未关闭的 issue，对应 40262 个星标。14 年里只发布了 30 个版本：项目还活着，但发布得很少，所以包管理器给你的版本可能大幅落后于代码。","source":"ai","title":"最新发布版来自 2025 年，而代码仍在持续更新"},{"code":"extra_fiddling_on_windows","severity":"info","evidence":"README：在原生 Windows 上 \"the system may use a legacy codepage\"，所以你得选一个 TrueType 字体并运行 `chcp 65001`，还要在 PowerShell ISE 里加一行额外的编码设置，否则输出会乱码。","source":"ai","title":"在 windows 上需要额外折腾"}],"platforms":["web","windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["development","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":40266,"downloads":65477150,"downloadsWeek":1157316,"downloadsDays":5,"growth":22,"growthDays":5,"history":[{"date":"2026-10-26","stars":40244},{"date":"2026-10-27","stars":40256},{"date":"2026-10-28","stars":40259},{"date":"2026-10-29","stars":40259},{"date":"2026-10-30","stars":40262},{"date":"2026-10-31","stars":40266}],"firstPublishedAt":"2026-10-27T01:10:12.651Z","commitSha":"919d37c4d77a7ce16cfc76ebdd781dd6e8081fa5","verifiedAt":"2026-10-31T01:45:07.765Z","lastCommitAt":"2026-10-26T01:55:51Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Reads shell scripts and points out mistakes with an explanation, in the terminal, your editor or on a web page.","summary":"ShellCheck reads a bash or sh script without running it and lists the problems it finds: forgotten quotes, comparisons that are always true, misused commands, things that work in bash but not in sh. Each warning has a number with a long explanation on the project wiki. You can paste a script at shellcheck.net, run `shellcheck yourscript` in a terminal, see the warnings inside editors such as VS Code, Vim or Emacs, or add it to an automated build. It is free, GPL-3.0, and has existed since 2012.","easeRationale":"Nothing to install on the web: \"Paste a shell script on https://www.shellcheck.net for instant feedback\", which the README calls the easiest way to try it. On a computer it stays at C because it is a terminal program with no window of its own: one command installs it (`winget install --id koalaman.shellcheck` on Windows, `brew install shellcheck` on macOS, `sudo apt install shellcheck` on Linux) and then you type `shellcheck yourscript` or wire it into your editor.","costNote":"Free and GPL-3.0; contributions must be GPLv3 as well. The website and all packages cost nothing.","notVerified":["Whether it finds the particular bug in your script: it only reads the text and never runs it","How many of its warnings are beside the point in your script, which only you can judge","Whether shellcheck.net keeps or logs the scripts people paste","Which version your package manager gives you, which can be older than v0.11.0","Disk use, which the automatic check could not determine, although the downloads are 2 to 14 MB"]},"zh-Hans":{"summaryShort":"读取 shell 脚本并指出错误，附带说明，可以在终端、编辑器或网页上使用。","summary":"ShellCheck 在不运行 bash 或 sh 脚本的情况下读取它，并列出发现的问题：忘记加引号、永远为真的比较、用错的命令、在 bash 里能用但在 sh 里不行的写法。每条警告都有一个编号，在项目的 wiki 上有详细说明。你可以把脚本粘贴到 shellcheck.net，在终端里运行 `shellcheck yourscript`，在 VS Code、Vim 或 Emacs 等编辑器里直接看到警告，或者把它加入自动化构建流程。它免费，采用 GPL-3.0 许可，从 2012 年就存在了。","easeRationale":"网页版不用安装任何东西：\"Paste a shell script on https://www.shellcheck.net for instant feedback\"，README 称这是最简单的试用方式。在电脑上则停留在 C 级，因为它是没有自己窗口的终端程序：一条命令就能安装（Windows 上 `winget install --id koalaman.shellcheck`，macOS 上 `brew install shellcheck`，Linux 上 `sudo apt install shellcheck`），然后你输入 `shellcheck yourscript` 或把它接入编辑器。","costNote":"免费，采用 GPL-3.0 许可；贡献的代码也必须是 GPLv3。网站和所有软件包都不收费。","notVerified":["它是否能找到你脚本里具体的那个错误：它只读文本，从不运行脚本","它的哪些警告在你的脚本里其实无关紧要，这只有你自己能判断","shellcheck.net 是否会保存或记录人们粘贴上去的脚本","你的包管理器给你的是哪个版本，可能比 v0.11.0 旧","磁盘占用情况，自动检查无法确定，不过下载包大小在 2 到 14 MB 之间"]}}},{"id":"MDEwOlJlcG9zaXRvcnk1Njg5OTI4NA==","slug":"kong__insomnia","name":"Insomnia","owner":"Kong","fullName":"Kong/insomnia","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"low","signals":[{"code":"account_required_for_most_features","severity":"info","evidence":"README.md：“Insomnia does not require an account if you decide to use the local Scratch Pad, but to access most capabilities of the product we require an account.”","source":"ai","title":"大部分功能需要账号"},{"code":"analytics_component","severity":"info","evidence":"package.json 的 workspaces 包含“packages/insomnia-analytics”，allowScripts 包含“@scarf/scarf@1.4.0”: true（Scarf 是一个统计软件包使用情况的库）。","source":"ai","title":"含使用情况统计组件"},{"code":"bundles_local_ai_model_runner","severity":"info","evidence":"package.json 的 allowScripts 列出了“node-llama-cpp@3.18.1”: true，这是一个可以在你自己的电脑上运行 AI 语言模型的库。这也是一款请求工具附带如此大文件的原因之一。","source":"ai","title":"内置本地 AI 模型运行组件"},{"code":"large_download","severity":"info","evidence":"对一款请求工具来说，发布文件很大：Insomnia.Core-13.4.0.exe 为 620 MB，Linux 的 AppImage 为 622 MB；确定性检查估算的磁盘占用在 620 MB 到 1859 MB 之间。","source":"ai","title":"下载体积很大"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":620,"maxMB":1859,"basis":"installer"},"apiKeys":[],"cost":{"model":"freemium"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[{"slug":"postman","name":"Postman","confirmed":true}],"declaredAlternatives":[],"stars":40105,"downloads":142292072,"downloadsWeek":405902,"downloadsDays":5,"growth":26,"growthDays":5,"history":[{"date":"2026-10-26","stars":40079},{"date":"2026-10-27","stars":40089},{"date":"2026-10-28","stars":40096},{"date":"2026-10-29","stars":40101},{"date":"2026-10-30","stars":40106},{"date":"2026-10-31","stars":40105}],"firstPublishedAt":"2026-10-27T01:10:12.652Z","commitSha":"f6f38495946a1342c94a691dccaddb7c09f31169","verifiedAt":"2026-10-30T01:42:36.700Z","lastCommitAt":"2026-10-29T10:55:26Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A desktop app for developers to send test requests to web APIs, read the answers and keep them organized.","summary":"Insomnia is a desktop app for people who build or use web APIs, the connections programs use to talk to each other. You can send requests (REST, GraphQL, gRPC, WebSockets and more), read the responses, write tests, design API specs and share collections with a team. Projects can stay fully on your computer, in a Git repository, or in the maker's cloud. There are installers for Windows, Mac and Linux. Without an account you only get a local Scratch Pad; most features need a free account, and some need a paid plan.","easeRationale":"All three platforms have ready downloads you just open: Windows installers (Insomnia.Core-13.4.0.exe and an NSIS .exe), a Mac .dmg, and .deb, .rpm, .snap and AppImage files for Linux. You can start with the local Scratch Pad, though most features ask you to create a free account.","costNote":"Free plan; paid subscription plans add things like unlimited collaboration, Git Sync, organizations and SAML/OIDC logins.","notVerified":["What usage data the app sends and whether you can turn it off.","Exactly which features stay free and which need a paid plan today.","Whether the app works fully offline with Local Vault and no account.","Real disk use after install; the Windows installers are about 530 to 620 MB.","Whether the bundled local AI model runner is used by default and what it downloads."]},"zh-Hans":{"summaryShort":"一款桌面应用,供开发者向网络 API 发送测试请求、查看返回结果并保持条理。","summary":"Insomnia 是一款面向构建或使用网络 API(程序之间互相通信的连接方式)的人群的桌面应用。你可以发送请求(REST、GraphQL、gRPC、WebSockets 等),查看返回结果,编写测试,设计 API 规范,并与团队共享集合。项目可以完全留在你自己的电脑上、放在 Git 仓库里,或放在厂商的云端。Windows、Mac 和 Linux 都有安装包。不登录账号只能使用本地的 Scratch Pad;大多数功能需要一个免费账号,部分功能需要付费计划。","easeRationale":"三个平台都有现成的下载包,打开即可:Windows 安装程序(Insomnia.Core-13.4.0.exe 和一个 NSIS .exe)、Mac 的 .dmg,以及 Linux 的 .deb、.rpm、.snap 和 AppImage 文件。你可以先用本地的 Scratch Pad,不过大多数功能会要求你创建一个免费账号。","costNote":"有免费计划;付费订阅计划增加了无限协作、Git Sync、组织账户和 SAML/OIDC 登录等功能。","notVerified":["应用会发送哪些使用数据,是否可以关闭。","目前到底哪些功能保持免费,哪些需要付费计划。","应用是否能靠 Local Vault 完全离线使用,且不需要账号。","安装后实际占用的磁盘空间;Windows 安装包大约 530 到 620 MB。","内置的本地 AI 模型运行器是否默认启用,以及它会下载什么内容。"]}}},{"id":"R_kgDOI7jmAw","slug":"langflow-ai__langflow","name":"Langflow","owner":"langflow-ai","fullName":"langflow-ai/langflow","type":"framework_infra","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"C"},"risk":"attention","signals":[{"code":"runs_python_code_without_a_sandbox_by_default","severity":"attention","evidence":"README 提到“Source code access lets you customize any component using Python”，而 pyproject.toml 把隔离描述为可选项：“Opt-in microVM sandbox backend for code-execution components (LANGFLOW_SANDBOX_BACKEND=exec-sandbox, issue #12029). Requires Python >= 3.12 and QEMU 8+ on the host; on older Pythons the extra installs nothing”。因此，你从别人那里导入的流程可能会在你的电脑上运行代码，除非你把这个选项打开。","source":"ai","title":"默认在没有沙箱的情况下运行 Python 代码"},{"code":"ssrf_protection_off_by_default","severity":"attention","evidence":".env.example：“SSRF (Server-Side Request Forgery) Protection — When enabled, blocks requests to private IP ranges, localhost, and cloud metadata endpoints ... Default: false (for backward compatibility)”。保持出厂设置的话，流程可能被指向你自己网络内部的地址。","source":"ai","title":"SSRF 防护默认关闭"},{"code":"flows_can_be_run_without_signing_in","severity":"info","evidence":".env.example 记录了“LANGFLOW_PUBLIC_FLOW_RATE_LIMIT_PER_MINUTE: Number of anonymous public-flow runs allowed per minute per IP”，默认值为 20，因此被发布为公开的流程，任何能访问到该服务器的人都可以运行，并消耗你的 API 额度。","source":"ai","title":"无需登录即可运行流程"},{"code":"login_required_in_official_builds","severity":"info","evidence":"README：“Official release packages and tagged source archives disable automatic login by default. Set `LANGFLOW_SUPERUSER_PASSWORD` before starting”，而“Development branches retain automatic login by default”。如果你从开发分支运行，在你设置密码之前是没有密码的。","source":"ai","title":"官方版本需要登录"},{"code":"very_large_dependency_list","severity":"info","evidence":"pyproject.toml 默认引入 16 个服务商组件包（lfx-ibm、lfx-openai、lfx-anthropic、lfx-google、lfx-slack 等），并带有一组专门为避开已公布漏洞而加的最低版本要求（“oauthlib>=4.0.0,<5.0.0  # CVE-2026-49264, CVE-2026-49265”、“fsspec>=2026.6.0  # CVE-2026-104851”等）。检查估算磁盘占用为 335–1005 MB。","source":"ai","title":"依赖项清单非常庞大"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["python","node","gpu_any"],"disk":{"minMB":335,"maxMB":1005,"basis":"installer"},"apiKeys":["OpenAI","Anthropic","Langflow (its own key, for calling your flows from other programs)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","automation","development"],"alternativeTo":[{"slug":"zapier","name":"Zapier","confirmed":true},{"slug":"make","name":"Make","confirmed":true}],"declaredAlternatives":[],"stars":156203,"downloads":225945,"downloadsWeek":1628,"downloadsDays":5,"growth":161,"growthDays":5,"history":[{"date":"2026-10-26","stars":156042},{"date":"2026-10-27","stars":156072},{"date":"2026-10-28","stars":156117},{"date":"2026-10-29","stars":156147},{"date":"2026-10-30","stars":156172},{"date":"2026-10-31","stars":156203}],"firstPublishedAt":"2026-10-27T01:10:12.653Z","commitSha":"aeb10d96bb2ea797696613af931e91ddf51f3320","verifiedAt":"2026-10-30T01:59:26.720Z","lastCommitAt":"2026-10-30T01:56:07Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Build AI agents and workflows by connecting boxes on a canvas, then run them as an API on your own machine.","summary":"Langflow is a platform where you draw an AI workflow instead of writing it: you drag boxes for models, databases, files and tools onto a canvas, join them, and try the result in a built-in playground. Each finished flow can then be served as an API or as an MCP tool for other programs. It is aimed at developers, but the Desktop version for Windows and macOS includes everything needed, so no Python setup is required. You still have to connect your own AI service, and most of those charge for use.","easeRationale":"On Windows and macOS there is Langflow Desktop, and the README says \"All dependencies are included, so you don't need to manage Python environments or install packages manually\" — after installing you still have to paste a key for an AI service. On Linux there is no desktop build: you install Python 3.10–3.14 and the `uv` tool, run `uv pip install langflow -U`, set a `LANGFLOW_SUPERUSER_PASSWORD` and then `uv run langflow run` before opening http://127.0.0.1:7860.","costNote":"The project is free and MIT-licensed. Flows only do something once you connect an AI service (OpenAI, Anthropic, Google and many others), and those bill you for what you use; a model running locally through Ollama is the free route.","notVerified":["Whether the Desktop app installs and runs on your version of Windows or macOS, since Radar did not run it","What a flow downloaded from someone else does when you open and run it","The real monthly cost, which depends on the AI service, vector database and search providers you connect","Real disk use after the optional document, audio and local-model extras are installed","Whether your installation ends up reachable from outside your machine, which depends on how you start it and on your network"]},"zh-Hans":{"summaryShort":"在画布上连接方框来搭建 AI 智能体和工作流,然后在你自己的电脑上把它们作为 API 运行。","summary":"Langflow 是一个让你用画而不是用写来完成 AI 工作流的平台:把代表模型、数据库、文件和工具的方框拖到画布上,把它们连起来,再在内置的试玩区里测试结果。做好的工作流可以作为 API 提供服务,也可以作为 MCP 工具供其他程序调用。它主要面向开发者,但面向 Windows 和 macOS 的 Desktop 版本已经包含所需的一切,不需要配置 Python。不过你仍然要自己接入 AI 服务,而大多数服务都是按使用量收费的。","easeRationale":"Windows 和 macOS 上有 Langflow Desktop,README 里说“所有依赖都已包含,你不需要管理 Python 环境或手动安装软件包”——安装完之后,你仍然需要粘贴一个 AI 服务的密钥。Linux 上没有桌面版:要先安装 Python 3.10–3.14 和 `uv` 工具,运行 `uv pip install langflow -U`,设置 `LANGFLOW_SUPERUSER_PASSWORD`,然后运行 `uv run langflow run`,再打开 http://127.0.0.1:7860。","costNote":"该项目免费,MIT 许可证。工作流只有在你接入 AI 服务(OpenAI、Anthropic、Google 等许多服务)后才会真正运作,这些服务会按使用量收费;通过 Ollama 在本地运行模型是免费的路线。","notVerified":["Desktop 应用是否能在你的 Windows 或 macOS 版本上安装并运行,因为 Radar 并未实际运行过","打开并运行别人分享的工作流时,它会做什么","实际的月度费用,这取决于你接入的 AI 服务、向量数据库和搜索提供商","安装可选的文档、音频和本地模型扩展后,实际占用多少磁盘空间","你的安装最终是否能从你的电脑之外访问到,这取决于你启动它的方式和你的网络环境"]}}},{"id":"R_kgDOJVxJug","slug":"langgenius__dify","name":"Dify","owner":"langgenius","fullName":"langgenius/dify","type":"framework_infra","status":"active","grade":"B","easeByPlatform":{"windows":"D","mac":"D","linux":"D","web":"B"},"risk":"attention","signals":[{"code":"license_with_extra_restrictions","severity":"attention","evidence":"LICENSE：一份“modified version of the Apache License 2.0”——未经书面许可，“you may not use the Dify source code to operate a multi-tenant environment”，“you may not remove or modify the LOGO or copyright information”，并且“The producer can adjust the open-source agreement to be more strict or relaxed”。","source":"ai","title":"许可证附带额外限制"},{"code":"agents_run_commands","severity":"info","evidence":"README.md：“Autonomous agents with a sandbox of their own: they run commands, install software, and handle files to get open-ended tasks done.”","source":"ai","title":"智能体会执行命令"},{"code":"design_patent_claim","severity":"info","evidence":"LICENSE：“The interactive design of this product is protected by appearance patent.”","source":"ai","title":"声称拥有外观专利"}],"platforms":["windows","mac","linux","web"],"tools":["docker"],"buildTools":["node"],"disk":{"minMB":84,"maxMB":253,"basis":"installer"},"apiKeys":["At least one AI model provider (OpenAI, Anthropic and others) or a self-hosted model"],"cost":{"model":"freemium"},"license":{"spdx":"NOASSERTION","category":"other","detectedFrom":"github"},"categories":["chat_ai","automation","ai_agents"],"alternativeTo":[{"slug":"zapier","name":"Zapier","confirmed":true},{"slug":"langsmith","name":"LangSmith","confirmed":true}],"declaredAlternatives":[],"stars":160110,"downloads":25339,"downloadsWeek":1689,"downloadsDays":5,"growth":479,"growthDays":5,"history":[{"date":"2026-10-26","stars":159631},{"date":"2026-10-27","stars":159731},{"date":"2026-10-28","stars":159848},{"date":"2026-10-29","stars":159933},{"date":"2026-10-30","stars":160030},{"date":"2026-10-31","stars":160110}],"firstPublishedAt":"2026-10-27T01:10:12.654Z","commitSha":"42a2184f4c1ebc72930abab1e8793cb583f8ccde","verifiedAt":"2026-10-30T01:45:06.453Z","lastCommitAt":"2026-10-31T17:04:53Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A web workspace for building AI chatbots, assistants and automated workflows by joining blocks on a canvas.","summary":"Dify is a platform for building apps powered by AI models. In a web page you drag blocks onto a canvas to make chatbots, workflows and AI agents, feed them your own documents (PDFs, slides and more), connect hundreds of AI models and tools, and watch the logs once they run. It is for teams and makers who want to build AI apps with little code. You can use the hosted Dify Cloud, or run it yourself with Docker on a machine with at least 2 CPU cores and 4 GB of RAM. Either way you need an AI model provider, usually a paid API key.","easeRationale":"In the browser it is easiest: Dify Cloud is hosted for you, so you only create an account and add a model key. Running it on your own Windows, Mac or Linux machine is much harder: you need Docker with Docker Compose 2.24 or later, you copy a settings file and run \"docker compose up -d\" in a terminal, and the only files in the releases are difyctl, a command-line helper.","costNote":"The self-hosted Community Edition is free. Dify Cloud has paid plans (see dify.ai/pricing) and there is a paid Enterprise edition. AI model usage is paid separately to the provider you connect.","notVerified":["Whether Docker Desktop on Windows runs the full set of Dify services without extra tuning.","Real disk and memory use once all containers, databases and documents are loaded.","Real AI cost, which depends on the model provider and how much the apps are used.","Whether the default settings in .env.example are strong enough for a server open to the internet.","What the new difyctl command-line helper in the releases installs and changes on your machine."]},"zh-Hans":{"summaryShort":"一个网页工作区,通过在画布上拼接模块来构建AI聊天机器人、助手和自动化工作流程。","summary":"Dify是一个用于构建由AI模型驱动的应用的平台。你在网页上把模块拖到画布上,制作聊天机器人、工作流程和AI代理,给它们提供你自己的文档(PDF、幻灯片等),连接数百个AI模型和工具,并在运行后查看日志。它适合想用较少代码构建AI应用的团队和开发者。你可以使用托管的Dify Cloud,也可以在至少有2个CPU核心和4GB内存的机器上用Docker自己运行。无论哪种方式,你都需要一个AI模型提供商,通常要用付费的API密钥。","easeRationale":"在浏览器里最简单:Dify Cloud已经帮你托管好了,你只需要创建一个账号并添加模型密钥。在自己的Windows、Mac或Linux电脑上运行要难得多:你需要安装Docker Compose 2.24或更新版本,复制一个配置文件,并在终端运行\"docker compose up -d\",而发布包里唯一的文件是difyctl,一个命令行辅助工具。","costNote":"自行部署的社区版是免费的。Dify Cloud有付费方案(见dify.ai/pricing),还有一个付费的企业版。AI模型的使用费用要单独支付给你连接的提供商。","notVerified":["Windows上的Docker Desktop是否能在不额外调整的情况下运行Dify的全部服务。","所有容器、数据库和文档都加载完成后,实际的磁盘和内存占用情况。","实际的AI费用,这取决于所用的模型提供商以及应用的使用量。",".env.example里的默认设置是否足够应对一个对外开放的服务器。","发布包里新增的difyctl命令行工具会在你的电脑上安装和改动哪些内容。"]}}},{"id":"R_kgDOUsqjIA","slug":"lemomo-ai__lemo-opuscar","name":"Lemo OpusCar","owner":"lemomo-ai","fullName":"lemomo-ai/lemo-opuscar","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"windows":"D"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"30 天内获得 8065 个星标","source":"check","title":"新仓库却有大量星标"},{"code":"downloads_and_updates_at_run_time","severity":"info","evidence":"README.md：\"On first use it downloads the guides, tools and style prompts to ~/lemo-opuscar\"、\"the library in ~/lemo-opuscar updates itself on the next film\" 以及 \"the agent installs the rest\"。安装之后，在你电脑上运行的内容仍可能发生变化。","source":"ai","title":"运行时下载并更新内容"},{"code":"model_specific_results","severity":"info","evidence":"README.md：\"Built for Claude. The styles are tuned for Claude Opus 5.5; other models may not reproduce them well, so use them with care.\"","source":"ai","title":"效果取决于特定模型"},{"code":"some_demo_audio_not_reusable","severity":"info","evidence":"README.md 的 Licence 部分：\"Three voice tracks are not CC BY 4.0 ... They are excluded from the licence above. Don't reuse them\"（指 macOS 系统语音、Microsoft Edge TTS 和 Doubao TTS）。演示中的第三方素材保留各自的许可证。","source":"ai","title":"部分演示音频不可重复使用"}],"platforms":["windows","mac","linux"],"tools":["node","python","ffmpeg","other"],"buildTools":["python","node","ffmpeg"],"disk":{"minMB":200,"maxMB":800,"basis":"heuristic"},"apiKeys":["Claude (Claude Code login or Anthropic API)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["video","ai_skills","chat_ai"],"alternativeTo":[{"slug":"after-effects","name":"After Effects","confirmed":true},{"slug":"claude-motion","name":"Claude Motion","confirmed":true},{"slug":"remotion","name":"Remotion","confirmed":true}],"declaredAlternatives":[],"stars":10110,"downloads":309512,"downloadsWeek":64974,"downloadsDays":5,"growth":2031,"growthDays":5,"history":[{"date":"2026-10-26","stars":8079},{"date":"2026-10-27","stars":8673},{"date":"2026-10-28","stars":9101},{"date":"2026-10-29","stars":9417},{"date":"2026-10-30","stars":9775},{"date":"2026-10-31","stars":10110}],"firstPublishedAt":"2026-10-27T01:10:12.655Z","commitSha":"413a6bd6d78ebd3bdd5abaec9538a26867f890df","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T14:52:58Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Lets Claude Code make short animated films in 59 visual styles, drawn entirely in code, from a story you describe.","summary":"Lemo-Opuscar is a plugin for Claude Code (Anthropic's coding assistant) that makes short films without a video AI model. You pick one of 59 styles, such as watercolor, ukiyo-e or 1920s newsreel, describe your story, and the assistant writes code that draws each frame, builds the music, adds a text-to-speech voice and mixes the video. You can also create and keep your own style. It is tuned for Claude Opus 5.5. You need Claude Code, Node 20+, Python 3.11+ and ffmpeg, and the README says each film takes 30 to 60 minutes and a fair amount of tokens.","easeRationale":"You install the plugin with two terminal commands, but you also need Claude Code, Node 20+, Python 3.11+ and ffmpeg, and the agent installs further packages and sample libraries itself.","costNote":"The plugin is free (code MIT, demo films CC BY 4.0). It runs inside Claude Code, which needs a paid Claude plan or API usage; the README says one film uses \"a fair amount of tokens\".","notVerified":["Whether it works on Windows: the setup and download helpers are shell scripts (setup.sh, fetch.sh).","Real token cost and time for one film.","Exactly what the agent downloads and installs on first use and on later self-updates.","Disk use after voice models (Kokoro, Whisper) and music sample libraries are downloaded.","How good the films look with models other than Claude Opus 5.5.","Whether the Chinese voice option (edge-tts, online) sends your script text to Microsoft's service."]},"zh-Hans":{"summaryShort":"让 Claude Code 根据你描述的故事，用 59 种视觉风格制作完全由代码绘制的动画短片。","summary":"Lemo-Opuscar 是 Claude Code（Anthropic 的编程助手）的插件，无需视频 AI 模型就能制作短片。你从 59 种风格中选一种，比如水彩、浮世绘或 1920 年代新闻影片，描述你的故事，助手就会编写代码来绘制每一帧、生成音乐、加入文字转语音的配音并混合视频。你也可以创建并保存自己的风格。它针对 Claude Opus 5.5 做了调优。你需要 Claude Code、Node 20+、Python 3.11+ 和 ffmpeg，README 说每部片子需要 30 到 60 分钟，并消耗相当数量的 token。","easeRationale":"你用两条终端命令安装插件，但还需要 Claude Code、Node 20+、Python 3.11+ 和 ffmpeg，而且智能体会自己再安装更多软件包和样本库。","costNote":"插件免费（代码为 MIT，演示影片为 CC BY 4.0）。它在 Claude Code 内运行，而 Claude Code 需要付费的 Claude 套餐或 API 用量；README 说一部片子会用到“相当数量的 token”。","notVerified":["它能否在 Windows 上运行：安装和下载辅助程序是 shell 脚本（setup.sh、fetch.sh）。","一部片子真实的 token 成本和耗时。","智能体在首次使用和之后自我更新时究竟下载并安装了什么。","下载语音模型（Kokoro、Whisper）和音乐样本库后占用的磁盘空间。","使用 Claude Opus 5.5 以外的模型时，影片效果有多好。","中文语音选项（edge-tts，在线）是否会把你的脚本文本发送到微软的服务。"]}}},{"id":"R_kgDOVKgi0A","slug":"leonxlnx__earshot","name":"Earshot","owner":"Leonxlnx","fullName":"Leonxlnx/earshot","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"low","signals":[{"code":"very_new_alpha_project","severity":"info","evidence":"创建于 2026-10-15（距本次检查 11 天）；pyproject.toml 中的分类标记为 'Development Status :: 3 - Alpha'。","source":"ai","title":"非常新的 alpha 项目"},{"code":"models_downloaded_on_first_use","severity":"info","evidence":"README 的 Install 部分：'The first model use downloads two open models (~1.1 GB)'，即 CLAP laion/larger_clap_general 和 MIT/ast-finetuned-audioset，两者都 'at a pinned revision with safetensors weights'。","source":"ai","title":"首次使用时下载模型"},{"code":"optional_audio_upload_to_gemini","severity":"info","evidence":"README：'`llm FILE --yes-upload` | optional audio-LLM critique (Gemini), only with your own key and explicit consent' —— 这会把音频文件发送给 Google。","source":"ai","title":"可选择把音频上传到 Gemini"}],"platforms":["windows","mac","linux"],"tools":["python","ffmpeg"],"buildTools":["python","gpu_any","ffmpeg"],"disk":{"minMB":950,"maxMB":4450,"basis":"heuristic"},"apiKeys":["Google Gemini (GEMINI_API_KEY, only for the optional llm critique)"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["audio","development","ai_skills"],"alternativeTo":[{"slug":"elevenlabs","name":"ElevenLabs","confirmed":true}],"declaredAlternatives":[],"stars":3384,"downloads":4861,"downloadsWeek":900,"downloadsDays":5,"growth":470,"growthDays":5,"history":[{"date":"2026-10-26","stars":2914},{"date":"2026-10-27","stars":3051},{"date":"2026-10-28","stars":3148},{"date":"2026-10-29","stars":3241},{"date":"2026-10-30","stars":3320},{"date":"2026-10-31","stars":3384}],"firstPublishedAt":"2026-10-27T01:10:12.655Z","commitSha":"591fa3e028032e6dce56620a20e932e35667e8d8","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-22T10:07:51Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Lets AI coding assistants \"listen\" to sound files, describe and compare them, and make sound effects in code.","summary":"earshot turns audio into text and numbers an AI coding assistant can reason about: what a sound is, whether it fits a description, the best moments in a long recording, and a scorecard for a video's soundtrack. It can also create sound effects in code and ships a bank of 252 of them. It is for developers who use agents such as Claude Code, through a command line, a Python library or an MCP server. You need Python 3.10+, ffmpeg and a terminal. It runs on the processor (no graphics card) and downloads about 1.1 GB of models on first use.","easeRationale":"There is no installer: you install Python and ffmpeg, clone the repository, create a virtual environment and run several pip commands in a terminal.","costNote":"The optional Gemini critique uses your own Google key, billed by Google.","notVerified":["Whether the install and the MCP server work on Windows; the README commands mostly use Linux/macOS paths (.venv/bin/python).","Real speed on a typical laptop; the README says each CLI call takes about 20-40 seconds to load the models.","Real disk use after installing torch and the models; the checks estimate 950 MB to 4.5 GB.","How accurate its sound descriptions and soundtrack verdicts are outside the author's own tests."]},"zh-Hans":{"summaryShort":"让 AI 编程助手“听”声音文件、描述并比较它们,还能用代码制作音效。","summary":"earshot 把音频变成 AI 编程助手能够理解的文字和数字:一段声音是什么、是否符合某段描述、长录音中最精彩的片段,以及视频配乐的评分卡。它还能用代码生成音效,并自带包含 252 个音效的音效库。它面向使用 Claude Code 等智能体的开发者,可通过命令行、Python 库或 MCP 服务器使用。你需要 Python 3.10 及以上版本、ffmpeg 和终端。它在处理器上运行(不需要显卡),首次使用时会下载约 1.1 GB 的模型。","easeRationale":"没有安装程序:你需要先安装 Python 和 ffmpeg,克隆代码仓库,创建虚拟环境,然后在终端里运行几条 pip 命令。","costNote":"可选的 Gemini 点评功能使用你自己的 Google 密钥,由 Google 计费。","notVerified":["安装和 MCP 服务器能否在 Windows 上正常工作;README 中的命令大多使用 Linux/macOS 路径(.venv/bin/python)。","在普通笔记本电脑上的实际速度;README 称每次命令行调用加载模型大约需要 20-40 秒。","安装 torch 和模型后实际占用的磁盘空间;检查结果估计在 950 MB 到 4.5 GB 之间。","在作者自己的测试之外,它的声音描述和配乐评判有多准确。"]}}},{"id":"R_kgDORUQ5bw","slug":"leonxlnx__taste-skill","name":"Taste Skill","owner":"Leonxlnx","fullName":"Leonxlnx/taste-skill","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"each_build_burns_a_lot_of_model_tokens","severity":"attention","evidence":"README 的 \"How v2 works\" 一节：\"A build takes roughly 30 to 45 minutes and a few hundred thousand tokens.\" 这部分费用由你运行它所用的智能体或模型收取，而不是本项目。","source":"ai","title":"每次构建都会消耗大量模型 token"},{"code":"paid_referral_link_in_the_readme","severity":"info","evidence":"\"Open Source Supporters\" 表格链接到 `https://platform.kimi.ai?track_id=track-20f0d64bcaba419bb425a3e8c306f65d&aff=taste-skill`，文字为 \"Get a Kimi API key\" 和 \"taste-skill users get 10% bonus API credits\"，因此作者能从这次推荐中获得收益。","source":"ai","title":"README 中有带返利的推荐链接"},{"code":"pages_come_with_third_party_photos_under_share_alike_licences","severity":"info","evidence":"README：图片来自 \"Wikimedia Commons, Openverse and the Met\"，\"Only public domain, CC0, CC BY and CC BY-SA files are offered, and the skill puts the credits on the page.\" CC BY 和 CC BY-SA 会让法律条件附着在你发布的任何内容上，因此在商业使用某个页面之前，请先查看署名信息。","source":"ai","title":"页面附带第三方照片，许可要求相同方式共享"},{"code":"author_warns_about_fake_tokens_using_the_project_name","severity":"info","evidence":"README 页脚：\"Taste Skill has no official token, coin, or crypto project. Any token using my name, image, or project is unaffiliated and not endorsed by me.\"","source":"ai","title":"作者警告有人用项目名称发行假代币"},{"code":"very_young_repository_with_large_star_count","severity":"info","evidence":"创建于 2026-02-19，该仓库已有 104,511 个星标和 7,070 个 fork，只有 5 个未解决的 issue，并且在其他 skill 被迁到别的仓库之后，只保留了一个 skill（`design-taste-frontend`）。","source":"ai","title":"非常新的仓库，星标数量巨大"}],"platforms":["windows","mac","linux"],"tools":["node","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","design_cad","development"],"alternativeTo":[{"slug":"v0-by-vercel","name":"v0 by Vercel","confirmed":true},{"slug":"figma","name":"Figma","confirmed":false}],"declaredAlternatives":[],"stars":107048,"downloads":896,"downloadsWeek":69,"downloadsDays":2,"growth":4048,"growthDays":5,"history":[{"date":"2026-10-29","stars":105556},{"date":"2026-10-30","stars":106350},{"date":"2026-10-31","stars":107048}],"firstPublishedAt":"2026-10-29T01:54:21.380Z","commitSha":"12af471f627f866411b4bd785b19646d3672784c","verifiedAt":"2026-10-29T01:40:04.181Z","lastCommitAt":"2026-10-24T23:42:19Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A skill that makes Claude Code, Codex or Cursor design a web page with real photos and check its own work in a browser.","summary":"One skill you install inside a coding agent (Claude Code, Codex, Cursor and others). When you ask for a landing page, a dashboard or an app screen, it gives the agent an art direction drawn from a study of 247 sites, finds real photographs in open collections and credits them, then opens the page in a real browser at three widths and fixes the worst problems. For people who already use a coding agent and want pages that do not look generic. It needs Node 22 or newer, Chrome, Edge or Chromium, and internet access to find pictures.","easeRationale":"C on Windows, Mac and Linux: there is nothing to download from the releases, but you need a coding agent already set up, Node 22 or newer and Chrome, Edge or Chromium, and then one command (`npx skills add ...`) or two lines inside Claude Code. The alternative `./install.sh` route needs bash, which on Windows means Git Bash or WSL.","costNote":"The skill is MIT and asks for no API key of its own, but it only works inside a coding agent you pay for. The README says one build takes \"roughly 30 to 45 minutes and a few hundred thousand tokens\". The author also takes GitHub sponsorships.","notVerified":["Whether the pages it builds look like the examples in the README, since those were chosen by the author.","What one build really costs in tokens on your own model and plan.","Whether the licence and credit of every photo it picks is correct, and whether a published page meets the licence terms.","Which sites and image archives the scripts contact while running, and what they send.","Whether the skill installs and loads correctly in each listed agent (Claude Code, Codex, Cursor and the rest)."]},"zh-Hans":{"summaryShort":"一个技能,让Claude Code、Codex或Cursor设计带真实照片的网页,并在浏览器中检查自己的成果。","summary":"这是一个安装在编程智能体(Claude Code、Codex、Cursor等)中的技能。当你要求制作一个落地页、仪表盘或应用界面时,它会给智能体提供基于247个网站研究得出的美术方向,从开放图库中找到真实照片并标注出处,然后在真实浏览器中以三种宽度打开页面,并修复最严重的问题。适合已经在使用编程智能体、又想要页面不显得千篇一律的人。需要Node 22或更新版本、Chrome、Edge或Chromium,以及用于查找图片的联网环境。","easeRationale":"在Windows、Mac和Linux上都是C级:发布页没有可下载的文件,但你需要已经配置好的编程智能体、Node 22或更新版本以及Chrome、Edge或Chromium,然后运行一条命令(`npx skills add ...`)或在Claude Code里输入两行指令。另一种`./install.sh`方式需要bash,在Windows上意味着要用Git Bash或WSL。","costNote":"该技能采用MIT许可,本身不需要API密钥,但只能在你付费使用的编程智能体中运行。README提到一次构建大约\"需要30到45分钟,消耗几十万个token\"。作者也接受GitHub赞助。","notVerified":["它生成的页面是否真像README中的示例,因为那些示例是作者自己挑选的。","在你自己的模型和套餐下,一次构建实际会花费多少token。","它挑选的每张照片的许可和署名是否准确,发布后的页面是否符合这些许可条款。","脚本运行时会联系哪些网站和图片库,以及发送了什么内容。","这个技能是否能在列出的每个智能体(Claude Code、Codex、Cursor及其他)中正确安装和加载。"]}}},{"id":"R_kgDOT0PjyQ","slug":"lexmount__moli","name":"Moli","owner":"lexmount","fullName":"lexmount/moli","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B"},"risk":"low","signals":[{"code":"powershell_pipe_iex","severity":"info","evidence":"README.md，Direct installation：powershell -ExecutionPolicy ByPass -c \"irm https://github.com/lexmount/moli/releases/latest/download/moli-installer.ps1 | iex\" 会直接运行下载的脚本，并绕过 PowerShell 的脚本策略。发布页面也提供普通的 zip 文件。","source":"ai","title":"PowerShell 直接运行下载的脚本"},{"code":"agent_installs_from_repo_instructions","severity":"info","evidence":"README.md，Quick start：建议的提示词让你的 AI 智能体 \"Install the skills under https://github.com/lexmount/moli/tree/main/skills, follow their instructions to download and install the latest prebuilt Moli binary\"，也就是说智能体会照着仓库里写的说明去做。","source":"ai","title":"智能体按仓库里的说明自行安装"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":42,"maxMB":125,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","automation","ai_agents"],"alternativeTo":[{"slug":"browserbase","name":"Browserbase","confirmed":true},{"slug":"bright-data","name":"Bright Data","confirmed":true}],"declaredAlternatives":[],"stars":21882,"downloads":34463,"downloadsWeek":6144,"downloadsDays":5,"growth":968,"growthDays":5,"history":[{"date":"2026-10-26","stars":20914},{"date":"2026-10-27","stars":21179},{"date":"2026-10-28","stars":21352},{"date":"2026-10-29","stars":21540},{"date":"2026-10-30","stars":21738},{"date":"2026-10-31","stars":21882}],"firstPublishedAt":"2026-10-27T01:10:12.656Z","commitSha":"73928db1170af114c0f913e421bc4c52c84b4aac","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T21:27:58Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A browser with no window that AI agents and scripts use to open web pages, read their content and click through sites.","summary":"Moli is a headless browser: it loads websites, runs their JavaScript and returns the content as text, Markdown, screenshots or PDF, without showing a window. It is meant for AI agents, web crawling and test automation, and tools like Playwright, Puppeteer and Selenium can control it. It is used from the command line or by connecting other programs to it, so it is aimed at developers and people who run AI agents. Ready-made versions exist for Windows, macOS and Linux. The company behind it also sells a managed cloud version, which the README says is not needed.","easeRationale":"There is a ready Windows zip (moli-x86_64-pc-windows-msvc.zip, about 42 MB) or one PowerShell install command, but it has no window: you use it by typing commands or by connecting an AI agent or automation script to it.","costNote":"Open source under MIT or Apache-2.0. Lexmount also offers a managed cloud service (Lexmount Browser); the README says the open-source browser is fully usable without it.","notVerified":["Whether the benchmark results in the README (success rates, memory use compared with Chrome) hold on your own tasks","What the cookie-import and browser-profile parts (moli-cookie-import, moli-browser-profile folders) read from your computer","Whether the automation server started by moli serve can be reached by other devices on your network","What the agent skills under skills/ tell an AI agent to run"]},"zh-Hans":{"summaryShort":"一款没有窗口的浏览器,AI 智能体和脚本用它打开网页、读取内容并在网站中点击操作。","summary":"Moli 是一款无头浏览器:它加载网站、运行网站的 JavaScript,并以文本、Markdown、截图或 PDF 的形式返回内容,全程不显示窗口。它面向 AI 智能体、网页抓取和自动化测试,Playwright、Puppeteer 和 Selenium 等工具都可以控制它。它通过命令行使用,或让其他程序连接到它,因此主要面向开发者和运行 AI 智能体的人。它提供适用于 Windows、macOS 和 Linux 的现成版本。其背后的公司还出售托管的云端版本,README 称并不需要它。","easeRationale":"有现成的 Windows 压缩包(moli-x86_64-pc-windows-msvc.zip,约 42 MB),也可以用一条 PowerShell 安装命令,但它没有窗口:你需要输入命令,或把 AI 智能体、自动化脚本连接到它来使用。","costNote":"开源,采用 MIT 或 Apache-2.0 许可。Lexmount 也提供托管云服务(Lexmount Browser);README 称不使用该服务也能完整使用这个开源浏览器。","notVerified":["README 中的基准测试结果(成功率、与 Chrome 相比的内存占用)在你自己的任务上是否同样成立","Cookie 导入和浏览器配置文件相关部分(moli-cookie-import、moli-browser-profile 文件夹)会从你的电脑读取什么","由 moli serve 启动的自动化服务器是否可以被你网络中的其他设备访问","skills/ 下的智能体技能会让 AI 智能体运行什么"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxNTk2NTgw","slug":"librecad__librecad","name":"LibreCAD","owner":"LibreCAD","fullName":"LibreCAD/LibreCAD","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":78,"maxMB":234,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0","category":"copyleft","detectedFrom":"file"},"categories":["design_cad"],"alternativeTo":[{"slug":"autocad","name":"AutoCAD","confirmed":true}],"declaredAlternatives":[],"stars":6535,"downloads":1467871,"downloadsWeek":68489,"downloadsDays":6,"growth":24,"growthDays":6,"history":[{"date":"2026-10-25","stars":6511},{"date":"2026-10-26","stars":6514},{"date":"2026-10-27","stars":6515},{"date":"2026-10-28","stars":6521},{"date":"2026-10-29","stars":6528},{"date":"2026-10-30","stars":6532},{"date":"2026-10-31","stars":6535}],"firstPublishedAt":"2026-10-25T23:19:09.919Z","commitSha":"082637ba5929314788b44925cd4900550d287938","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T20:45:32Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Make flat 2D technical drawings, such as floor plans and part sketches, and open or save DXF and DWG files.","summary":"LibreCAD is a desktop program for 2D technical drawing (CAD). You draw lines, circles, arcs and curves with exact measurements, organize them in layers, and add dimensions and text. It opens DXF and DWG drawings and saves to DXF, DWG, PDF and SVG. It is for students, hobbyists and professionals who need flat drawings, not 3D models. It started as a copy of the free edition of QCAD and is under the GPLv2 license. Ready downloads exist for Windows, macOS and Linux, and the interface is translated into over 30 languages.","easeRationale":"The 2.2.1 release includes ready Windows installers (for example LibreCAD-v2.2.1.6-1-g05af8d052-win64-msvc.exe, about 81 MB), so you download and run it.","notVerified":["How well it opens complex DWG files made in AutoCAD; DWG support depends on how the build was made.","Whether the Windows installer is digitally signed or triggers a Windows SmartScreen warning.","How stable the \"continuous\" builds from the development branch are compared with the 2.2.1 builds."]},"zh-Hans":{"summaryShort":"绘制平面 2D 技术图纸，如户型平面图和零件草图，并可打开或保存 DXF 和 DWG 文件。","summary":"LibreCAD 是一款用于 2D 技术制图（CAD）的桌面程序。你可以用精确的尺寸绘制直线、圆、圆弧和曲线，用图层来组织它们，并添加标注和文字。它能打开 DXF 和 DWG 图纸，并可保存为 DXF、DWG、PDF 和 SVG。它适合需要平面图纸（而非 3D 模型）的学生、爱好者和专业人士。它最初由 QCAD 免费版复制而来，采用 GPLv2 许可证。提供适用于 Windows、macOS 和 Linux 的现成下载，界面已翻译成 30 多种语言。","easeRationale":"2.2.1 版本包含现成的 Windows 安装程序（例如 LibreCAD-v2.2.1.6-1-g05af8d052-win64-msvc.exe，约 81 MB），下载后运行即可。","notVerified":["它打开 AutoCAD 制作的复杂 DWG 文件的效果如何；DWG 支持取决于该版本的构建方式。","Windows 安装程序是否有数字签名，或是否会触发 Windows SmartScreen 警告。","开发分支的“continuous”构建与 2.2.1 版本相比稳定性如何。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxNDAyMTI4MA==","slug":"libreoffice__core","name":"LibreOffice","owner":"LibreOffice","fullName":"LibreOffice/core","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"source_only_read_only_repo","severity":"info","evidence":"仓库描述：\"Read-only LibreOffice core repo - no pull request (use gerrit instead ...) - don't download zip\"。这个 GitHub 页面只有源代码（0 个发布版本），并不是大家要安装的程序。","source":"ai","title":"仅含源代码的只读仓库"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":358,"maxMB":1073,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["office","productivity"],"alternativeTo":[{"slug":"word","name":"Word","confirmed":true},{"slug":"excel","name":"Excel","confirmed":true},{"slug":"powerpoint","name":"PowerPoint","confirmed":true}],"declaredAlternatives":[],"stars":4584,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":26,"growthDays":6,"history":[{"date":"2026-10-25","stars":4558},{"date":"2026-10-26","stars":4561},{"date":"2026-10-27","stars":4569},{"date":"2026-10-28","stars":4575},{"date":"2026-10-29","stars":4580},{"date":"2026-10-30","stars":4583},{"date":"2026-10-31","stars":4584}],"firstPublishedAt":"2026-10-25T23:32:50.450Z","commitSha":"528ba1172ce7f2193db9297a3dac0bc4da7cd9d9","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T21:24:39Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A complete office suite to write documents, make spreadsheets and build presentations, and to open most common document formats.","summary":"LibreOffice is a free office suite backed by The Document Foundation. It includes Writer for documents, Calc for spreadsheets, Impress for presentations and Draw for drawings. This GitHub repository is a read-only copy of the source code for developers. Regular users install the ready program: the official Windows installer (winget TheDocumentFoundation.LibreOffice) is a file of about 358 MB, and Radar estimates it needs 358 MB to 1 GB of disk space. The README lists Windows 10, macOS 11 or a recent Linux as the minimum.","easeRationale":"There is an official Windows installer (an MSI of about 358 MB, listed in winget as TheDocumentFoundation.LibreOffice) that you download and open; the README sets Windows 10 as the minimum.","costNote":"The README says LibreOffice is free to download, use and distribute.","notVerified":["Exact disk space after installing: Radar's range of 358 MB to about 1 GB is estimated from the installer size, not measured on a real install","How well complex Word, Excel and PowerPoint files keep their layout","Whether optional features you use need Java installed separately; the README only mentions Java for building the program","The macOS and Linux downloads, since Radar only looked at the Windows installer"]},"zh-Hans":{"summaryShort":"完整的办公套件：写文档、做电子表格和演示文稿，并能打开大多数常见文档格式。","summary":"LibreOffice 是由 The Document Foundation 支持的免费办公套件，包含用于文档的 Writer、用于电子表格的 Calc、用于演示文稿的 Impress 和用于绘图的 Draw。这个 GitHub 仓库是面向开发者的只读源代码副本。普通用户安装现成的程序：官方 Windows 安装程序（winget TheDocumentFoundation.LibreOffice）约 358 MB，Radar 估计需要 358 MB 到 1 GB 的磁盘空间。README 要求至少 Windows 10、macOS 11 或较新的 Linux。","easeRationale":"有官方 Windows 安装程序（约 358 MB 的 MSI，在 winget 中列为 TheDocumentFoundation.LibreOffice），下载后打开即可；README 规定最低为 Windows 10。","costNote":"README 说明 LibreOffice 可以免费下载、使用和分发。","notVerified":["安装后的确切磁盘占用：Radar 给出的 358 MB 到约 1 GB 是根据安装程序大小估算的，并非实际安装测得","复杂的 Word、Excel 和 PowerPoint 文件能否保持原有排版","你使用的可选功能是否需要另外安装 Java；README 只在编译程序时提到 Java","macOS 和 Linux 的下载，因为 Radar 只查看了 Windows 安装程序"]}}},{"id":"R_kgDOI67vwg","slug":"lightpanda-io__browser","name":"Lightpanda","owner":"lightpanda-io","fullName":"lightpanda-io/browser","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"D","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"telemetry_on_by_default","severity":"attention","evidence":"README 'Telemetry':'By default, Lightpanda collects and sends usage telemetry. This can be disabled by setting an environment variable LIGHTPANDA_DISABLE_TELEMETRY=true.'","source":"ai","title":"遥测默认开启"},{"code":"robots_txt_only_with_flag","severity":"attention","evidence":"README 'Status' 列出了'Respect robots.txt with option --obey-robots',示例命令手动传入了这个参数,所以不加它的话,浏览器也会抓取网站要求爬虫不要碰的页面。自动化采集可能违反网站的使用条款,各国的规则也不同。","source":"ai","title":"只有加上参数才会遵守robots.txt"},{"code":"not_a_full_browser_engine","severity":"info","evidence":"README 'Why Lightpanda?':'No graphical rendering engine','--dump png > page.png'被描述为'a text-only rendering of the page',所以依赖布局或渲染的页面表现可能和Chrome不一样。","source":"ai","title":"不是一个完整的浏览器引擎"},{"code":"vendor_measured_benchmarks","severity":"info","evidence":"'16x lighter and 9x faster than Chromium'这个说法来自项目自己的基准测试表,是在一台AWS实例上针对它自己的演示仓库运行的。","source":"ai","title":"基准测试由厂商自行测量"},{"code":"copyleft_license_and_cla","severity":"info","evidence":"许可证是 AGPL-3.0,仓库顶层有 CLA.md 和 LICENSING.md,CONTRIBUTING 中写道'You must sign our CLA during the pull request process.'把修改后的版本作为公开网络服务运行,就意味着要公开你的修改。","source":"ai","title":"copyleft许可并要求签署CLA"}],"platforms":["linux","mac","windows"],"tools":["docker","node"],"buildTools":["docker"],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["OpenAI","OpenRouter","Anthropic"],"cost":{"model":"free"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["automation","development","ai_agents"],"alternativeTo":[{"slug":"browserbase","name":"Browserbase","confirmed":true},{"slug":"bright-data","name":"Bright Data","confirmed":true}],"declaredAlternatives":[],"stars":39271,"downloads":0,"downloadsWeek":0,"downloadsDays":0,"growth":2240,"growthDays":5,"history":[],"firstPublishedAt":"2026-11-01T01:55:44.584Z","commitSha":"cebb8d51e60a68815591a5c7874823b988530aa8","verifiedAt":"2026-11-01T01:41:37.476Z","lastCommitAt":"2026-11-01T01:05:41Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A fast browser with no window, for scraping and AI agents: it loads pages and runs their JavaScript from the terminal.","summary":"Lightpanda is a browser with no window, written from scratch in Zig for automation and AI agents. From a terminal it can dump a page as HTML, Markdown or structured data, or run as a server that Puppeteer, Playwright and WebDriver scripts connect to, and it has an agent mode plus an MCP server so an AI assistant can browse for you. It is for developers and people who automate or scrape websites. It runs on Linux and macOS (Windows only inside WSL), as a downloaded binary or a Docker image. Usage telemetry is on unless you turn it off.","easeRationale":"macOS and Linux are a C: you install it with Homebrew or download one file, make it executable and then type commands such as './lightpanda serve' in a terminal; a Docker image is also offered. Windows is a D, because the README says there is no native Windows build and you have to install WSL2 and use the Linux steps inside it.","costNote":"The browser is free and open source under AGPL-3.0. Only the optional agent mode needs a paid model provider, and it can also run with local models or with --no-llm.","notVerified":["Whether the sites you care about work, since it is a new engine and not a Chromium fork","What the telemetry sends and how to see it","The speed and memory numbers on your own pages and machine","How much disk and memory a running instance really uses","What the optional agent mode costs in model calls"]},"zh-Hans":{"summaryShort":"一个没有窗口的快速浏览器,用于抓取和AI代理:从终端加载页面并运行其JavaScript。","summary":"Lightpanda 是一个没有窗口的浏览器,用 Zig 从零开始编写,面向自动化和AI代理。它可以从终端把页面导出为HTML、Markdown或结构化数据,也可以作为服务器运行,让Puppeteer、Playwright和WebDriver脚本连接,还有一个代理模式加上MCP服务器,让AI助手替你浏览。它适合开发者以及自动化或抓取网站的人。它运行在Linux和macOS上(Windows只能在WSL内运行),可以用下载的二进制文件或Docker镜像。使用遥测默认开启,除非你关闭它。","easeRationale":"macOS 和 Linux 是 C 级:你用 Homebrew 安装,或者下载一个文件、给它执行权限,然后在终端里输入像'./lightpanda serve'这样的命令;也提供了 Docker 镜像。Windows 是 D 级,因为 README 说没有原生 Windows 构建,你需要安装 WSL2,并在里面使用 Linux 的步骤。","costNote":"该浏览器是免费开源的,采用 AGPL-3.0 许可。只有可选的代理模式需要付费的模型服务商,它也可以配合本地模型或使用--no-llm运行。","notVerified":["你关心的网站是否能正常使用,因为这是一个全新的引擎,不是Chromium的分支","遥测发送了什么内容,如何查看","在你自己的页面和机器上的速度和内存数据","一个正在运行的实例实际占用多少磁盘和内存","可选的代理模式在模型调用上要花多少钱"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyNjYyMzExNDk=","slug":"logseq__logseq","name":"Logseq","owner":"logseq","fullName":"logseq/logseq","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"B","web":"B"},"risk":"attention","signals":[{"code":"known_vulnerabilities","severity":"attention","evidence":"固定版本的依赖项存在已知漏洞（OSV）：fs: MAL-2025-21003；posthog-js: GHSA-8775-5hwv-wr6v","source":"check","title":"存在已知漏洞"},{"code":"beta_data_loss_warning","severity":"attention","evidence":"README.md：\"The DB version is in beta status while the new mobile app and RTC is in alpha. This means that **data loss is possible** so we recommend automated backups\"。","source":"ai","title":"测试版可能丢失数据的警告"},{"code":"usage_analytics_library","severity":"info","evidence":"自动检查在固定版本的依赖项中列出了分析库 \"posthog-js\"。README 没有说明它是否默认开启。","source":"ai","title":"使用情况分析库"},{"code":"linux_install_script_piped_to_shell","severity":"info","evidence":"README.md（仅 Linux）：\"curl -fsSL https://raw.githubusercontent.com/logseq/logseq/master/scripts/install-linux.sh | bash\"。Windows 和 Mac 用户使用的是普通安装程序。","source":"ai","title":"Linux 安装脚本直接交给 shell 运行"},{"code":"latest_tag_is_a_nightly_build","severity":"info","evidence":"列出的最新发布是 \"nightly\" 标签（2026-10-25），文件名为 \"2.0.2-alpha+nightly.20261025\"；最后一个带编号的版本是 2026-10-07 的 2.0.2。","source":"ai","title":"最新标签是每夜构建版"}],"platforms":["windows","mac","linux","web"],"tools":[],"buildTools":["node","docker"],"disk":{"minMB":149,"maxMB":448,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["productivity","office"],"alternativeTo":[{"slug":"roam-research","name":"Roam Research","confirmed":true},{"slug":"notion","name":"Notion","confirmed":true}],"declaredAlternatives":[],"stars":45437,"downloads":94877862,"downloadsWeek":661949,"downloadsDays":5,"growth":42,"growthDays":5,"history":[{"date":"2026-10-26","stars":45395},{"date":"2026-10-27","stars":45400},{"date":"2026-10-28","stars":45407},{"date":"2026-10-29","stars":45416},{"date":"2026-10-30","stars":45432},{"date":"2026-10-31","stars":45437}],"firstPublishedAt":"2026-10-27T01:10:12.657Z","commitSha":"0232648eb481f4bbf34e9b00eda65265f22ff906","verifiedAt":"2026-10-30T01:45:35.593Z","lastCommitAt":"2026-10-31T05:20:22Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A notes app where you write daily notes, link ideas, manage tasks and mark up PDFs, with the files kept on your computer.","summary":"Logseq is a desktop app for taking notes and organising what you know. You write in short bullet points, link pages to each other, keep task lists and highlight PDFs, and the app shows how your notes connect. It is for students, professionals and anyone who keeps a lot of notes. There are ready installers for Windows and Mac, an AppImage or install script for Linux, and a web version, plus plugins and themes. The new database version is in beta and the project itself warns that data loss is possible, so it recommends backups.","easeRationale":"Windows and Mac are the easiest: a ready installer (Logseq-win-x64-2.0.2-nsis.exe, about 146 MB) or a .dmg that you download, install and start writing in. On Linux the release gives an AppImage you must make runnable yourself, or the README's one-line install script. The web version at app.logseq.com needs no install but is the beta database version.","costNote":"Free and open source. The project asks for donations on Open Collective. Real-time sync and collaboration (RTC) is in alpha and needs a sign-up form.","notVerified":["Whether notes made in the older file-based version open correctly in the new database version.","Whether the app sends usage analytics, and whether that can be switched off.","How stable the 2.0 releases are on Windows with large note collections.","Whether real-time sync will stay free after the alpha."]},"zh-Hans":{"summaryShort":"一款笔记应用,可以写每日笔记、关联想法、管理任务、标注PDF,文件都保存在你自己的电脑上。","summary":"Logseq是一款用于记笔记和整理知识的桌面应用。你用简短的要点来写笔记,把页面相互关联,维护任务列表并给PDF加标注,应用会展示你的笔记之间是如何关联的。它适合学生、专业人士以及任何做大量笔记的人。Windows和Mac有现成的安装程序,Linux有AppImage或安装脚本,还有网页版,另外还有插件和主题。新的数据库版本还在测试阶段,项目方自己也提醒可能会丢失数据,因此建议做好备份。","easeRationale":"Windows和Mac最简单:下载一个现成的安装程序(Logseq-win-x64-2.0.2-nsis.exe,约146MB)或一个.dmg文件,安装后就能开始写笔记。在Linux上,发布包提供的是AppImage,你得自己把它改成可执行,或者使用README里的一行安装脚本。app.logseq.com上的网页版不需要安装,但它是测试阶段的数据库版本。","costNote":"免费且开源。项目在Open Collective上接受捐款。实时同步与协作功能(RTC)还在内测阶段,需要填写报名表。","notVerified":["旧的基于文件的版本中创建的笔记,能否在新的数据库版本中正常打开。","应用是否会发送使用数据,以及能否关闭这个功能。","在笔记数量很大的情况下,2.0版本在Windows上的稳定性如何。","内测结束后,实时同步功能是否还会继续免费。"]}}},{"id":"R_kgDOVNvIig","slug":"ly05010419__macnativegames","name":"MacNativeGames","owner":"ly05010419","fullName":"ly05010419/MacNativeGames","type":"needs_setup","status":"alert","grade":"E","easeByPlatform":{"mac":"E"},"risk":"high","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"10 天内获得 6041 个星标","source":"check","title":"新仓库却有大量星标"},{"code":"needs_console_keys_and_dumps","severity":"high","evidence":"README.md：\"bring your game file (XCI or NSP) and your `prod.keys`\" 以及 \"Whether dumping games, keys and system files is legal depends on where you live; check and follow your local laws.\" 获取 prod.keys 并读取 XCI 或 NSP 文件，意味着绕过 Switch 自身的保护，这在一些国家即使对你购买的游戏也是违法的。","source":"ai","title":"需要主机密钥和游戏转储文件"},{"code":"unauthorised_port_of_commercial_games","severity":"attention","evidence":"README.md 列出了 13 款商业游戏的移植版（Tears of the Kingdom、Breath of the Wild、Super Smash Bros. Ultimate、Animal Crossing 等），并声明：\"This is an independent, non-commercial project. It is not affiliated with, endorsed by, or sponsored by Nintendo.\" 版权方并未授权，因此该仓库可能被下架，项目也可能随时停止。","source":"ai","title":"未经授权移植商业游戏"},{"code":"ai_assistant_runs_the_install","severity":"attention","evidence":"README.md：\"Recommended: let an AI assistant install and test it for you. Open this repository in Claude Code, Codex, or any other AI assistant you like ... and ask it to build and install the app and to sort out whatever comes up on your Mac\"，依据的是 .claude/skills/install-zelda/SKILL.md。这意味着让助手在你的电脑上运行仓库中写好的命令。","source":"ai","title":"由 AI 助手执行安装"},{"code":"sends_data_to_the_project","severity":"info","evidence":"README.md：每新增 100 行数据，Mac 应用会在游戏启动前先询问；如果已登录 GitHub CLI，则 \"the dialog offers \\\"Submit automatically\\\" ... which sends this batch for you (a private gist and an issue) without opening the browser\"。项目称该列表只包含着色器标识符，从不包含游戏数据，并且总会先询问。","source":"ai","title":"会向项目发送数据"},{"code":"mostly_early_community_ports","severity":"info","evidence":"在游戏表格中，只有 Tears of the Kingdom 和 Breath of the Wild 标为 \"Supported\"；其余十一款游戏是 \"Community port, early\"、\"work in progress\" 或 \"experimental\"，Vision Pro 则是 \"windowed, early\"。","source":"ai","title":"多数是处于早期阶段的社区移植"}],"platforms":["mac"],"tools":["python","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["games"],"alternativeTo":[],"declaredAlternatives":[],"stars":6686,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":898,"growthDays":5,"history":[{"date":"2026-10-27","stars":6038},{"date":"2026-10-28","stars":6264},{"date":"2026-10-29","stars":6442},{"date":"2026-10-30","stars":6592},{"date":"2026-10-31","stars":6686}],"firstPublishedAt":"2026-10-27T02:46:40.217Z","commitSha":"ff63a162b35d8b486b941191785d8e957c1f5df2","verifiedAt":"2026-10-28T01:38:49.068Z","lastCommitAt":"2026-10-31T18:36:51Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Build scripts that turn Switch games you own, such as Zelda, into an app that runs on an Apple silicon Mac.","summary":"MacNativeGames is a set of scripts that take a Nintendo Switch game file and the keys from your own console and build a Mac app (or an unsigned iPhone/iPad package) that runs the game's own code on Apple chips, with the Switch graphics rebuilt on Metal. Tears of the Kingdom and Breath of the Wild are the main cases; a dozen other games are early community ports. It ships no game content. You need an Apple silicon Mac, developer tools, a dumped game file and prod.keys, and a build that takes 20 to 40 minutes. The author suggests letting an AI assistant run the steps.","easeRationale":"On an Apple silicon Mac it is grade E: there is no ready download, you build the app from source with Python scripts, clang and Homebrew libraries, a build takes 20 to 40 minutes, and the author says so plainly: \"Installing and testing by hand is not recommended: there are many steps\" and \"I haven't provided a one-click build option\". The iPhone, iPad and Vision Pro routes are not systems Radar grades.","costNote":"The project is free (MIT). You must buy the Switch games yourself and get the files from your own console.","notVerified":["Whether it is lawful where you live to copy the game and the keys off your own console","Whether the build works with your exact game version and your own dump","How well each game actually plays, and how much it stutters while shaders compile","Real disk use, since a Switch game file plus the built app takes tens of gigabytes","What exactly the shader contribution file contains before it is sent to the project"]},"zh-Hans":{"summaryShort":"一套构建脚本,可以把你拥有的 Switch 游戏(例如《塞尔达传说》)变成能在搭载苹果芯片的 Mac 上运行的应用。","summary":"MacNativeGames 是一套脚本,它使用一份任天堂 Switch 游戏文件和你自己主机上的密钥,构建出一个 Mac 应用(或未签名的 iPhone/iPad 安装包),在苹果芯片上运行游戏本身的代码,并把 Switch 的图形重建在 Metal 之上。《王国之泪》和《旷野之息》是主要案例;另外十几款游戏还是社区早期移植版本。它不包含任何游戏内容。你需要一台搭载苹果芯片的 Mac、开发者工具、一份提取出来的游戏文件和 prod.keys,构建过程需要 20 到 40 分钟。作者建议让 AI 助手来执行这些步骤。","easeRationale":"在搭载苹果芯片的 Mac 上评级为 E:没有现成的下载包,你需要用 Python 脚本、clang 和 Homebrew 库从源代码构建应用,一次构建需要 20 到 40 分钟,作者自己也直言:“不建议手动安装和测试:步骤太多”以及“我没有提供一键构建的选项”。iPhone、iPad 和 Vision Pro 这几条路线不属于 Radar 评级的系统。","costNote":"该项目是免费的(MIT 许可)。你必须自己购买 Switch 游戏,并从自己的主机上获取文件。","notVerified":["在你所在地,从自己的主机上复制游戏和密钥是否合法","构建结果是否适用于你手上确切的游戏版本和你自己的提取文件","每款游戏实际的游玩体验如何,着色器编译时卡顿程度如何","实际占用的存储空间,因为一份 Switch 游戏文件加上构建出的应用会占用数十 GB","着色器贡献文件在发送给该项目之前具体包含哪些内容"]}}},{"id":"R_kgDOVRtv7Q","slug":"lyramakesmusic__neuron-explorer","name":"Neuron Explorer","owner":"lyramakesmusic","fullName":"lyramakesmusic/neuron-explorer","type":"dev_tool","status":"active","grade":"D","easeByPlatform":{"mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"bundled_agent_has_shell_access","severity":"attention","evidence":"README，Claude 标签页：\"a chat running the `claude` CLI (installed and logged in) with the explorer as an MCP server (`explorer/agent_mcp.py`)\"，它 \"has file tools and a shell in your home folder\"。","source":"ai","title":"内置智能体可以使用 shell"},{"code":"setup_script_installs_third_party_fork","severity":"info","evidence":"README，Sweep：\"bash sweep/setup_pod.sh  # fork, deps, model\"，它会安装 vLLM 的 steering fork（RhizoNymph/vllm），并在 GPU 机器（pod）上下载模型。","source":"ai","title":"安装脚本会安装第三方 fork"},{"code":"research_preview_no_releases","severity":"info","evidence":"pyproject.toml 写的是 version = \"0.1.0\"，GitHub 上没有发布版本，在被分析的提交时仓库才创建一周（创建于 2026-10-21，最后一次推送为 2026-10-28），有 1615 个星标。","source":"ai","title":"研究预览版，没有发布版本"},{"code":"ships_prebuilt_caches","severity":"info","evidence":"README，Explorer：\"the caches in `explorer/cache/` ship with the repo\" —— 这些是二进制的 .npz 文件（layout、connections），你可以加载它们，却无法阅读其内容，由维护者自己的 sweep 生成。","source":"ai","title":"自带预先生成的缓存"}],"platforms":["mac","linux"],"tools":["python","gpu_any"],"buildTools":["python","gpu_any"],"disk":{"minMB":950,"maxMB":4450,"basis":"heuristic"},"apiKeys":["Claude CLI login, for the optional Claude tab"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","chat_ai"],"alternativeTo":[{"slug":"goodfire-ember","name":"Ember","confirmed":true}],"declaredAlternatives":[],"stars":1776,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":300,"growthDays":4,"history":[{"date":"2026-10-27","stars":1476},{"date":"2026-10-28","stars":1614},{"date":"2026-10-29","stars":1703},{"date":"2026-10-30","stars":1748},{"date":"2026-10-31","stars":1776}],"firstPublishedAt":"2026-10-27T18:40:27.963Z","commitSha":"6a6f0e95bf49ad6626940021148f775d7d55d1e4","verifiedAt":"2026-10-29T01:55:55.597Z","lastCommitAt":"2026-11-01T00:46:54Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A 3D explorer that pushes single neurons of a small AI model and shows how its answers change.","summary":"A research tool for people who study what happens inside a language model. It runs Qwen3.5-4B on your own computer and draws its layers in 3D, one dot per neuron: you push a neuron up or down, read the text the model then writes, search the stored runs and chat with the pushed model. The heavy data comes from a sweep that needs a rented CUDA graphics pod and a modified build of vLLM. You start everything with uv and Python commands. The code is under the MIT license.","easeRationale":"Mac and Linux are the systems the README names and both land on D: there is nothing to download and open, you install Python packages with uv and start a local server from the command line, and it loads a 4-billion-parameter model on your machine (MPS, CUDA or CPU). The data sweep behind it is run on a rented CUDA GPU pod with a forked build of vLLM, which is why neither system goes higher.","costNote":"The code and the model are free to download; the sweep that produces the data is described as running on a rented CUDA 13 GPU pod, which is not.","notVerified":["Whether it runs on Windows at all: the README only names MPS (Mac), CUDA and CPU, and the sweep scripts are shell scripts","Real disk and memory use once Qwen3.5-4B, the sweep runs and the UMAP data are on your machine","What the bundled Claude tab does while it works, since the README says it has a shell in your home folder","Whether the caches shipped in explorer/cache match the model weights you download, and how long a sweep costs on a rented GPU pod"]},"zh-Hans":{"summaryShort":"一个3D探索工具,可以调动小型AI模型中的单个神经元,展示其回答如何随之改变。","summary":"这是一个供研究语言模型内部机制的人使用的工具。它在你自己的电脑上运行Qwen3.5-4B模型,并以3D方式绘制各层结构,每个神经元对应一个点:你可以把某个神经元调高或调低,查看模型随后生成的文字,搜索已保存的运行记录,并与被调整过的模型对话。背后的大量数据来自一次扫描,需要租用CUDA显卡云主机和一个改过的vLLM版本。整个过程通过uv和Python命令启动。代码采用MIT许可。","easeRationale":"README提到的系统只有Mac和Linux,两者都是D级:没有可以下载直接打开的文件,你需要用uv安装Python包,再从命令行启动本地服务器,它会在你的机器上(MPS、CUDA或CPU)加载一个40亿参数的模型。背后生成数据的扫描过程是在租用的CUDA GPU云主机上、用一个改过的vLLM版本运行的,这也是两个系统评级都上不去的原因。","costNote":"代码和模型本身可以免费下载;但生成数据所需的扫描过程据称运行在租用的CUDA 13 GPU云主机上,这部分并不是免费的。","notVerified":["它能否在Windows上运行尚不确定:README只提到了MPS(Mac)、CUDA和CPU,而扫描脚本是shell脚本。","在你的机器上加载Qwen3.5-4B、运行扫描并存放UMAP数据后,实际占用的磁盘和内存情况。","内置的Claude标签页在运行时具体做了什么,因为README提到它在你的用户目录下有一个shell。","explorer/cache中附带的缓存是否与你下载的模型权重匹配,以及在租用的GPU云主机上运行一次扫描要花多少钱。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyMDIzNjc2MTU=","slug":"lyswhut__lx-music-desktop","name":"LX Music","owner":"lyswhut","fullName":"lyswhut/lx-music-desktop","type":"ready_app","status":"alert","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"high","signals":[{"code":"plays_paid_music_catalogues_without_a_subscription","severity":"high","evidence":"README 中项目的补充条款把内置音源指明为官方平台酷我、酷狗、咪咕等(\"酷我、酷狗、咪咕等音乐源的官方平台\"),说数据是从它们的公开服务器获取的,就像一个未登录的应用看到的那样,并要求:\"使用者务必在 24 小时内清除使用本项目的过程中所产生的版权数据\"。同一段文字还说使用\"仅用于对技术可行性的探索及研究\",\"禁止在违反当地法律法规的情况下使用本项目\",\"请尊重版权,支持正版\"。换句话说,这个应用日常的用途就是收听那些平台按订阅收费的音乐内容,而项目把法律责任放在了你身上。","source":"ai","title":"无需订阅即可播放付费音乐目录"},{"code":"music_sources_come_from_outside_the_project","severity":"attention","evidence":"README 条款 1.2:\"本项目本身没有获取某个音频数据的能力\"——项目本身无法获取音频;它把歌名和歌手交给\"自定义源\"设置里选择的\"源\",播放返回的链接,而且\"无法校验其准确性\"。这些源文件由其他人编写和分发,不是这个仓库写的,它们在应用内部运行。","source":"ai","title":"音源来自项目之外"},{"code":"development_moved_to_a_different_project","severity":"attention","evidence":"README 的说明:新项目 Any Listen 已经覆盖了 LX Music 的大部分功能,\"我们以后的开发精力将主要集中在新项目上\",邀请用户迁移过去。这里最后一次提交已经过去42天(2026-09-19),而未关闭的issue有1308个。","source":"ai","title":"开发重心已转移到另一个项目"},{"code":"optional_local_http_server_and_browser_control","severity":"info","evidence":"README:从 v2.7.0 开始,\"开放 API 支持\"功能会启动一个本地 HTTP 服务,把播放器接口暴露给其他程序;从 v1.17.0 开始,Scheme URL 功能让浏览器可以调用这个应用,配套的用户脚本发布在 Greasyfork 上。这两项都是由你自己打开的,你机器上任何能访问到那个本地服务的程序都可以控制播放器。","source":"ai","title":"可选的本地HTTP服务器和浏览器控制"},{"code":"only_github_releases_are_the_real_downloads","severity":"info","evidence":"README:\"目前本项目的原始发布地址只有 GitHub,其他渠道均为第三方转载发布,与本项目无关!\"也就是说唯一的原始发布地址就是这个 GitHub 发布页,其他渠道都是第三方转载,项目方不承担关系。在别处找到的副本不在此次检查的覆盖范围内。","source":"ai","title":"只有GitHub发布才是真正的下载渠道"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":116,"maxMB":347,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["audio"],"alternativeTo":[{"slug":"kugou-music","name":"Kugou Music","confirmed":true},{"slug":"kuwo-music","name":"Kuwo Music","confirmed":true},{"slug":"migu-music","name":"Migu Music","confirmed":true}],"declaredAlternatives":[],"stars":54947,"downloads":44367624,"downloadsWeek":145204,"downloadsDays":4,"growth":152,"growthDays":5,"history":[{"date":"2026-10-27","stars":54827},{"date":"2026-10-28","stars":54863},{"date":"2026-10-29","stars":54890},{"date":"2026-10-30","stars":54919},{"date":"2026-10-31","stars":54947}],"firstPublishedAt":"2026-10-27T02:46:38.189Z","commitSha":"ad95d5091c9ed689fa72b5e5c849df65f5a679ce","verifiedAt":"2026-11-01T01:45:00.350Z","lastCommitAt":"2026-09-19T01:57:31Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A desktop music app that searches songs from Chinese streaming platforms and plays them through a source you add yourself.","summary":"LX Music (洛雪音乐助手) is an Electron desktop app that searches songs on Chinese music platforms such as Kuwo, Kugou and Migu, shows the results and plays them, with playlists, lyrics and keyboard shortcuts. It carries no music of its own: the app's own terms say it only passes the song name and artist to a \"custom source\" you set up in the settings, and plays whatever link that source returns. Ready installers exist for Windows 7+, macOS and Linux. The app and all its documentation are in Chinese.","easeRationale":"Every system has a ready download: Setup .exe files (including a Windows 7 build) and portable .7z archives for Windows, .dmg for macOS, .deb, .rpm and AppImage for Linux. What keeps it off the top grade is that nothing plays until you add a music source in the settings, and the README says the defaults and the interface are deliberately not beginner-friendly (\"为了提高使用门槛\") and asks you to read the playlist and shortcut guides first — all of which are in Chinese only.","costNote":"Completely free, Apache-2.0, with no ads: its terms say the project \"不接受任何商业（包括但不限于广告等）合作及捐赠\" — it accepts no commercial deals and no donations.","notVerified":["Whether any music source still works, since the sources are supplied by third parties and change often","What a given source file does besides returning links, which only reading and running it would show","Whether the audio that plays is really the song you asked for, which the project itself says it cannot check","Real disk use after installing, estimated at 116 to 347 MB","Whether the app works for someone who does not read Chinese, as the interface and all documentation are in Chinese"]},"zh-Hans":{"summaryShort":"一个桌面音乐应用,从中国的流媒体平台搜索歌曲,并通过你自己添加的音源播放。","summary":"LX Music(洛雪音乐助手)是一个用 Electron 开发的桌面应用,会在酷我、酷狗、咪咕等中国音乐平台搜索歌曲,显示结果并播放,带有歌单、歌词和键盘快捷键。它本身不携带任何音乐:应用自己的条款说,它只把歌名和歌手传给你在设置里配置的\"自定义源\",然后播放那个源返回的链接。Windows 7+、macOS 和 Linux 都有现成的安装包。应用本身以及全部文档都是中文。","easeRationale":"每个系统都有现成的下载:Windows 的 Setup .exe 文件(包括一个 Windows 7 版本)和便携版 .7z 压缩包,macOS 的 .dmg,以及 Linux 的 .deb、.rpm 和 AppImage。让它拿不到最高评级的原因是,在设置里添加音源之前什么都播放不了,而且 README 说默认设置和界面是故意不照顾新手的(\"为了提高使用门槛\"),要求你先读播放列表和快捷键的说明——这些说明全部只有中文。","costNote":"完全免费,Apache-2.0 许可,没有广告:其条款写道项目\"不接受任何商业(包括但不限于广告等)合作及捐赠\"——不接受任何商业合作或捐赠。","notVerified":["是否还有音源能用,因为音源由第三方提供,经常变化","某个具体的源文件除了返回链接之外还做了什么,这只有读代码并运行才能看出来","播放的音频是否真的是你要的那首歌,项目自己说它无法核实这一点","安装后实际占用的磁盘空间,估计在116到347MB之间","对不懂中文的人来说这个应用是否能用,因为界面和全部文档都是中文"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyMzM0NzIxOTk=","slug":"massgravel__microsoft-activation-scripts","name":"Microsoft Activation Scripts","owner":"massgravel","fullName":"massgravel/Microsoft-Activation-Scripts","type":"needs_setup","status":"alert","grade":"B","easeByPlatform":{"windows":"B"},"risk":"high","signals":[{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把一个远程脚本直接管道到shell执行:irm https://get.activated.win | iex","source":"check","title":"curl管道直接执行到shell"},{"code":"license_circumvention","severity":"high","evidence":"这个项目的主要目的是在没有购买许可证密钥的情况下激活 Microsoft 软件。仓库描述:\"Open-source Windows and Office activator featuring HWID, Ohook, TSforge, and Online KMS activation methods\";README 标题:\"How to Activate Windows / Office / Extended Security Updates (ESU)?\"。Microsoft 的许可条款要求激活必须对应从 Microsoft 或经销商购买的许可证。","source":"ai","title":"绕过许可证限制"},{"code":"script_served_outside_repository","severity":"attention","evidence":"两种安装方式都从这个 GitHub 仓库之外的地方获取脚本:\"irm https://get.activated.win | iex\",以及从 dev.azure.com/massgrave 下载的 MAS_AIO.cmd。你电脑上实际运行的内容可能与被分析的那个commit不同。","source":"ai","title":"脚本从仓库之外提供"},{"code":"domains_blocked_by_providers","severity":"info","evidence":"README:\"Some ISPs/DNS providers block access to our domains. You can bypass this by enabling DNS-over-HTTPS (DoH)\",并提供了一个使用\"--doh-url https://1.1.1.1/dns-query\"的替代命令。","source":"ai","title":"域名被服务商屏蔽"},{"code":"impersonation_warning","severity":"info","evidence":"README:\"Be cautious of third parties spreading malware disguised as MAS by altering the URL in the PowerShell command.\"来自其他来源的副本可能不是同一份代码。","source":"ai","title":"冒充警告"}],"platforms":["windows"],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["system"],"alternativeTo":[],"declaredAlternatives":[],"stars":197122,"downloads":1429752,"downloadsWeek":58,"downloadsDays":4,"growth":834,"growthDays":5,"history":[{"date":"2026-10-27","stars":196445},{"date":"2026-10-28","stars":196709},{"date":"2026-10-29","stars":196869},{"date":"2026-10-30","stars":197004},{"date":"2026-10-31","stars":197122}],"firstPublishedAt":"2026-10-27T02:46:36.246Z","commitSha":"6401d2f36975dc07bcb6d22ea823a8498a75ec01","verifiedAt":"2026-10-29T01:38:31.642Z","lastCommitAt":"2026-07-04T16:54:24Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Scripts that activate Windows and Office without a purchased license, run by pasting one command into PowerShell.","summary":"Microsoft Activation Scripts (MAS) is a set of Windows command scripts that switch Windows, Office and Extended Security Updates to an activated state using methods named HWID, Ohook, TSforge and Online KMS, without buying a license from Microsoft. It is aimed at Windows users who want activation without paying. You run it by pasting a PowerShell command that downloads and runs the script from the project's website, or by downloading a .cmd file and opening it. Nothing else needs to be installed.","easeRationale":"On Windows there is nothing to install, but you either paste one command into PowerShell or download a .cmd file from Azure DevOps and then pick an option in a text menu; the GitHub releases carry no files.","costNote":"The scripts are free; they replace paying Microsoft for Windows and Office licenses.","notVerified":["Whether the script served at get.activated.win and on Azure DevOps is identical to the code in this repository at the analyzed commit.","Which system files, Office files and licensing data each activation method changes, and whether those changes can be fully undone.","Whether Windows or Office updates later reverse or flag the activation.","Whether antivirus software blocks or removes the scripts.","The legal status of using it in the user's country and under the user's own license situation."]},"zh-Hans":{"summaryShort":"一组脚本,可以在不购买许可证的情况下激活Windows和Office,只需在PowerShell中粘贴一条命令运行。","summary":"Microsoft Activation Scripts(MAS)是一组Windows命令脚本,使用名为HWID、Ohook、TSforge和Online KMS的方法,让Windows、Office和Extended Security Updates进入已激活状态,而不需要向微软购买许可证。它面向希望在不付费的情况下激活系统的Windows用户。运行方式是在PowerShell中粘贴一条命令,从项目网站下载并运行脚本,或者下载一个.cmd文件并打开它。不需要安装其他任何东西。","easeRationale":"在Windows上不需要安装任何东西,但你需要在PowerShell中粘贴一条命令,或者从Azure DevOps下载一个.cmd文件,然后在文字菜单中选择一个选项;GitHub的发布页没有提供任何文件。","costNote":"这些脚本是免费的;它们替代了向微软为Windows和Office许可证付费。","notVerified":["get.activated.win和Azure DevOps上提供的脚本,是否与本仓库在被分析的那个commit上的代码完全一致。","每种激活方法具体改动了哪些系统文件、Office文件和许可数据,以及这些改动是否能够完全还原。","Windows或Office后续的更新是否会撤销或标记出这次激活。","防病毒软件是否会拦截或删除这些脚本。","在用户所在国家、以及用户自身许可情况下,使用它的法律状态如何。"]}}},{"id":"R_kgDORHkddg","slug":"mattpocock__skills","name":"Skills for Real Engineers","owner":"mattpocock","fullName":"mattpocock/skills","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"268 天内获得 306638 个星标（约每天 1144 个）","source":"check","title":"星标增长速度异常"},{"code":"agent_writes_and_commits_code_on_its_own","severity":"attention","evidence":"参考文档说 /implement \"drives /tdd at pre-agreed seams and closing out with /code-review before committing\"，而 /implement-spec \"implements a whole spec on one integration branch... running implementer subagents across the ready frontier for maximum concurrency\"。因此，一次运行中，多个智能体会在你的仓库里修改文件并提交 commit。","source":"ai","title":"智能体自行编写并提交代码"},{"code":"writes_into_your_issue_tracker_and_docs","severity":"info","evidence":"设置类 skill 会询问 \"which issue tracker you want to use (GitHub, GitLab, local files, or anything else you describe)\" 以及你使用哪些标签；随后 /to-spec \"publishes it to the issue tracker\"，/to-tickets 则把工单写成 \"as native blocking links on a real tracker\"。/grill-with-docs 和 /domain-modeling 等 skill 还会编辑你仓库中的 GLOSSARY.md 和架构决策记录。","source":"ai","title":"会写入你的问题跟踪器和文档"},{"code":"generates_shell_scripts_you_then_run","severity":"info","evidence":"/wizard 这个 skill \"generates an interactive bash wizard that walks a human through steps only they can perform: provisioning infrastructure, setting up credentials or CI secrets... or running a one-off migration or cutover\"。运行这个生成的脚本的人是你，所以运行前最好先读一遍。","source":"ai","title":"生成需要你自己运行的 shell 脚本"},{"code":"plugin_updates_itself","severity":"info","evidence":"README Installation：Claude Code 插件 \"Updates itself by default\"，Codex \"Updates itself at startup\"，而 Copilot 市场条目配置了 \"autoUpdate\": true。新的指令可能在你没有审阅的情况下到达你的智能体；通过 skills.sh 的方式则是复制可编辑的文件，由你手动更新。","source":"ai","title":"插件会自动更新"}],"platforms":["windows","mac","linux"],"tools":["other","node"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","productivity"],"alternativeTo":[],"declaredAlternatives":[],"stars":308394,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":5097,"growthDays":6,"history":[{"date":"2026-10-25","stars":303297},{"date":"2026-10-26","stars":304077},{"date":"2026-10-27","stars":304891},{"date":"2026-10-28","stars":305776},{"date":"2026-10-29","stars":306624},{"date":"2026-10-30","stars":307488},{"date":"2026-10-31","stars":308394}],"firstPublishedAt":"2026-10-25T23:19:10.800Z","commitSha":"a496f5513d4a4cf889bc48e189e579f4b0bdf6aa","verifiedAt":"2026-10-30T01:48:57.437Z","lastCommitAt":"2026-10-31T14:23:30Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Adds commands to an AI coding agent that interview you first, then spec, test, review and ship the work.","summary":"Matt Pocock's personal set of agent skills: about 30 short instruction files that add commands to an AI coding agent. The headline ones interview you about what you actually want (/grill-me, /grill-with-docs) before any code, then turn the conversation into a spec and tickets, build it with test-first loops, review the diff and write the pull request. Others cover debugging, codebase design and handing a session over. It is for programmers who already use Claude Code, Codex, Copilot, Gemini CLI, Cursor or a similar agent. Installing is one or two commands inside the agent.","easeRationale":"You need a supported coding agent first, then one or two commands, for example `claude plugin install mattpocock-skills@claude-plugins-official`, or `npx skills@latest add mattpocock/skills -a <agent>` for other agents, which needs Node.js. After that you run `/setup-matt-pocock-skills` once per project and answer questions about your issue tracker, labels and where documents go. The README warns not to install both the plugin and the skills.sh copies, or you get every skill twice.","costNote":"The skills are free (MIT). They only do something inside an AI coding agent, which usually needs a paid plan or paid API use. The author also runs a newsletter and a site at aihero.dev.","notVerified":["Whether the skills actually improve the result on a real project","How much extra AI usage, and therefore cost, the long interview and subagent flows consume","Which skills each agent other than Claude Code really picks up, and how they behave on Windows","What the automatic updates bring in later, since Claude Code, Codex and Copilot refresh the plugin by themselves","Whether the automatic code review and ticket writing match your team's process"]},"zh-Hans":{"summaryShort":"为AI编程助手添加一些命令,它们先采访你,然后写需求、测试、审查并交付工作成果。","summary":"Matt Pocock个人的一套代理技能:大约30个简短的指令文件,为AI编程助手添加命令。最主要的几个会先就你到底想要什么采访你(/grill-me、/grill-with-docs),然后才开始写代码,把对话变成需求说明和工单,用先写测试的方式来构建,审查改动并撰写拉取请求。其他的涉及调试、代码库设计以及把会话交接给别人。它适合已经在用Claude Code、Codex、Copilot、Gemini CLI、Cursor或类似助手的程序员。安装只需在助手里输入一两个命令。","easeRationale":"你需要先有一个受支持的编程助手,然后输入一两个命令,例如`claude plugin install mattpocock-skills@claude-plugins-official`,或者对其他助手使用`npx skills@latest add mattpocock/skills -a <agent>`,这需要Node.js。之后每个项目运行一次`/setup-matt-pocock-skills`,回答关于你的问题跟踪系统、标签和文档存放位置的问题。README提醒不要同时安装插件和skills.sh的副本,否则每个技能都会重复一份。","costNote":"这些技能是免费的(MIT协议)。它们只能在AI编程助手内部起作用,而这类助手通常需要付费方案或付费的API使用。作者还运营着一份订阅通讯和一个网站aihero.dev。","notVerified":["这些技能是否真的能在实际项目中改善结果","较长的采访流程和子代理流程会额外消耗多少AI用量,从而增加多少成本","除Claude Code之外的每个助手实际上能识别哪些技能,它们在Windows上的表现如何","由于Claude Code、Codex和Copilot会自动更新插件,以后的自动更新会带来什么变化","自动代码审查和工单撰写是否符合你团队的工作流程"]}}},{"id":"R_kgDONO810w","slug":"microsoft__markitdown","name":"MarkItDown","owner":"microsoft","fullName":"microsoft/markitdown","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"can_fetch_remote_urls","severity":"info","evidence":"README.md：\"MarkItDown performs I/O with the privileges of the current process\" 以及 \"convert() method is intentionally permissive and can handle local files, remote URIs, and byte streams.\" README 要求开发者对不可信的输入进行清理（sanitize）。","source":"ai","title":"可以获取远程网址"},{"code":"third_party_plugins","severity":"info","evidence":"README.md：\"MarkItDown also supports 3rd-party plugins. 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It handles PDF, Word, PowerPoint, Excel, images, audio, HTML, CSV, JSON, ZIP, EPUB and YouTube links, and keeps headings, lists and tables. The README says the output is meant for software, not for faithful copies for people to read. You need Python 3.10 to 3.14 and use it from the command line or in Python code. Optional Azure and OpenAI features are paid.","easeRationale":"The work is the same on all three: install Python, run pip install 'markitdown[all]' and then type a command such as markitdown file.pdf -o document.md for each file. The README's virtual-environment commands are written for Mac and Linux shells.","costNote":"Free under the MIT license; built-in conversion runs on your computer. Azure Document Intelligence, Azure Content Understanding and OpenAI image descriptions are optional and billed by those services.","notVerified":["How good the conversion is for complex layouts, scanned PDFs and large spreadsheets without the cloud options.","Exact Windows steps: the README shows Mac/Linux commands such as source .venv/bin/activate.","Whether audio transcription needs ffmpeg installed separately on Windows.","What third-party plugins found through #markitdown-plugin actually do.","Real cost of the Azure and OpenAI options per document."]},"zh-Hans":{"summaryShort":"把PDF、Word、Excel、PowerPoint等文件转换成AI工具能读懂的纯Markdown文本。","summary":"MarkItDown是微软出品的一款Python工具,可以把文件转换成Markdown——一种AI聊天机器人和文本分析工具都能很好读取的简单文本格式。它支持PDF、Word、PowerPoint、Excel、图片、音频、HTML、CSV、JSON、ZIP、EPUB和YouTube链接,并保留标题、列表和表格。README说明这种输出是给软件使用的,不是给人阅读的忠实副本。你需要Python 3.10到3.14,通过命令行或在Python代码中使用它。可选的Azure和OpenAI功能是付费的。","easeRationale":"三个系统上的操作基本相同:安装Python,运行pip install 'markitdown[all]',然后对每个文件输入类似markitdown file.pdf -o document.md这样的命令。README中关于虚拟环境的命令是按Mac和Linux的shell写的。","costNote":"在MIT许可下免费;内置的转换功能在你自己的电脑上运行。Azure Document Intelligence、Azure Content Understanding和OpenAI的图片描述功能是可选的,按这些服务各自的收费标准计费。","notVerified":["在不使用云端选项的情况下,对复杂排版、扫描版PDF和大型电子表格的转换效果如何。","Windows上的具体操作步骤:README展示的是Mac/Linux的命令,例如source .venv/bin/activate。","音频转写在Windows上是否需要单独安装ffmpeg。","通过#markitdown-plugin找到的第三方插件实际做了什么。","Azure和OpenAI选项按文档计算的实际费用。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxODQ0NTYyNTE=","slug":"microsoft__powertoys","name":"PowerToys","owner":"microsoft","fullName":"microsoft/PowerToys","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"telemetry_disclosed","severity":"info","evidence":"README，Privacy statement：\"The application logs basic diagnostic data (telemetry).\" 仓库中还附带一个 DATA_AND_PRIVACY.md 文件。","source":"ai","title":"已声明收集遥测数据"},{"code":"tools_that_touch_system_settings","severity":"info","evidence":"工具列表包括 \"Hosts File Editor\"、\"Registry Preview\"、\"Environment Variables\" 和 \"Keyboard Manager\"，它们会更改影响整台电脑的 Windows 设置。全机安装选项（`winget install --scope machine`）需要管理员权限。","source":"ai","title":"会改动系统设置的工具"},{"code":"large_install_for_small_tools","severity":"info","evidence":"每个发布版安装程序约 300 MB（PowerToysSetup-0.103.3006.0-x64.exe，303 MB），尽管各个工具本身都很小。","source":"ai","title":"小工具却要很大的安装包"}],"platforms":["windows"],"tools":[],"buildTools":[],"disk":{"minMB":303,"maxMB":910,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["productivity","system","automation"],"alternativeTo":[{"slug":"displayfusion","name":"DisplayFusion","confirmed":true},{"slug":"snagit","name":"Snagit","confirmed":true}],"declaredAlternatives":[],"stars":140356,"downloads":149268270,"downloadsWeek":1077171,"downloadsDays":6,"growth":422,"growthDays":6,"history":[{"date":"2026-10-25","stars":139934},{"date":"2026-10-26","stars":140003},{"date":"2026-10-27","stars":140066},{"date":"2026-10-28","stars":140167},{"date":"2026-10-29","stars":140234},{"date":"2026-10-30","stars":140304},{"date":"2026-10-31","stars":140356}],"firstPublishedAt":"2026-10-25T23:19:11.665Z","commitSha":"0ccfdff939e8820c041baf2f88b097866eb76d10","verifiedAt":"2026-10-29T01:44:09.830Z","lastCommitAt":"2026-10-31T23:22:29Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Add over 30 handy extras to Windows: window layouts, bulk renaming, a color picker and a quick launcher.","summary":"PowerToys is a free set of more than 30 small tools from Microsoft that make Windows easier to use. Examples: arrange windows in custom layouts, rename many files at once, resize images, pick colours from the screen, copy text out of images, remap keys and launch apps from a search box. You turn each tool on or off in one settings window. It is for anyone on Windows 10 or 11 who wants more control over their desktop, and it installs with a normal Windows installer.","easeRationale":"Windows is the only system it runs on and there it is an A: the releases carry ready installers (for example PowerToysUserSetup-0.103.3006.0-x64.exe, about 303 MB), and the README also offers the Microsoft Store and WinGet.","costNote":"MIT licence, no paid version.","notVerified":["Exactly what diagnostic data is sent and whether you can turn it off in your version","Which of the 30+ tools work smoothly alongside your other apps and shortcuts","Real disk use after installing, which Radar estimates from the installer size","Whether the tools that change system files need administrator rights every time"]},"zh-Hans":{"summaryShort":"为Windows增加30多个实用小工具:窗口布局、批量重命名、取色器和快速启动器。","summary":"PowerToys是微软推出的一套免费工具集,包含30多个让Windows更好用的小工具。例如:按自定义布局排列窗口、一次性重命名多个文件、调整图片大小、从屏幕上取色、从图片中提取文字、重新映射按键,以及通过搜索框启动应用。你可以在一个设置窗口里逐个开关这些工具。它适合任何使用Windows 10或11、想对桌面有更多控制权的人,安装方式是普通的Windows安装程序。","easeRationale":"Windows是它唯一支持的系统,在这里评级为A:发布页提供了现成的安装程序(例如PowerToysUserSetup-0.103.3006.0-x64.exe,大约303MB),README还提供了通过Microsoft Store和WinGet安装的方式。","costNote":"MIT许可,没有付费版本。","notVerified":["具体发送了哪些诊断数据,以及在你使用的版本中能否关闭。","30多个工具中,哪些能与你的其他应用和快捷键顺畅共存。","安装后的实际磁盘占用,这是Radar根据安装程序大小估算出来的。","会修改系统文件的工具,是否每次都需要管理员权限。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxMDAwNjA5MTI=","slug":"microsoft__terminal","name":"Windows Terminal","owner":"microsoft","fullName":"microsoft/terminal","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"the_newest_releases_here_do_not_hold_the_installer","severity":"info","evidence":"README 告诉手动安装的人\"Download the Microsoft.WindowsTerminal_<versionNumber>.msixbundle file from the Assets section\",但在最新的三个发布版本中,唯一的文件是一个2MB的 Microsoft.Windows.Console.ConPTY nupkg(一个开发者组件),其中两个还带有一个msixbundle的\"Windows10_PreinstallKit\"压缩包。现成的应用来自 Microsoft Store 或 winget,而不是这些发布附件。","source":"ai","title":"这里最新的发布版本没有安装程序"},{"code":"manual_installs_do_not_update_themselves","severity":"info","evidence":"README 提示:\"Terminal will not auto-update when new builds are released so you will need to regularly install the latest Terminal release to receive all the latest fixes and improvements!\"Canary 便携版 ZIP 同样如此,它\"will not automatically update and will not automatically check for updates\"。","source":"ai","title":"手动安装不会自动更新"},{"code":"two_install_channels_are_marked_unofficial","severity":"info","evidence":"README 自己的小标题写着\"Via Chocolatey (unofficial)\"和\"Via Scoop (unofficial)\",这些包出问题时会被引导去 Chocolatey 的处理流程或 Scoop Extras 的 issue 跟踪器,而不是 Microsoft。","source":"ai","title":"两个安装渠道被标记为非官方"},{"code":"older_windows_and_canary_limits","severity":"info","evidence":"README:\"Windows Terminal requires Windows 10 2004 (build 19041) or later\",在较旧的 Windows 10 版本上手动安装可能还需要 VC++ v14 Desktop Framework Package,而 Canary App Installer 版本\"only works on Windows 11\"。Canary 被描述为\"our least stable offering\"。","source":"ai","title":"旧版Windows和Canary版本的限制"}],"platforms":["windows"],"tools":[],"buildTools":[],"disk":{"minMB":2,"maxMB":5,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["system","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":105299,"downloads":40739482,"downloadsWeek":560596,"downloadsDays":5,"growth":53,"growthDays":5,"history":[{"date":"2026-10-26","stars":105246},{"date":"2026-10-27","stars":105257},{"date":"2026-10-28","stars":105265},{"date":"2026-10-29","stars":105277},{"date":"2026-10-30","stars":105292},{"date":"2026-10-31","stars":105299}],"firstPublishedAt":"2026-10-27T01:10:12.659Z","commitSha":"703ef7f969d90d3f7e132b9a5f51a8815e77d586","verifiedAt":"2026-11-01T01:47:28.636Z","lastCommitAt":"2026-10-30T19:48:47Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Microsoft's terminal window for Windows, with tabs, Unicode text and colour, for PowerShell, cmd and Linux shells.","summary":"This is the source code of Windows Terminal, Microsoft's window for typing commands, with tabs, panes, themes, emoji and full Unicode text, able to host PowerShell, the old cmd prompt and Linux shells through WSL. The same repository holds the classic Windows console host (conhost.exe) that ships inside Windows itself. For a normal user it is an app, not a project: Microsoft recommends installing it from the Microsoft Store, and it needs Windows 10 version 2004 (build 19041) or newer.","easeRationale":"Windows is the only platform it exists for, and installing it is a single step: the Microsoft Store (the method the README calls preferred, with automatic updates) or `winget install --id Microsoft.WindowsTerminal -e`. Nothing has to be configured before the first use, and there is no grade for macOS or Linux because the program is Windows-only.","costNote":"Free, MIT-licensed and published by Microsoft, with no paid tier.","notVerified":["Whether the app you get from the Microsoft Store was built from exactly this source","Which release file to use if you cannot reach the Store, since the newest releases here carry only developer components","Real disk use after installing, estimated at 2 to 5 MB from the published files, which is far below a full app install","How it behaves on your Windows version and graphics drivers, as rendering is hardware-accelerated"]},"zh-Hans":{"summaryShort":"微软为Windows打造的终端窗口,支持多标签、Unicode文本和颜色,可用于PowerShell、cmd和Linux shell。","summary":"这是 Windows Terminal 的源代码,这是 Microsoft 用来输入命令的窗口,支持多标签、多窗格、主题、表情符号和完整的 Unicode 文本,能够承载 PowerShell、旧版 cmd 命令提示符以及通过 WSL 运行的 Linux shell。同一个仓库里还有经典的 Windows 控制台主机(conhost.exe),它内置在 Windows 本身里。对普通用户来说它是一个应用,不是一个项目:Microsoft 建议从 Microsoft Store 安装,需要 Windows 10 版本 2004(内部版本 19041)或更高版本。","easeRationale":"Windows 是它唯一存在的平台,安装只需要一步:Microsoft Store(README 称其为首选方式,支持自动更新)或者`winget install --id Microsoft.WindowsTerminal -e`。首次使用前不需要配置任何东西,而 macOS 或 Linux 没有评级,因为这个程序只支持 Windows。","costNote":"免费,采用 MIT 许可,由 Microsoft 发布,没有付费层级。","notVerified":["你从 Microsoft Store 获取的应用是否确实是从这份代码构建的","如果你无法访问 Store,该用哪个发布文件,因为这里最新的发布版本只带有开发者组件","安装后实际占用的磁盘空间,根据已发布文件估计在2到5MB之间,远低于完整应用安装","在你的 Windows 版本和显卡驱动上表现如何,因为渲染是硬件加速的"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0MTg4MTkwMA==","slug":"microsoft__vscode","name":"Visual Studio Code","owner":"microsoft","fullName":"microsoft/vscode","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"low","signals":[{"code":"official_build_has_different_license","severity":"info","evidence":"README.md：\"Visual Studio Code is a distribution of the Code - OSS repository with Microsoft-specific customizations released under a traditional Microsoft product license.\" GitHub 发布页（1.144.0、1.143.1、1.143.0）没有附带文件；安装程序来自 code.visualstudio.com，而不是这个仓库。","source":"ai","title":"官方版本使用不同的许可证"},{"code":"extensions_run_third_party_code","severity":"info","evidence":"README.md 描述了 \"a rich extensibility model\"，Dev Containers 链接 \"will cause VS Code to automatically install the Dev Containers extension if needed\"。应用市场里的扩展由许多作者制作，并在你的电脑上运行。","source":"ai","title":"扩展会运行第三方代码"},{"code":"built_in_ai_assistant","severity":"info","evidence":"顶层文件夹 \"copilot_shim/\" 和 package.json 脚本 \"compile-copilot\": \"npm --prefix extensions/copilot run compile\"。该编辑器自带 GitHub Copilot 集成，使用时会把代码发送到在线 AI 服务。","source":"ai","title":"内置 AI 助手"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":["GitHub account for Copilot AI features"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","productivity"],"alternativeTo":[{"slug":"sublime-text","name":"Sublime Text","confirmed":true},{"slug":"jetbrains-ides","name":"IDEs","confirmed":true},{"slug":"cursor","name":"Cursor","confirmed":true}],"declaredAlternatives":[],"stars":194427,"downloads":828,"downloadsWeek":0,"downloadsDays":5,"growth":75,"growthDays":5,"history":[{"date":"2026-10-26","stars":194352},{"date":"2026-10-27","stars":194394},{"date":"2026-10-28","stars":194397},{"date":"2026-10-29","stars":194353},{"date":"2026-10-30","stars":194390},{"date":"2026-10-31","stars":194427}],"firstPublishedAt":"2026-10-27T01:10:12.660Z","commitSha":"ac06fd8ac0eed44e3fcea3e32e7eeac1378349ad","verifiedAt":"2026-10-29T01:42:14.609Z","lastCommitAt":"2026-10-31T23:46:36Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A free code editor from Microsoft for writing, running and fixing programs, with thousands of add-ons.","summary":"Visual Studio Code is Microsoft's widely used code editor. It helps you write and fix code in almost any programming language, with color highlighting, smart suggestions, a built-in debugger, Git support and a large library of extensions. This repository holds the open-source base, called Code - OSS. The ready-to-install Visual Studio Code from code.visualstudio.com adds Microsoft-specific parts under a Microsoft product license. It is for programmers and anyone who edits code or text files. Installers exist for Windows, macOS and Linux.","easeRationale":"Microsoft offers a ready installer for Windows, macOS and Linux on code.visualstudio.com, so on every platform you download and open it; building from this repository is only needed by developers who contribute.","costNote":"The source code is MIT. The official download is free but released under a Microsoft product license. Some add-ons and AI features, such as GitHub Copilot, have their own plans.","notVerified":["What usage data (telemetry) the official build sends by default and how to turn it off.","Whether the official installer matches this source code exactly, given the Microsoft-specific additions.","What each third-party extension does with your files.","How Copilot handles the code you share with it."]},"zh-Hans":{"summaryShort":"微软出品的免费代码编辑器,用于编写、运行和修复程序,拥有数千个扩展插件。","summary":"Visual Studio Code是微软广泛使用的代码编辑器。它能帮你用几乎任何编程语言编写和修复代码,具备颜色高亮、智能建议、内置调试器、Git支持,以及庞大的扩展库。这个仓库包含开源的基础版本,称为Code - OSS。可从code.visualstudio.com下载的现成版Visual Studio Code,在微软产品许可下加入了微软专属的部分。它面向程序员以及任何需要编辑代码或文本文件的人。提供Windows、macOS和Linux的安装程序。","easeRationale":"微软在code.visualstudio.com为Windows、macOS和Linux提供了现成的安装程序,所以在每个平台上你只需下载并打开即可;只有参与贡献的开发者才需要从这个仓库自行构建。","costNote":"源代码采用MIT许可。官方下载是免费的,但以微软产品许可发布。一些扩展和AI功能(例如GitHub Copilot)有各自的付费计划。","notVerified":["官方版本默认发送哪些使用数据(遥测),以及如何关闭它。","考虑到微软专属的附加内容,官方安装程序是否与这份源代码完全一致。","每个第三方扩展具体如何处理你的文件。","Copilot如何处理你与它分享的代码。"]}}},{"id":"R_kgDOT1lw9w","slug":"milind-soni__openmausbot","name":"OpenMausBot","owner":"milind-soni","fullName":"milind-soni/OpenMausBot","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"known_vulnerabilities","severity":"attention","evidence":"固定版本的依赖存在已知漏洞（OSV）：undici：GHSA-2m5v-pch6-74hx、GHSA-4qv8-2p9j-2685、GHSA-4w7w-5xrc-9h26","source":"check","title":"已知漏洞"},{"code":"agents_can_control_your_computer","severity":"attention","evidence":"README：\"Each bot can use a cloud Linux desktop, an isolated Local VM, or—where the platform safety boundary is currently certified—your own computer\"。控制你自己的电脑需要明确开启，仅支持macOS和Ubuntu Xorg，且\"Ubuntu Wayland host control remains disabled while issue #345 is resolved\"。Shell命令和文件编辑会以Allow / Deny卡片的形式出现。","source":"ai","title":"代理可以控制你的电脑"},{"code":"bot_creates_schedules_and_webhooks_without_confirmation","severity":"attention","evidence":"README中的\"Triggers\"部分：机器人\"sets the trigger up in that turn with its `trigger` tool (no confirmation; the chat shows a live card with Edit, Pause and Undo)\"。计划任务可以每5分钟运行一次，webhook会在127.0.0.1:8800上打开一个接收端口。","source":"ai","title":"机器人在无需确认的情况下创建计划任务和webhook"},{"code":"api_keys_stored_in_plain_text","severity":"attention","evidence":"README中的\"Run from a terminal or on a server\"部分：\"API keys are saved as plaintext, not encrypted, in private `config.json` (`0600` on Unix).\"","source":"ai","title":"API密钥以纯文本保存"},{"code":"very_new_project_with_many_open_issues","severity":"info","evidence":"该仓库创建于2026-08-11，已有93个release和613个未解决的issue，版本号仍停留在0.1.x。README称其为\"Early but real\"，并列出了一些尚不完善之处。","source":"ai","title":"项目非常新且有大量未解决的issue"},{"code":"part_of_the_repository_is_not_open_source","severity":"info","evidence":"README的License部分：Apache 2.0\"except `enterprise/`, which is source-available under its own license; delete that folder and what remains is the open-source edition\"。","source":"ai","title":"仓库的一部分不是开源的"},{"code":"optional_usage_analytics","severity":"info","evidence":"posthog-js是package.json中的一个直接依赖。README说分析功能\"optional and anonymous: product events and a once-a-day count of what is set up, never keys, names, addresses or conversations\"，可在Settings → General中关闭。","source":"ai","title":"可选的使用分析"},{"code":"name_used_by_unrelated_crypto_tokens","severity":"info","evidence":"README开头有一段警告：\"No affiliation with any cryptocurrency. OpenMausBot has no token. Any coin using the OpenMausBot, Maus, or SupaMaus name is not created, endorsed, or affiliated with this project\"。","source":"ai","title":"名称被不相关的加密代币使用"}],"platforms":["windows","mac","linux"],"tools":["node","other"],"buildTools":["node","docker"],"disk":{"minMB":248,"maxMB":745,"basis":"installer"},"apiKeys":["Claude, Codex or Grok account, through their command-line program","Composio (connected apps such as Gmail, Slack, GitHub)","Boat (boat.dev) for a bot's remote Linux desktop","ElevenLabs (spoken replies)","Fish Audio (spoken replies)","xAI (Grok voices)","OpenRouter or TypeSafe Jev (the optional decision model)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","chat_ai","automation"],"alternativeTo":[{"slug":"grok-bot","name":"Grok Bot","confirmed":true},{"slug":"manus","name":"Manus","confirmed":true},{"slug":"meta-muse","name":"Muse","confirmed":true},{"slug":"openai-dots","name":"dots","confirmed":true}],"declaredAlternatives":[{"target":"invideo-ai","stance":"claims","evidence":"The open-source Grok Bot alternative: your own team of AI bots, in a chat app"},{"target":"benzinga-pro","stance":"claims","evidence":"GPT only, Pro and Business Premium plans | Several agents; your Claude, ChatGPT or Grok login; no plan required | [OpenAI dots alternative](https://www.openmausbot.com/blog/openai-dots-alternative) |"},{"target":"grok-bot","stance":"claims","evidence":"The open-source Grok Bot alternative: your own team of AI bots, in a chat app"},{"target":"manus","stance":"claims","evidence":"is an open-source Grok Bot alternative: an independent project inspired by Grok Bot, and the open-source alternative to Meta Muse, OpenAI dots and Cue by Manus — bring-your-own-agent, local-first, on"},{"target":"dbeaver-pro","stance":"claims","evidence":"GPT only, Pro and Business Premium plans | Several agents; your Claude, ChatGPT or Grok login; no plan required | [OpenAI dots alternative](https://www.openmausbot.com/blog/openai-dots-alternative) |"}],"stars":9630,"downloads":884519,"downloadsWeek":39656,"downloadsDays":1,"growth":3945,"growthDays":5,"history":[{"date":"2026-10-30","stars":8655},{"date":"2026-10-31","stars":9630}],"firstPublishedAt":"2026-10-30T01:57:54.362Z","commitSha":"88d54eb17a3655b968470cbbf3b5097de225a8b5","verifiedAt":"2026-11-01T01:41:03.050Z","lastCommitAt":"2026-10-31T22:20:53Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A chat app where every contact is an AI agent that can run commands, browse the web and use a computer for you.","summary":"A desktop app that looks like a messaging app, except each chat is an AI agent with its own personality, model and computer. The agents do not run on their own: each one drives the claude, codex or grok command-line program already installed and signed in on your machine, so you need one of those accounts. There are installers for macOS, Windows and Ubuntu with the local server built in. Optional keys add connected apps (Gmail, Slack, GitHub), a remote Linux desktop and spoken replies. Ubuntu is still beta.","easeRationale":"macOS is the smoothest: a signed and notarised .dmg you drag to Applications, with the server built in. It is still a C everywhere because the app does nothing until you separately install an agent program (claude, codex or grok) and sign it in, which usually means installing Node and running commands. On Windows the installer is \"not code-signed yet, so SmartScreen shows unknown publisher\", and the Ubuntu .deb and AppImage are beta, GNOME only, on Ubuntu 24.04 x64.","costNote":"The app is free (Apache-2.0, except the enterprise/ folder). To use it you need a paid AI account or API key behind the claude, codex or grok CLI. Optional extras cost money too: the README says \"Boat is a paid service after its trial, and using a cloud computer may incur charges\", and it mentions a paid Cloud plan with a higher event limit.","notVerified":["Whether the approval cards really catch every risky action a bot takes, on each platform.","What a month of real use costs, between the AI subscription, Boat cloud computers and the optional Cloud plan.","Whether analytics are really off once you switch them off.","How well the Ubuntu beta behaves, especially on Wayland, where bot control of the computer is disabled.","How much disk space and memory it uses in practice: the installers are 248-314 MB before any agent program or browser it downloads."]},"zh-Hans":{"summaryShort":"这是一款聊天应用，其中每个联系人都是一个AI代理，可以为你执行命令、浏览网页并操作电脑。","summary":"这是一款外观像消息应用的桌面应用，不同之处在于每个聊天都是一个拥有自己性格、模型和电脑的AI代理。这些代理不会自行运行：每个代理都驱动已经安装并登录在你电脑上的claude、codex或grok命令行程序，因此你需要其中一个账号。macOS、Windows和Ubuntu都有内置本地服务器的安装程序。可选的密钥可以添加已连接的应用（Gmail、Slack、GitHub）、远程Linux桌面和语音回复功能。Ubuntu版本仍处于测试阶段。","easeRationale":"macOS最顺畅：是一个已签名并经过公证的.dmg文件，拖到应用程序文件夹即可，内置了服务器。但在所有平台上仍是C级，因为这个应用在你单独安装一个代理程序（claude、codex或grok）并登录之前什么也做不了，这通常意味着要安装Node并运行命令。在Windows上，安装程序\"not code-signed yet, so SmartScreen shows unknown publisher\"，而Ubuntu的.deb和AppImage是测试版，仅支持GNOME，基于Ubuntu 24.04 x64。","costNote":"该应用是免费的（Apache-2.0许可，enterprise/文件夹除外）。要使用它，你需要一个付费的AI账号或API密钥，用于claude、codex或grok的CLI。可选的附加功能也要花钱：README写道\"Boat is a paid service after its trial, and using a cloud computer may incur charges\"，并提到了一个事件上限更高的付费Cloud计划。","notVerified":["批准卡片是否真的能在每个平台上拦住机器人的每一个风险操作。","AI订阅、Boat云端电脑和可选的Cloud计划加起来，真实使用一个月要花多少钱。","关闭统计功能后，它是否真的完全停止收集数据。","Ubuntu测试版的表现如何，尤其是在机器人对电脑的控制被禁用的Wayland上。","实际使用时占用多少磁盘空间和内存：安装程序本身就有248到314 MB，还不包括下载的任何代理程序或浏览器。"]}}},{"id":"R_kgDOVZ9Lng","slug":"minimax-ai__mcode-stack","name":"MiniMax Code Stack","owner":"MiniMax-AI","fullName":"MiniMax-AI/mcode-stack","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"brand_new_no_releases","severity":"info","evidence":"项目信息：创建于 2026-10-28，最近一次推送为 2026-10-29，GitHub 上有 0 个发布版本（release），1 个未关闭的议题（issue）。README 还写道 \"Everything here will keep changing as we learn\"，因此 skills 可能在更新之间发生变动或消失。","source":"ai","title":"全新项目，尚无发布版本"},{"code":"outside_contributions_restricted","severity":"info","evidence":"README 的 Contributing 部分：\"For now, pull requests for code, documentation, and stacks are accepted only from repository collaborators.\" 来自公司外部的修复需要先通过 issue 提出。","source":"ai","title":"外部贡献受限"},{"code":"mixed_licenses_inside","severity":"info","evidence":"README 的 License 部分：\"MIT, except where a stack's NOTICE.md says otherwise. The engineering-* skills are adapted from Google Engineering Practices; the adapted material stays under CC-BY 3.0.\"","source":"ai","title":"项目内部混合多种许可证"},{"code":"written_for_the_makers_own_assistant","severity":"info","evidence":"该仓库属于 MiniMax-AI，这些 skills \"install straight into MiniMax Code\"；README 还补充说 \"The skills use the common SKILL.md format, so most of them also work in other agents that support skills\"，也就是大多数，而不是全部。","source":"ai","title":"为作者自家的助手而写"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":484,"downloads":0,"downloadsWeek":0,"downloadsDays":1,"growth":484,"growthDays":3,"history":[{"date":"2026-10-30","stars":462},{"date":"2026-10-31","stars":484}],"firstPublishedAt":"2026-10-30T01:57:54.369Z","commitSha":"49a3ff4dfd1aa159c8a84579f3ac0ce38e1aaa6d","verifiedAt":"2026-10-30T01:43:37.663Z","lastCommitAt":"2026-10-29T14:24:27Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A pack of ready-made instructions that make an AI coding assistant plan, review and check its own work the way one team does.","summary":"The MiniMax Code team published the skills and checklists it uses day to day with its own AI coding assistant. Each one is a plain-text file the assistant follows: split a feature into small pull requests, decide when to hand work to a second agent, audit a long shell command, keep a long session from drifting, review a change from a clean slate, write a hand-off note. It installs with one command in MiniMax Code, Claude Code or Codex, and the files use the common SKILL.md format, so other assistants that read skills can use most of them. For programmers who already use one.","easeRationale":"You need an AI coding assistant already installed on any of the three systems, then one command, for example `claude plugin install ronny --marketplace MiniMax-AI/mcode-stack` or `codex plugin marketplace add MiniMax-AI/mcode-stack`. The manual route is a `git clone` plus copying a folder into `~/.agents/skills/`, which the README writes with shell commands aimed at Mac and Linux.","costNote":"The skills are free (MIT, with some parts under CC-BY 3.0). They only do something inside an AI coding assistant, which usually needs a paid plan or paid API use.","notVerified":["Whether these habits actually improve what your assistant produces on your own project","Which of the skills work unchanged in assistants other than MiniMax Code, Claude Code and Codex","How much extra AI usage the longer review and audit workflows consume","Whether the install commands behave the same on Windows, where the README's copy steps are written for a Unix shell"]},"zh-Hans":{"summaryShort":"一套现成的指令,让AI编程助手像某个团队那样,自己规划、审查并检查自己的工作。","summary":"MiniMax Code团队把自己日常使用的技能和检查清单发布出来,这些是他们自己的AI编程助手每天在用的东西。每一个都是一个纯文本文件,助手会照着执行:把一个功能拆成多个小的拉取请求、决定什么时候把工作交给第二个代理、审查一条很长的shell命令、防止长会话跑偏、从零开始审查一次改动、写一份交接说明。它可以在MiniMax Code、Claude Code或Codex里用一个命令安装,这些文件使用通用的SKILL.md格式,所以其他能读取技能的助手大多也能用。适合已经在用其中一种助手的程序员。","easeRationale":"你需要先在三个系统中的任意一个上装好AI编程助手,然后输入一个命令,例如`claude plugin install ronny --marketplace MiniMax-AI/mcode-stack`,或`codex plugin marketplace add MiniMax-AI/mcode-stack`。手动方式是先`git clone`,再把一个文件夹复制到`~/.agents/skills/`,README里写的这些命令是针对Mac和Linux的shell命令。","costNote":"这些技能是免费的(MIT协议,部分内容采用CC-BY 3.0协议)。它们只能在AI编程助手内部起作用,而这类助手通常需要付费方案或付费的API使用。","notVerified":["这些习惯是否真的能改善你自己项目中助手产出的结果","在MiniMax Code、Claude Code和Codex之外的助手里,哪些技能能原样生效","更长的审查和审计流程会额外消耗多少AI用量","安装命令在Windows上是否表现一致,因为README里的复制步骤是针对Unix shell写的"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0MTE4Nzc2","slug":"mltframework__shotcut","name":"Shotcut","owner":"mltframework","fullName":"mltframework/shotcut","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"low_scorecard","severity":"attention","evidence":"OpenSSF Scorecard 1.7/10","source":"check","title":"Scorecard 评分偏低"},{"code":"release_asset_version_mismatch","severity":"info","evidence":"发布版本 v26.9.6（2026-09-06）中包含 'shotcut-win64-26.10.5.zip'，发布版本 v26.9.27 中包含 'shotcut-linux-x86_64-26.10.3.AppImage' 和 'shotcut-macos-26.9.28.dmg'。这些文件的版本号与发布标签（tag）不一致，请确认你选择的是自己想要的版本的文件。","source":"ai","title":"文件版本与发布版本不一致"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["ffmpeg"],"disk":{"minMB":146,"maxMB":438,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["video","audio"],"alternativeTo":[{"slug":"premiere-pro","name":"Premiere Pro","confirmed":true},{"slug":"final-cut-pro","name":"Final Cut Pro","confirmed":true}],"declaredAlternatives":[],"stars":15545,"downloads":22256373,"downloadsWeek":27317,"downloadsDays":6,"growth":43,"growthDays":6,"history":[{"date":"2026-10-25","stars":15502},{"date":"2026-10-26","stars":15501},{"date":"2026-10-27","stars":15515},{"date":"2026-10-28","stars":15528},{"date":"2026-10-29","stars":15537},{"date":"2026-10-30","stars":15541},{"date":"2026-10-31","stars":15545}],"firstPublishedAt":"2026-10-25T23:19:12.541Z","commitSha":"70bc326600dc5a5bd1e1a6b4809b541f94c2879b","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T00:23:58Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Edit videos on your computer: cut and join clips, add music, titles, transitions and effects, then export.","summary":"Shotcut is a desktop video editor for Windows, macOS and Linux. You can put clips on a timeline, trim and join them, add audio, titles, filters and transitions, and export the finished video in many formats. It suits beginners and hobbyists making home videos or online content. The Windows download is a ready installer that includes the video libraries it needs, so nothing else has to be installed. The project's site, shotcut.org, also offers downloads.","easeRationale":"Each release has a Windows 64-bit installer .exe (about 146 MB) plus a portable .zip and ARM builds, so you download, install and open it.","costNote":"Open source under GPL-3.0; no paid tier is mentioned.","notVerified":["How smoothly it edits high-resolution video on lower-end computers.","Why some release files carry a different version number than their release.","Whether the Windows installer is digitally signed.","How the low OpenSSF Scorecard result relates to the project's real development practices."]},"zh-Hans":{"summaryShort":"在电脑上剪辑视频：剪切和拼接片段，添加音乐、标题、转场和特效，然后导出。","summary":"Shotcut 是一款适用于 Windows、macOS 和 Linux 的桌面视频编辑器。你可以把片段放到时间轴上，进行裁剪和拼接，添加音频、标题、滤镜和转场，并以多种格式导出成品视频。它适合制作家庭视频或网络内容的初学者和爱好者。Windows 版下载是一个现成的安装程序，已包含所需的视频库，因此无需再安装其他东西。项目网站 shotcut.org 也提供下载。","easeRationale":"每个版本都有 64 位 Windows 安装程序 .exe（约 146 MB），还有便携 .zip 和 ARM 版本，下载、安装后打开即可。","costNote":"基于 GPL-3.0 的开源软件；未提及付费版本。","notVerified":["在配置较低的电脑上编辑高分辨率视频是否流畅。","为什么有些发布文件的版本号与其所属发布版本不同。","Windows 安装程序是否有数字签名。","OpenSSF Scorecard 的低分与项目实际的开发做法有何关系。"]}}},{"id":"R_kgDOVUPmBg","slug":"morganlinton__beautifulrust","name":"BeautifulRust","owner":"morganlinton","fullName":"morganlinton/BeautifulRust","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"low","signals":[{"code":"benchmark_single_run_self_graded","severity":"info","evidence":"README 中的跨智能体基准测试：\"it was one run per configuration, graded by a Claude model\"，以及 \"They hurt in one case: Claude did worse on the Bevy feature task with them.\"","source":"ai","title":"基准测试只跑了一次，且由 AI 自行打分"},{"code":"sources_summarized_under_mixed_licenses","severity":"info","evidence":"README 的署名表：skill 中附带的五份摘要改写了条款各不相同的资料，其中包括采用 \"CC BY-NC-ND 4.0 (online edition)\" 的 Effective Rust，以及采用 MPL-2.0 的 Rust Design Patterns，而仓库本身采用 MIT。","source":"ai","title":"摘要所依据的资料许可证不一"},{"code":"skill_runs_commands_on_your_code","severity":"info","evidence":"README：rust-review skill \"runs `cargo fmt`, `clippy`, and the tests when a toolchain is available\"，port skill \"verifies with `cargo test` and `clippy`\"，也就是说智能体会在你的项目里运行构建命令。","source":"ai","title":"该 skill 会在你的代码上运行命令"}],"platforms":["windows","mac","linux","web"],"tools":["rust","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["Coding agent account (Claude Code, Codex, GitHub Copilot, Cursor or Gemini CLI)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":1619,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":309,"growthDays":4,"history":[{"date":"2026-10-27","stars":1310},{"date":"2026-10-28","stars":1366},{"date":"2026-10-29","stars":1415},{"date":"2026-10-30","stars":1513},{"date":"2026-10-31","stars":1619}],"firstPublishedAt":"2026-10-27T18:40:27.972Z","commitSha":"58757ee890da9b3c8d5b785adc7a8d53cce27307","verifiedAt":"2026-10-27T18:36:00.332Z","lastCommitAt":"2026-10-30T23:52:40Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Add-on rules that teach AI coding assistants to write, review and port Rust the way seasoned Rust developers do.","summary":"Beautiful Rust is three Agent Skills plus a clippy configuration. Installed into a coding agent such as Claude Code, Codex, Copilot, Cursor or Gemini CLI, they steer it toward idiomatic Rust when it writes code, make it produce a prioritized review of existing Rust where each finding cites the rule it breaks, and guide it when porting C, C++, Python, Go or JavaScript to Rust. The rules are distilled from five published Rust guides, and the lint file enforces the machine-checkable ones in CI. It is for Rust developers who already use a coding agent and have cargo and clippy installed.","easeRationale":"Installing is one command such as npx skills add morganlinton/BeautifulRust or claude plugin install, but you need a coding agent set up first and a Rust toolchain with cargo and clippy for the review and the lint file to do anything.","costNote":"The skills and the lint config are MIT; the work is done by a coding agent you pay for, and the README notes that running the eval cases means \"real model runs\" that \"are billed\".","notVerified":["Whether the Rust it produces for your own project is better, since the published comparison is one run per configuration.","How well it works in agents other than Claude Code and Codex, the two the benchmark covers.","How many tokens the roughly 500-line writing skill and its reference digests add to each session.","Whether the clippy table fits an existing codebase without a long list of allows."]},"zh-Hans":{"summaryShort":"一套附加规则,教 AI 编程助手像资深 Rust 开发者那样编写、审查和移植 Rust 代码。","summary":"Beautiful Rust 由三个 Agent Skill 和一份 clippy 配置组成。装进 Claude Code、Codex、Copilot、Cursor 或 Gemini CLI 之类的编程智能体后,它们会在写代码时引导智能体写出符合惯例的 Rust,让它对已有 Rust 代码给出按优先级排序的审查结果,每条意见都标明违反了哪条规则,并在把 C、C++、Python、Go 或 JavaScript 移植到 Rust 时提供指导。这些规则是从五份已发布的 Rust 指南中提炼出来的,其中能用机器检查的部分由 lint 文件在 CI 里强制执行。它面向已经在用编程智能体、并装好了 cargo 和 clippy 的 Rust 开发者。","easeRationale":"安装只需一条命令,比如 npx skills add morganlinton/BeautifulRust 或 claude plugin install,但你需要先配置好一个编程智能体,并装好带 cargo 和 clippy 的 Rust 工具链,审查功能和 lint 文件才能发挥作用。","costNote":"这些 skill 和 lint 配置是 MIT 许可;实际工作由你付费使用的编程智能体完成,README 提到运行评测用例意味着“真实的模型调用”,而这些调用“会产生费用”。","notVerified":["它为你自己的项目产出的 Rust 代码是否真的更好,因为公开的对比里每种配置只跑了一次。","在 Claude Code 和 Codex 之外的其他智能体里效果如何,基准测试只覆盖了这两个。","约 500 行的写作 skill 以及它的参考摘要,会给每次会话增加多少 token 消耗。","clippy 规则表套用到已有代码库时,是否需要大量的例外(allow)才能用。"]}}},{"id":"R_kgDOSB6hVQ","slug":"morluto__rea","name":"REA","owner":"morluto","fullName":"morluto/rea","type":"dev_tool","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"197 天内获得 397502 个星标（约每天 2018 个）","source":"check","title":"星标增长速度异常"},{"code":"reverse_engineering_may_be_restricted","severity":"attention","evidence":"README 的 Disclaimer 部分写道，REA 'is for lawful research, education, interoperability, software preservation, and analysis of software you own or are authorized to examine'，并指向 DISCLAIMER.md 了解负责任的使用方式。拆解不属于你的软件可能违反其许可条款，在一些国家还受到限制。","source":"ai","title":"逆向工程可能受到限制"},{"code":"runs_and_interacts_with_target_apps","severity":"attention","evidence":"README.md：'Runtime capture runs or interacts with the selected target using your user permissions; each runtime guide describes its effects.' 它还可以操控已连接的 Android 设备（通过 adb 处理进程、日志、屏幕截图以及 APK/文件传输）。","source":"ai","title":"会运行目标应用并与之交互"},{"code":"security_testing_tools_bundled","severity":"info","evidence":"package.json 附带了 pwntools（bridge/pwntools/）、pwndbg（bridge/pwndbg/launch.py）和 mitmproxy 流量捕获（bridge/mitmproxy/capture.py）的桥接文件；README 记录了崩溃与内存防护机制的检查，以及读取已保存的网络抓包。这些都是常见的漏洞研究工具；体积较大的需要由你自行提供，REA 不会安装。","source":"ai","title":"附带漏洞测试工具"},{"code":"readme_warns_about_copycat_repositories","severity":"info","evidence":"README.md 开头有一个 IMPORTANT 提示框：'A similar repository name or copied README does not establish that a download is official'，并列出 morluto/rea、rea.tools 和 npm 包 rea-agents 为仅有的官方来源。建议与检查中标出的异常星标增长速度一起参考。","source":"ai","title":"README 提醒提防仿冒仓库"}],"platforms":["windows","mac","linux"],"tools":["node","other"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","ai_skills","ai_agents"],"alternativeTo":[{"slug":"hopper","name":"Hopper","confirmed":true},{"slug":"ida-pro","name":"IDA Pro","confirmed":true}],"declaredAlternatives":[],"stars":415556,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":30423,"growthDays":6,"history":[{"date":"2026-10-25","stars":385133},{"date":"2026-10-26","stars":391703},{"date":"2026-10-27","stars":397432},{"date":"2026-10-28","stars":402591},{"date":"2026-10-29","stars":407905},{"date":"2026-10-30","stars":412365},{"date":"2026-10-31","stars":415556}],"firstPublishedAt":"2026-10-25T23:19:13.414Z","commitSha":"40b9c03f996270e944ff07cafb63be15ce903708","verifiedAt":"2026-10-28T01:37:51.228Z","lastCommitAt":"2026-10-31T21:38:40Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Lets an AI agent, or you in a terminal, take apart programs you own and explain how one of their features works.","summary":"REA is a command-line tool and MCP server that connects an AI agent (Claude Code, Codex, Cursor, Gemini CLI and others) to reverse-engineering tools. You point it at a program on your own computer and ask how a feature works; it inspects native binaries, JavaScript and Electron apps, .NET assemblies, Android apps, firmware and saved network captures, and returns findings with the evidence behind them. The inspection runs on your machine. You need Node.js 22 or newer and npm; deep work on native binaries also needs Hopper, Ghidra or IDA installed.","easeRationale":"On Mac and Linux the one-line install.sh plus `npx rea-agents setup` configure it, but you first need Node.js 22.x, 24.x or 26.12+ and npm, then a separate decompiler (Hopper, Ghidra or IDA) for native binaries, and extra command-line tools per target (a procps `ps` and pwntools on Linux, a full JDK and JADX for Android, tshark for packet files). On Windows the shell installer refuses to run, so you install the npm package by hand and the README calls Ghidra support there experimental.","costNote":"The tool itself is free (MIT). Deep analysis of native binaries needs a separate decompiler: Ghidra is free, Hopper, IDA Pro and JEB are paid and you must have your own licence. 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It draws 3D scenes in the browser using WebGL or WebGPU: cameras, lights, materials, loaded 3D models, sound and virtual or augmented reality. Anything built with it runs in a normal browser on any system. You add it to a project with npm or a script tag and then write code; the project site has hundreds of examples, docs and a manual. Cloning the full repository downloads about 2 GB.","easeRationale":"Developer-only: the releases contain no program to run, and the README's starting point is JavaScript code you write yourself after adding the library with npm. The result then runs in any modern browser on Windows, macOS, Linux or a phone.","costNote":"MIT license.","notVerified":["Whether a scene performs well on your graphics card, phone or browser","Whether WebGPU features work in the browser you use","How much of the library ends up in your page's final size"]},"zh-Hans":{"summaryShort":"一个JavaScript库，程序员用它在网页中展示3D场景、动画和VR。","summary":"three.js是写JavaScript的人使用的一个构建模块，不是一个可以打开的程序。它使用WebGL或WebGPU在浏览器中绘制3D场景：摄像机、灯光、材质、加载的3D模型、声音以及虚拟现实或增强现实。用它构建的任何内容都能在任何系统的普通浏览器中运行。你可以用npm或script标签把它加入项目，然后编写代码；项目网站上有数百个示例、文档和一份手册。克隆完整仓库大约要下载2 GB。","easeRationale":"仅面向开发者：发行版中不包含任何可运行的程序，README的起点是你在用npm添加这个库之后自己编写的JavaScript代码。最终结果可以在Windows、macOS、Linux或手机上的任何现代浏览器中运行。","costNote":"MIT许可证。","notVerified":["某个场景在你的显卡、手机或浏览器上是否运行流畅","WebGPU功能在你使用的浏览器中是否可用","最终会有多少库代码打包进你页面的最终体积"]}}},{"id":"R_kgDOQBjiAQ","slug":"msitarzewski__agency-agents","name":"Agency Agents","owner":"msitarzewski","fullName":"msitarzewski/agency-agents","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"recommended_app_in_other_repository","severity":"info","evidence":"README.md 推荐从 https://github.com/msitarzewski/agency-agents-app/releases/latest 安装 \"Option 1: Install the app (Recommended)\"，该应用会 \"auto-updates\"。这个应用位于另一个仓库中，不在本次分析范围内。","source":"ai","title":"推荐的应用位于另一个仓库"},{"code":"writes_into_assistant_config_folders","severity":"info","evidence":"README.md：\"./scripts/install.sh --tool claude-code\" 以及 \"cp engineering/*.md ~/.claude/agents/\"。安装程序会把文件放进 Claude Code、Cursor、Codex 和 OpenCode 等工具的配置文件夹，这些文件会改变助手的行为。","source":"ai","title":"会写入各个助手的配置文件夹"},{"code":"includes_offensive_security_roles","severity":"info","evidence":"README.md，Security Division：\"Penetration Tester | Authorized pentests, red team ops, exploitation | Finding exploitable weaknesses before attackers do\"。整体角色名单以防御为主，但这个角色会让助手去寻找攻入系统的办法，只有在你获准测试的系统上这样做才合法。","source":"ai","title":"包含攻击性的渗透测试角色"},{"code":"install_limit_in_one_host","severity":"info","evidence":"README.md：\"OpenCode's runtime currently registers only ~119 agents and silently drops the rest\"；README 建议用 --division 只安装一部分，以免超出该上限。","source":"ai","title":"某一款工具存在安装数量上限"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","productivity"],"alternativeTo":[],"declaredAlternatives":[],"stars":165698,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":1428,"growthDays":5,"history":[{"date":"2026-10-26","stars":164270},{"date":"2026-10-27","stars":164543},{"date":"2026-10-28","stars":164882},{"date":"2026-10-29","stars":165176},{"date":"2026-10-30","stars":165502},{"date":"2026-10-31","stars":165698}],"firstPublishedAt":"2026-10-27T01:10:12.663Z","commitSha":"b37b5bb33b78f2c1d6567d98e25ca818e3259219","verifiedAt":"2026-10-30T01:44:20.950Z","lastCommitAt":"2026-10-25T00:37:22Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A large library of ready-made role prompts that turn AI assistants like Claude Code or Cursor into specialists.","summary":"The Agency is a big collection of instruction files (\"agents\") for AI assistants such as Claude Code, Cursor, Codex, Gemini CLI, Copilot and OpenCode. Each file gives the assistant a role — frontend developer, SEO specialist, sales coach, security auditor and many more — with a personality, working steps and expected results. It is for people who already use one of these assistants. You add the files by copying them into the assistant's folder, by running the bash install script, or with a separate desktop app the author publishes in another repository.","easeRationale":"The same on all three: you need an AI assistant already installed, then you run ./scripts/install.sh (a bash script, which on Windows means Git Bash or WSL) or copy the Markdown files by hand, as in \"cp engineering/*.md ~/.claude/agents/\".","costNote":"The files are free under the MIT licence. You need an AI assistant to use them, and that assistant may have its own subscription or usage cost.","notVerified":["Whether these role prompts actually give better results than a plain AI assistant.","Whether every agent file is free of instructions that push the assistant to run risky commands or reach outside services.","Whether scripts/install.sh and scripts/convert.sh work on Windows outside Git Bash or WSL.","What the separate desktop app installs and how its auto-update works.","How many of the many agents overlap, and how well each one is kept up to date."]},"zh-Hans":{"summaryShort":"一个庞大的现成角色提示词库,能把Claude Code或Cursor等AI助手变成各领域的专家。","summary":"The Agency是一个庞大的指令文件(\"代理\")集合,适用于Claude Code、Cursor、Codex、Gemini CLI、Copilot和OpenCode等AI助手。每个文件都给助手设定一个角色——前端开发者、SEO专家、销售教练、漏洞审计员等等——并配有性格设定、工作步骤和预期结果。它适合已经在用这些助手之一的人。你可以把文件复制到助手的文件夹里、运行bash安装脚本,或者使用作者在另一个仓库发布的独立桌面应用来添加这些文件。","easeRationale":"三个系统的情况一样:你需要先装好一个AI助手,然后运行./scripts/install.sh(一个bash脚本,在Windows上意味着要用Git Bash或WSL),或者手动复制Markdown文件,比如\"cp engineering/*.md ~/.claude/agents/\"。","costNote":"这些文件在MIT许可下是免费的。你需要一个AI助手才能使用它们,而那个助手可能有自己的订阅费用或使用成本。","notVerified":["这些角色提示词是否真的比普通AI助手带来更好的结果。","是否每个代理文件都不含会驱使助手执行高风险命令或连接外部服务的指令。","scripts/install.sh和scripts/convert.sh在Git Bash或WSL之外的Windows环境中能否正常运行。","那个独立的桌面应用会安装什么内容,它的自动更新又是如何运作的。","众多代理之间有多少重叠,每一个又维护得如何及时。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxOTMyMTU1NTQ=","slug":"n8n-io__n8n","name":"n8n","owner":"n8n-io","fullName":"n8n-io/n8n","type":"needs_setup","status":"active","grade":"A","easeByPlatform":{"windows":"D","mac":"D","linux":"D","web":"A"},"risk":"attention","signals":[{"code":"license_is_not_open_source","severity":"attention","evidence":"LICENSE.md中的Sustainable Use License，'Limitations'部分：'You may use or modify the software only for your own internal business purposes or for non-commercial or personal use. You may distribute the software or provide it to others only if you do so free of charge for non-commercial purposes.'文件中还提到名称中带'.ee.'的文件需要n8n Enterprise License，并且'Content of branches other than the main branch... are not licensed.'","source":"ai","title":"许可证不是开源的"},{"code":"install_pipes_remote_script_to_shell","severity":"attention","evidence":"README的'Quick Start'部分：'curl -fsSL https://get.n8n.io | sh'会在你的shell中运行一个当时下载的脚本。","source":"ai","title":"安装过程将远程脚本直接传给shell执行"},{"code":"workflows_can_run_code","severity":"attention","evidence":"README的'Key Capabilities'部分：'Combine visual building with JavaScript, Python, and npm packages for advanced AI workflows.'因此，你从9000多个公开模板中导入的工作流，可能带有会在你电脑上运行的代码。","source":"ai","title":"工作流可以运行代码"},{"code":"one_place_holds_many_account_credentials","severity":"info","evidence":"快速入门指南把所有内容都保存在一个Docker卷中（'-v n8n_data:/home/node/.n8n'），连接1500多个集成中的任意一个，都会把该账号的凭据存放在这里，因此任何能访问该实例的人都能访问这些连接。","source":"ai","title":"一个地方保存着许多账号的凭据"},{"code":"signing_over_rights_to_contribute","severity":"info","evidence":"仓库根目录中有CONTRIBUTOR_LICENSE_AGREEMENT.md，与LICENSE.md和LICENSE_EE.md并列，因此贡献的代码要遵循该公司的协议。","source":"ai","title":"贡献代码即是将权利转让给公司"}],"platforms":["windows","mac","linux","web"],"tools":["node","docker"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":["Each app you connect brings its own account or key (OpenAI, Google, Slack and the rest of the 1500+ integrations)"],"cost":{"model":"freemium"},"license":{"spdx":"NOASSERTION","category":"other","detectedFrom":"github"},"categories":["automation","ai_agents","development"],"alternativeTo":[{"slug":"zapier","name":"Zapier","confirmed":true},{"slug":"make","name":"Make","confirmed":true}],"declaredAlternatives":[],"stars":209212,"downloads":40162,"downloadsWeek":1310,"downloadsDays":6,"growth":616,"growthDays":6,"history":[{"date":"2026-10-25","stars":208596},{"date":"2026-10-26","stars":208675},{"date":"2026-10-27","stars":208807},{"date":"2026-10-28","stars":208914},{"date":"2026-10-29","stars":209049},{"date":"2026-10-30","stars":209152},{"date":"2026-10-31","stars":209212}],"firstPublishedAt":"2026-10-25T23:19:14.287Z","commitSha":"c44bd78f3834fb4e5a14cdcee96d552a9c4e4e92","verifiedAt":"2026-11-01T01:46:52.399Z","lastCommitAt":"2026-10-31T18:05:19Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Build automations by dragging boxes: connect 1500+ apps and AI models to do work for you, on your own machine.","summary":"n8n is a platform for building automations on a visual canvas: you connect boxes for apps, databases and AI models, and the workflow runs on a schedule or when something happens. It reaches more than 1500 services and can also run JavaScript or Python when the boxes are not enough, so it serves both non-programmers and developers. You run it yourself with Docker, and the editor then opens at localhost:5678, or you pay for the company's hosted cloud. The license is not an open-source one: use is limited to personal use or your own internal business.","easeRationale":"The company's hosted version is an A: you sign in at app.n8n.cloud and build in the browser on a paid plan. Running it yourself is a D on Windows, macOS and Linux, because the documented route is Docker plus a terminal: 'docker volume create n8n_data' and then a 'docker run' command, or the install script.","costNote":"Running it yourself is free of charge under the Sustainable Use License. The hosted cloud is paid, and source files with '.ee' in the name need a paid n8n Enterprise License.","notVerified":["Which features of the demos are only in the paid Enterprise or cloud versions","What the hosted cloud costs for your volume of runs","How much memory and disk a busy instance needs","Whether the apps you want to connect need paid plans of their own","What happens to your instance once you open it to the internet"]},"zh-Hans":{"summaryShort":"通过拖拽方块来构建自动化：连接1500多个应用和AI模型，让它们在你自己的电脑上为你工作。","summary":"n8n是一个在可视化画布上构建自动化的平台：你把应用、数据库和AI模型的方块连接起来，工作流会按计划运行，或在某事发生时触发。它可以连接1500多个服务，在方块不够用时还能运行JavaScript或Python，因此既适合不编程的人也适合开发者。你可以用Docker自己运行它，编辑器会在localhost:5678打开，或者你也可以付费使用该公司的托管云服务。其许可证不是开源许可证：使用范围仅限于个人使用或你自己的内部业务。","easeRationale":"该公司的托管版本是A级：你在app.n8n.cloud登录，并在浏览器中使用付费计划进行构建。自己运行它在Windows、macOS和Linux上是D级，因为文档记录的方式是Docker加终端：先执行'docker volume create n8n_data'，再执行一条'docker run'命令，或者使用安装脚本。","costNote":"在Sustainable Use License下，自己运行它是免费的。托管云服务是付费的，文件名中带有'.ee'的源代码文件需要付费的n8n Enterprise License。","notVerified":["演示中的哪些功能只存在于付费的Enterprise或云版本中","按你的运行量，托管云服务要花多少钱","一个繁忙的实例需要多少内存和磁盘","你想连接的应用是否需要它们自己的付费计划","一旦把你的实例开放到互联网上，会发生什么"]}}},{"id":"R_kgDOUfqq7Q","slug":"nandhakishorm__laya","name":"Laya","owner":"NandhaKishorM","fullName":"NandhaKishorM/laya","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"37 天内获得 34301 个星标","source":"check","title":"新仓库却有大量星标"},{"code":"rapid_release_pace","severity":"info","evidence":"GitHub API：该仓库创建于 2026-09-18（距本次检查 37 天），已有 48 个发布版本；最近三个（v0.4.13 至 v0.4.15）发布于 2026-10-21 到 2026-10-24 之间。不同版本之间的行为可能经常变化。","source":"ai","title":"发布节奏很快"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python","docker","gpu_any"],"disk":{"minMB":950,"maxMB":4450,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","automation","chat_ai"],"alternativeTo":[{"slug":"jev","name":"Jev","confirmed":true}],"declaredAlternatives":[],"stars":34770,"downloads":2185,"downloadsWeek":376,"downloadsDays":6,"growth":460,"growthDays":6,"history":[{"date":"2026-10-25","stars":34310},{"date":"2026-10-26","stars":34407},{"date":"2026-10-27","stars":34481},{"date":"2026-10-28","stars":34565},{"date":"2026-10-29","stars":34642},{"date":"2026-10-30","stars":34712},{"date":"2026-10-31","stars":34770}],"firstPublishedAt":"2026-10-25T23:19:15.150Z","commitSha":"a478221bcad24d1a9c47b361c79328ebd2b100c6","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T20:28:57Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A Python library that sorts and labels text automatically, such as routing a customer email to the right team or rating its urgency.","summary":"Laya is a Python library with small AI models that answer fixed questions about a piece of text: pick one label from a list, give a score, or say yes or no, with a confidence number. A typical use is sorting support tickets or emails by department and urgency, in many languages. It is meant for developers building such features. You need Python 3.10 or newer; the models (about 2.3 GB for all three) download from Hugging Face on first use. A graphics card makes it faster but is optional, and a local test web page is included.","easeRationale":"There is no Windows installer; you install Python, then run a few commands (python -m pip install laya) or the included start.bat from a copy of the repository, and the models download on first use.","notVerified":["Whether the accuracy and speed figures in the README (for example, 33 ms per question on a T4 graphics card) hold on your own data and computer","The model files are downloaded from Hugging Face at run time, and what arrives depends on that source unless you pin a reviewed version","Real disk and memory use once the models are downloaded and loaded","How well the included start.bat works on a typical Windows computer without a graphics card"]},"zh-Hans":{"summaryShort":"一个 Python 库，可自动对文本分类和打标签，例如把客户邮件分派给合适的团队，或评估其紧急程度。","summary":"Laya 是一个 Python 库，内含小型 AI 模型，可以针对一段文本回答固定的问题：从列表中选一个标签、给出分数，或回答是或否，并附带置信度数值。典型用途是按部门和紧急程度对客服工单或邮件分类，支持多种语言。它面向开发此类功能的开发者。你需要 Python 3.10 或更新版本；模型（三个合计约 2.3 GB）在首次使用时从 Hugging Face 下载。显卡可以让它更快，但不是必需的，另附有一个本地测试网页。","easeRationale":"没有 Windows 安装程序；你需要先安装 Python，然后运行几条命令（python -m pip install laya），或在仓库副本中运行附带的 start.bat，模型会在首次使用时下载。","notVerified":["README 中的准确率和速度数据（例如在 T4 显卡上每个问题 33 毫秒）在你自己的数据和电脑上是否同样成立","模型文件在运行时从 Hugging Face 下载，除非你固定某个已审查的版本，否则下载到的内容取决于该来源","模型下载并加载后实际占用的磁盘和内存","附带的 start.bat 在没有显卡的普通 Windows 电脑上运行效果如何"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxMTY5NDExNTA=","slug":"natrongithub__natron","name":"Natron","owner":"NatronGitHub","fullName":"NatronGitHub/Natron","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"stale_releases","severity":"attention","evidence":"最近一次发布在 2024-09-13（772 天前）","source":"check","title":"发布版本长期未更新"},{"code":"low_scorecard","severity":"attention","evidence":"OpenSSF Scorecard 2.8/10","source":"check","title":"Scorecard 评分偏低"},{"code":"no_recent_windows_build","severity":"info","evidence":"最近的发布版本 v2.5.1-pre2（2024-09-13）和 v2.5.1-pre1（2023-04-15）只包含 macOS 的 .dmg 文件；README：\"Natron is looking for developers and maintainers!\"","source":"ai","title":"没有近期的 Windows 版本"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["ffmpeg"],"disk":{"minMB":256,"maxMB":768,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["video"],"alternativeTo":[{"slug":"after-effects","name":"After Effects","confirmed":true},{"slug":"nuke","name":"Nuke","confirmed":true},{"slug":"blackmagic-fusion-studio","name":"Blackmagic Fusion Studio","confirmed":true}],"declaredAlternatives":[],"stars":5624,"downloads":1161131,"downloadsWeek":3588,"downloadsDays":6,"growth":28,"growthDays":6,"history":[{"date":"2026-10-25","stars":5596},{"date":"2026-10-26","stars":5598},{"date":"2026-10-27","stars":5600},{"date":"2026-10-28","stars":5606},{"date":"2026-10-29","stars":5619},{"date":"2026-10-30","stars":5620},{"date":"2026-10-31","stars":5624}],"firstPublishedAt":"2026-10-25T23:19:16.014Z","commitSha":"3763d805d7d277d10af10025ae41af677682b3e6","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-07-24T09:48:49Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Combine video layers, add visual effects, cut out objects and track motion using a node-based editor.","summary":"Natron is a free video compositing program. You connect boxes (nodes) in a graph to layer footage, key out green screens, rotoscope, track motion and animate effects, then render the result. It is aimed at video effects artists and students who want something similar to Nuke or After Effects. Ready-made downloads bundle the program with four sets of effect plugins. It needs a graphics card with OpenGL 2.0 for full speed, and the README notes the project is looking for new developers and maintainers.","easeRationale":"The checks found a Windows installer in the project's releases, and the README says the standalone downloads already include the main effect plugins.","costNote":"GNU GPL version 2. Some third-party OpenFX plugins it supports are commercial.","notVerified":["Which release is the newest one with a Windows installer, and how old it is","Whether it runs well on current Windows versions and modern graphics cards","Whether commercial OpenFX plugins you own work with it"]},"zh-Hans":{"summaryShort":"用节点式编辑器合成视频图层、添加视觉特效、抠出对象并跟踪运动。","summary":"Natron 是一款免费的视频合成程序。你在图中连接方框（节点），即可叠加素材、抠除绿幕、做转描、跟踪运动并为特效添加动画，然后渲染出结果。它面向视频特效师和学生，适合想要类似 Nuke 或 After Effects 的工具的人。现成的下载包把程序与四组特效插件打包在一起。要获得完整速度，需要支持 OpenGL 2.0 的显卡；README 还提到，项目正在寻找新的开发者和维护者。","easeRationale":"检查在项目的发布页中发现了 Windows 安装程序，README 称独立下载包已包含主要的特效插件。","costNote":"GNU GPL 第 2 版。它支持的一些第三方 OpenFX 插件是商业软件。","notVerified":["哪个是带有 Windows 安装程序的最新版本，以及它有多旧","它能否在当前的 Windows 版本和新款显卡上良好运行","你已拥有的商业 OpenFX 插件能否与它配合使用"]}}},{"id":"R_kgDOQfttOw","slug":"nextlevelbuilder__ui-ux-pro-max-skill","name":"UI UX Pro Max","owner":"nextlevelbuilder","fullName":"nextlevelbuilder/ui-ux-pro-max-skill","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"paid_premium_upsell","severity":"info","evidence":"README.md「Basic vs. Premium Version Comparison」：\"For more details on upgrading to the Premium tier, visit uupm.cc.\" 高级版功能（品牌身份、logo、图片生成、优先支持）不在这个仓库里。","source":"ai","title":"向付费高级版引流"},{"code":"readme_advertises_other_products_of_the_same_author","severity":"info","evidence":"README.md 开头链接到 NextLevelBuilder.io、GoClaw.sh、AgentKit.best 和 TOSE.sh，还有一个 PayPal 捐赠徽章，以及另一个技能 3Dviz Pro Max（3dviz.dev）的横幅，这些都放在说明项目本身之前。","source":"ai","title":"README 在推广同一作者的其他产品"},{"code":"demos_labelled_as_not_coming_from_the_skill","severity":"info","evidence":"README.md 把自己的示例标为未经证实：3Dviz 的横幅写着 \"An author-supplied project recorded before this skill existed ... not an English demo or a runtime test of the skill\"，仪表盘的前后对比则是 \"Illustrative, community-contributed example; not an official demo, benchmark, or runtime test of the skill.\"","source":"ai","title":"演示被标注为并非来自这个技能本身"},{"code":"install_files_come_from_npm_not_from_this_repository","severity":"info","evidence":"README.md「Architecture & Contributing」：\"Always use the CLI to install\"，使用 `npm install -g ui-ux-pro-max-cli`，因为 \"All platform-specific files ... are now generated dynamically by the CLI\"。真正安装到你电脑上的，是用仓库的 `NPM_TOKEN` 密钥发布的那个 npm 包。","source":"ai","title":"安装的文件来自 npm，不是来自这个仓库"}],"platforms":["windows","mac","linux"],"tools":["python","node"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"freemium"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","design_cad"],"alternativeTo":[],"declaredAlternatives":[{"target":"benzinga-pro","stance":"claims","evidence":"Replace `Minimalism & Swiss Style` with your preferred [catalog style](src/ui-ux-pro-max/data/styles.csv) or visual direction"},{"target":"dbeaver-pro","stance":"claims","evidence":"Replace `Minimalism & Swiss Style` with your preferred [catalog style](src/ui-ux-pro-max/data/styles.csv) or visual direction"}],"stars":143424,"downloads":8553,"downloadsWeek":0,"downloadsDays":5,"growth":2495,"growthDays":5,"history":[{"date":"2026-10-26","stars":140929},{"date":"2026-10-27","stars":141586},{"date":"2026-10-28","stars":142086},{"date":"2026-10-29","stars":142550},{"date":"2026-10-30","stars":143044},{"date":"2026-10-31","stars":143424}],"firstPublishedAt":"2026-10-27T01:10:12.665Z","commitSha":"9a3f14f7423037ccb8feeb4fee7482291b9c820e","verifiedAt":"2026-10-31T01:40:45.189Z","lastCommitAt":"2026-10-31T16:07:44Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Gives AI coding assistants a library of design styles, colors and fonts so the screens they build look more polished.","summary":"UI UX Pro Max is a skill (a set of instructions and data) you add to AI coding assistants such as Claude Code, Cursor or Codex. When you ask the assistant to build a page or app screen, it searches a built-in catalog of styles, color palettes, font pairings and design rules and suggests a matching design system. It is for people who build websites or apps with an AI assistant. You need an AI coding assistant, Python 3 for the search script, and usually Node.js to run the installer. A paid premium version is advertised separately.","easeRationale":"C on Windows, Mac and Linux alike: none of the 41 releases carries a program file, so on each one you install Python 3 and usually Node.js, then run commands such as `npm install -g ui-ux-pro-max-cli` and `uipro init --ai claude` inside your project. You also need an AI coding assistant for it to work in.","costNote":"This repository is free (MIT). A paid Premium version with extra brand, logo and asset features is advertised at uupm.cc; no price is stated. It runs inside an AI coding assistant, which usually has its own subscription.","notVerified":["Whether the design suggestions actually improve the screens your AI assistant produces.","Whether the installer and Python search script work the same on Windows as the macOS/Linux examples in the README.","Whether the files installed by the npm CLI match the source in this repository.","Which skill features each AI assistant actually supports, since the README lists over 20 of them.","Whether the catalog numbers in the README (192 reasoning rules, 79 styles, 1,934 approved Google Fonts) match the data files that get installed."]},"zh-Hans":{"summaryShort":"为 AI 编程助手提供一套风格、配色和字体库，让它们做出来的界面更精致。","summary":"UI UX Pro Max 是一个添加到 Claude Code、Cursor 或 Codex 等 AI 编程助手上的技能（一组指令和数据）。当你让助手搭建一个页面或应用界面时，它会在内置目录里搜索风格、配色方案、字体搭配和设计规则，然后给出一套匹配的设计系统建议。它适合用 AI 助手搭建网站或应用的人。你需要一个 AI 编程助手、用于搜索脚本的 Python 3，通常还需要 Node.js 来运行安装程序。另外单独宣传了一个付费高级版。","easeRationale":"在 Windows、Mac 和 Linux 上都是 C 级：41 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字体）是否和安装的数据文件一致。"]}}},{"id":"R_kgDOUpvcvQ","slug":"niko1221__strata","name":"Strata","owner":"Niko1221","fullName":"Niko1221/Strata","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"37天内获得37095个star","source":"check","title":"新仓库却有大量star"},{"code":"known_vulnerabilities","severity":"attention","evidence":"固定版本的依赖存在已知漏洞（OSV）：torch：GHSA-qfhq-4f3w-5fph、GHSA-rrmf-rvhw-rf47、PYSEC-2026-139；transformers：GHSA-29pf-2h5f-8g72、GHSA-69w3-r845-3855、GHSA-fgcw-684q-jj6r；pillow：GHSA-22hg-r758-rrw9、GHSA-24rc-8hj2-v98c、GHSA-254f-3936-288h","source":"check","title":"已知漏洞"},{"code":"disk_and_download_far_larger_than_the_installer","severity":"attention","evidence":"安装程序本身只有107到278 MB，但同一发行版中的引擎包能达到892 MB，而模型文件则更大得多：README中的DeepSeek表列出了239 GB、257 GB和274 GB的模型包，需要\"about 245 GB\"到\"about 280 GB\"的可用磁盘空间。Qwen的安装过程还会额外下载一个约5 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KEY`参数，可从其他机器访问它，这会把模型暴露到你的网络上。","source":"ai","title":"开放了一个可被暴露的本地API"},{"code":"model_licences_are_not_the_project_licence","severity":"info","evidence":"该程序本身是MIT许可，但README另外链接了\"Credits and model licenses\"，它下载的Qwen和DeepSeek权重带有各自的条款，可能会限制商业使用。","source":"ai","title":"模型的许可证不是项目本身的许可证"}],"platforms":["windows","mac","linux"],"tools":["gpu_any"],"buildTools":["python","docker","gpu_nvidia"],"disk":{"minMB":107,"maxMB":322,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["chat_ai","development"],"alternativeTo":[{"slug":"chatgpt-plus","name":"ChatGPT 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V4.1-Flash, on a normal computer with a gaming graphics card. There is one installer per system: you pick a model, the app downloads the engine that matches your card and the model files from Hugging Face, and then you chat in its own window. It also serves an OpenAI- and Anthropic-compatible address on your machine, so Claude Code, Codex CLI, OpenCode and similar tools can use the local model instead of a paid service. No account is needed, but the downloads are large.","easeRationale":"Windows is the easiest: one Strata-0.2.9-windows-x64-setup.exe, then you choose a model and the app downloads the engine for your graphics card on first start. macOS has a .dmg (Apple Silicon M1 or newer only) and Linux an AppImage you make executable. None is an A because nothing works until a model is downloaded, and your graphics card has to be on the supported list (NVIDIA RTX 20-50, several AMD Radeon models, Intel Arc on Linux, Apple Silicon).","costNote":"MIT licence, no account and no fees; the models are free downloads. The README asks for voluntary support through Buy Me a Coffee. The real cost is hardware, electricity and disk space.","notVerified":["Whether it really runs at a usable speed on your exact graphics card and amount of memory: the speed table in the README was measured by the project itself.","How long the first run takes, between the engine download, tens or hundreds of gigabytes of model files and the preparation step.","Whether the installers are signed, and what Windows or macOS warn about when you open them.","Whether the answers from these heavily compressed models are good enough for your work.","Whether the pinned dependency versions with known vulnerabilities (torch, transformers, pillow) are used by the parts you run, since torch and transformers are only installed for one optional conversion step."]},"zh-Hans":{"summaryShort":"在你自己的电脑上运行一个大型AI模型，并通过一个本地地址提供给聊天和编程工具使用。","summary":"Strata在配有游戏显卡的普通电脑上运行大型开放权重模型，例如Qwen3.8-Flash-Next和DeepSeek V4.1-Flash。每个系统有一个安装程序：你选择一个模型，应用会下载与你显卡匹配的引擎以及来自Hugging Face的模型文件，然后你就可以在它自己的窗口中聊天。它还会在你的电脑上提供一个兼容OpenAI和Anthropic的地址，这样Claude Code、Codex CLI、OpenCode等类似工具就能使用本地模型，而不必使用付费服务。不需要账号，但下载文件很大。","easeRationale":"Windows最简单：只有一个Strata-0.2.9-windows-x64-setup.exe，之后你选择一个模型，应用会在首次启动时为你的显卡下载对应引擎。macOS有一个.dmg（仅支持Apple Silicon M1或更新机型），Linux有一个需要你手动设为可执行的AppImage。三者都不是A级，因为在下载模型之前什么都用不了，而且你的显卡必须在支持列表中（NVIDIA RTX 20-50系列、多款AMD Radeon型号、Linux上的Intel Arc、Apple Silicon）。","costNote":"MIT许可证，无需账号也不收费；模型都是免费下载的。README请求通过Buy Me a Coffee自愿支持项目。真正的成本是硬件、电费和磁盘空间。","notVerified":["它在你实际的显卡和内存配置上是否真的能以可用的速度运行：README中的速度表是项目自己测出来的。","首次运行要花多长时间，包括引擎下载、几十到几百GB的模型文件以及准备步骤。","安装程序是否经过签名，以及打开时Windows或macOS会发出什么警告。","这些高度压缩的模型给出的回答，是否足够好地满足你的工作需要。","固定版本中带有已知漏洞的依赖（torch、transformers、pillow）是否会被你实际运行的部分用到，因为torch和transformers只在一个可选的转换步骤中才会安装。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxMTE3MTU0OA==","slug":"nlohmann__json","name":"JSON for Modern C++","owner":"nlohmann","fullName":"nlohmann/json","type":"dev_tool","status":"active","grade":"E","easeByPlatform":{"windows":"E","mac":"E","linux":"E"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[],"declaredAlternatives":[],"stars":50829,"downloads":39282239,"downloadsWeek":450941,"downloadsDays":5,"growth":21,"growthDays":5,"history":[{"date":"2026-10-26","stars":50808},{"date":"2026-10-27","stars":50812},{"date":"2026-10-28","stars":50813},{"date":"2026-10-29","stars":50819},{"date":"2026-10-30","stars":50826},{"date":"2026-10-31","stars":50829}],"firstPublishedAt":"2026-10-27T01:10:12.666Z","commitSha":"9c349b1d7c393c6bc6dbbe4191e332e3bb4100b8","verifiedAt":"2026-11-01T01:38:20.440Z","lastCommitAt":"2026-10-31T12:54:45Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A single C++ header file that lets programmers read and write JSON data inside their own programs.","summary":"This is a building block for programmers, not an app you open. It is one header file you drop into a C++ project so the program can read, create and change JSON data, plus binary formats such as CBOR, BSON and MessagePack. To use it you need a C++11 compiler; the project is tested on Windows, macOS and Linux. There is nothing to install for a person who does not program.","easeRationale":"On every platform this is developer-only: the releases carry no program to run, and the only way to use it is to add the header to your own C++ code and compile it, optionally through CMake, Meson, Bazel or a package manager.","costNote":"MIT license; the author accepts sponsorships on GitHub.","notVerified":["Whether it compiles with your particular compiler and project settings","Whether the single-header file in the repository matches the one attached to each release","How much it slows your build or grows your program's size"]},"zh-Hans":{"summaryShort":"一个单独的C++头文件，让程序员可以在自己的程序中读写JSON数据。","summary":"这是给程序员使用的一个构建模块，不是可以打开的应用。它是一个你放进C++项目中的单独头文件，让程序能够读取、创建和修改JSON数据，还支持CBOR、BSON和MessagePack等二进制格式。要使用它你需要一个C++11编译器；该项目在Windows、macOS和Linux上进行测试。对于不编程的人来说，没有任何东西需要安装。","easeRationale":"在所有平台上，这都仅面向开发者：发行版中不包含任何可运行的程序，唯一的使用方式是把这个头文件添加到你自己的C++代码中并编译，也可以借助CMake、Meson、Bazel或某个包管理器来完成。","costNote":"MIT许可证；作者在GitHub上接受赞助。","notVerified":["它能否在你具体使用的编译器和项目设置下编译通过","仓库中的单一头文件是否与每个release中附带的文件一致","它会让你的编译变慢多少，或让程序体积增大多少"]}}},{"id":"R_kgDOPRF1Gw","slug":"nousresearch__hermes-agent","name":"Hermes Agent","owner":"NousResearch","fullName":"NousResearch/hermes-agent","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"463 天内获得 258084 个星标（约每天 557 个）","source":"check","title":"星标增长速度异常"},{"code":"install_runs_script_from_website","severity":"attention","evidence":"README 的 Quick Install：`curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash`，Windows 上则是 `iex (irm https://hermes-agent.nousresearch.com/install.ps1)`。安装时运行的是当时从项目网站下载的脚本，所以在你电脑上运行的并不是这份仓库副本里的代码。","source":"ai","title":"安装时会运行网站上的脚本"},{"code":"agent_runs_commands_and_reads_files","severity":"attention","evidence":"README：\"Six built-in terminal backends — local, Docker, SSH, Modal, Daytona, and Vercel Sandbox\" 以及 \"40+ tools, toolset system, terminal backends\"；文档索引列出了一个名为 Security 的页面，内容为 \"Command approval, DM pairing, container isolation\"。助手可以在你安装它的电脑上运行命令、接触文件，包括通过聊天应用来操作。","source":"ai","title":"智能体会运行命令并读取文件"},{"code":"dashboard_stores_api_keys","severity":"info","evidence":"docker-compose.yml 中的防护提示：\"The dashboard service binds to 127.0.0.1 by default. It stores API keys; exposing it on LAN without auth is unsafe.\"","source":"ai","title":"控制面板会保存 API 密钥"},{"code":"antivirus_flags_bundled_tool","severity":"info","evidence":"README 故障排查：\"Windows Defender or antivirus flags `uv.exe` as malware\"，对应位置为 `%LOCALAPPDATA%\\hermes\\bin\\uv.exe`，项目称这是误报，并要求你把该文件夹加入白名单。","source":"ai","title":"杀毒软件标记了附带的工具"},{"code":"sends_your_chats_to_outside_services","severity":"info","evidence":".env.example 列出了 Fireworks、OpenRouter、NovitaAI、NVIDIA、Google AI Studio、Ollama Cloud、z.ai、Kimi、MiniMax、Hugging Face 等服务的密钥。你输入的所有内容，以及助手读取的文件，都会发送给你选择的服务商。","source":"ai","title":"会把你的聊天内容发送给外部服务"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["python","node","docker","gpu_any","ffmpeg"],"disk":{"minMB":1050,"maxMB":4950,"basis":"heuristic"},"apiKeys":["An AI model provider of your choice (OpenRouter, OpenAI, Nous Portal, Google AI Studio, Fireworks and many others)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","development","automation"],"alternativeTo":[{"slug":"chatgpt-plus","name":"ChatGPT Plus","confirmed":true},{"slug":"claude-code","name":"Claude Code","confirmed":true},{"slug":"cursor","name":"Cursor","confirmed":true},{"slug":"meta-muse","name":"Muse","confirmed":true},{"slug":"openai-dots","name":"dots","confirmed":true}],"declaredAlternatives":[],"stars":259182,"downloads":28031,"downloadsWeek":72,"downloadsDays":6,"growth":2101,"growthDays":6,"history":[{"date":"2026-10-25","stars":257081},{"date":"2026-10-26","stars":257416},{"date":"2026-10-27","stars":257757},{"date":"2026-10-28","stars":258078},{"date":"2026-10-29","stars":258520},{"date":"2026-10-30","stars":258884},{"date":"2026-10-31","stars":259182}],"firstPublishedAt":"2026-10-25T23:19:17.795Z","commitSha":"83bde48a4d9760d84220a9b29094a1ad86410f6e","verifiedAt":"2026-10-29T01:38:09.891Z","lastCommitAt":"2026-10-31T23:08:01Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A terminal AI assistant that can use your computer, remember past chats, and be reached from Telegram or Discord.","summary":"Hermes Agent is an AI assistant you run yourself. You talk to it in a terminal window, or you start its gateway and chat with it from Telegram, Discord, Slack, WhatsApp, Signal or email. It can run commands, read files, browse the web and keep notes about past conversations, and it can run scheduled jobs on its own. You install it with one command on Windows, macOS or Linux, then pick an AI model provider and paste that provider's key. The program is free; the model you connect it to is usually paid per use.","easeRationale":"On Linux, macOS and Windows the README gives a one-line install command that pulls in Python, Node, ffmpeg and the rest for you, so you do not install tools by hand; you still work in a terminal, run `hermes setup` and paste a model provider key, and there is no ready installer in the GitHub releases.","costNote":"The software is MIT-licensed and free. It needs an AI model provider, which is normally paid per use; the README also offers a Nous Portal subscription that bundles models and extra tools, and mentions an OpenCode Go plan at $10/month and a Hugging Face free tier of $0.10/month.","notVerified":["Whether the one-line installer finishes cleanly on each system, especially native Windows","What the install script downloaded from the project's website actually does, since it is fetched at install time","How much the AI model provider will cost you in real use","Real disk use after the installer adds Python, Node, ffmpeg and a browser engine","Whether the memory, self-improving skills and cross-session recall work as described","Whether the command-approval and isolation settings stop the assistant from doing something you did not want"]},"zh-Hans":{"summaryShort":"一款终端AI助手,可以使用你的电脑、记住过去的对话,还能通过Telegram或Discord联系它。","summary":"Hermes Agent 是一款由你自己运行的AI助手。你可以在终端窗口里跟它对话,也可以启动它的网关,通过Telegram、Discord、Slack、WhatsApp、Signal或电子邮件跟它聊天。它能执行命令、读取文件、浏览网页,还能记录以往对话的笔记,并能自行运行定时任务。你在Windows、macOS或Linux上用一条命令安装它,然后选择一个AI模型提供商并粘贴该提供商的密钥。这个程序是免费的;你连接的模型通常按使用量付费。","easeRationale":"在Linux、macOS和Windows上,README提供一条安装命令,会自动帮你装好Python、Node、ffmpeg等组件,不用你手动安装这些工具;但你仍需在终端里操作,运行`hermes setup`并粘贴模型提供商的密钥,而且GitHub发布页里没有现成的安装程序。","costNote":"该软件采用MIT许可,免费使用。它需要一个AI模型提供商,通常按使用量付费;README还提供一种Nous Portal订阅,打包了模型和额外工具,并提到OpenCode Go套餐每月10美元,以及Hugging Face每月0.10美元的免费档位。","notVerified":["这条一行安装命令是否能在各个系统上顺利完成,尤其是原生Windows","从项目网站下载的安装脚本实际做了什么,因为它是在安装时才获取的","实际使用中AI模型提供商会花费你多少钱","安装程序装好Python、Node、ffmpeg和浏览器引擎后,实际占用的磁盘空间","记忆、自我提升技能和跨会话回忆是否真的像描述那样运作","命令批准和隔离设置是否能阻止助手做出你不想要的事"]}}},{"id":"R_kgDOSOQ9xw","slug":"nutlope__hallmark","name":"Hallmark","owner":"Nutlope","fullName":"Nutlope/hallmark","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"made_by_a_paid_model_provider","severity":"info","evidence":"README：'Made by Together AI'，package.json 将其描述为 'A design skill for AI coding assistants. (...) Powered by Together AI.' Together AI 出售模型的使用权限，所以该项目在推广其制作方的付费服务，尽管这个 skill 本身不需要任何密钥。","source":"ai","title":"由付费模型服务商制作"},{"code":"redesign_rewrites_files_in_your_project","severity":"attention","evidence":"README：'/hallmark redesign ./src/app rebuilds a page and keeps its content and wiring'。完整的重新设计会 'changes the system and the layout' 你指定文件夹中的文件，也就是说助手会编辑你的源代码；项目自带的把关手段是 `sloplint --before` 加上 `--kept`，如果有内容丢失，它会 'fails the redesign if one went missing'。","source":"ai","title":"重新设计会改写你项目中的文件"},{"code":"installs_an_edit_time_hook_into_claude_code","severity":"info","evidence":"README 的安装选项：'`install-hook.mjs` adds an edit-time Floor check to Claude Code'，也就是说其中一种安装方式会给助手接入一段在你编辑文件时运行的代码。","source":"ai","title":"在 Claude Code 中安装编辑时触发的 hook"},{"code":"pulls_photographs_from_the_internet_into_your_pages","severity":"info","evidence":"README：'755 openly licensed photos, picked per subject and credited on the page'，许可说明指出 `scripts/photos.json` 'lists photographs hosted on Wikimedia Commons and holds no image files. Each keeps its own licence (CC0, public domain, CC BY or CC BY-SA)'。其中一些许可证要求你在发布的页面上保留署名。","source":"ai","title":"把互联网上的照片引入你的页面"},{"code":"no_releases_install_pulls_the_latest_main","severity":"info","evidence":"项目信息：GitHub 上有 0 个发布版本，安装命令是 `npx skills add nutlope/hallmark -g`，它会获取当时仓库里的任何内容，而不是某个固定版本。最近一次提交与收集数据包是在同一天。","source":"ai","title":"没有发布版本，安装会拉取 main 的最新内容"}],"platforms":["windows","mac","linux"],"tools":["node","other"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","design_cad"],"alternativeTo":[{"slug":"tailwind-plus","name":"Tailwind Plus","confirmed":true},{"slug":"v0-by-vercel","name":"v0 by Vercel","confirmed":true}],"declaredAlternatives":[],"stars":43931,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":7590,"growthDays":5,"history":[{"date":"2026-10-27","stars":39014},{"date":"2026-10-28","stars":40727},{"date":"2026-10-29","stars":42103},{"date":"2026-10-30","stars":42981},{"date":"2026-10-31","stars":43931}],"firstPublishedAt":"2026-10-27T18:40:27.982Z","commitSha":"8f6969f8922caabde9de1784959eae11ddf68073","verifiedAt":"2026-10-29T01:40:17.919Z","lastCommitAt":"2026-10-29T16:50:04Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Makes the web pages your AI coding assistant builds look designed instead of generic, and can redesign pages you already have.","summary":"Hallmark is a design skill you add to an AI coding assistant such as Claude Code, Codex, Cursor or OpenCode. When the assistant builds a web page, Hallmark picks one of fifty visual styles, lays the page out around what the page is for, then checks the result against a list of tells that make pages look machine-made. It can also redesign or audit a page you already have. You need Node 18 or newer and one of those assistants; the browser-based checks and screenshots also need Chrome and puppeteer-core. The output is self-contained HTML and CSS.","easeRationale":"Same on Windows, macOS and Linux: have Node 18 or newer and a supported assistant, then one command (`npx skills add nutlope/hallmark -g`) and you call it with `/hallmark`. For the browser checks and screenshots you also install Chrome and `npm i -g puppeteer-core`; without them only the static checks run.","costNote":"MIT licensed and free. It only works inside an AI coding assistant, which normally needs a paid plan or paid API use. The README says it is made by Together AI, a paid model provider.","notVerified":["Whether the generated pages really look better than what the assistant produces on its own","How much extra AI usage, and therefore cost, one build with its reviews consumes","Whether the redesign keeps every link, form field and handler on a real project","What the edit-time hook does on each run inside Claude Code","Real disk use after the skill, the theme references and Chrome are installed","Whether the photo credits it writes satisfy every licence in the list"]},"zh-Hans":{"summaryShort":"让AI编程助手搭建的网页看起来经过设计,而不是千篇一律,还能重新设计你已有的页面。","summary":"Hallmark 是一项添加到AI编程助手(如Claude Code、Codex、Cursor或OpenCode)中的设计技能。当助手搭建网页时,Hallmark会从五十种视觉风格中选一种,按页面用途安排布局,再对照一份让网页显得像机器制作的特征清单检查结果。它还能重新设计或审查你已有的页面。你需要Node 18或更新版本,以及上述助手之一;基于浏览器的检查和截图还需要Chrome和puppeteer-core。输出结果是自包含的HTML和CSS。","easeRationale":"在Windows、macOS和Linux上一样:安装Node 18或更新版本以及一个受支持的助手,然后执行一条命令(`npx skills add nutlope/hallmark -g`),再用`/hallmark`调用它。要进行浏览器检查和截图,还需要安装Chrome和`npm i -g puppeteer-core`;没有它们的话,只会运行静态检查。","costNote":"采用MIT许可,免费。它只能在AI编程助手内运行,而助手通常需要付费套餐或付费API使用。README说它由Together AI制作,这是一家收费的模型提供商。","notVerified":["生成的页面是否真的比助手自行生成的效果更好","带有审查的一次构建会多消耗多少AI用量,从而带来多少额外费用","重新设计是否在真实项目中保留了每个链接、表单字段和处理程序","编辑时触发的钩子在Claude Code里每次运行时做了什么","安装该技能、主题参考资料和Chrome后,实际占用的磁盘空间","它写的图片版权说明是否满足清单中的每一项许可要求"]}}},{"id":"R_kgDOP_gcWw","slug":"obra__superpowers","name":"Superpowers","owner":"obra","fullName":"obra/superpowers","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"383 天内获得 306455 个星标（约每天 800 个）","source":"check","title":"星标增长速度异常"},{"code":"agent_works_long_stretches_and_deletes_code","severity":"attention","evidence":"README：'It's not uncommon for your agent to work autonomously for a couple hours at a time'，test-driven-development skill 'Deletes code written before tests'，finishing-a-development-branch 'presents options (merge/PR/keep/discard), cleans up worktree'。这些 skills 被描述为 'Mandatory workflows, not suggestions'，因此智能体会被引导自行删除并重写已有的工作成果。","source":"ai","title":"智能体会长时间工作并删除代码"},{"code":"loads_an_image_from_the_authors_site_by_default","severity":"info","evidence":"README 的 'Visual companion telemetry' 部分：默认情况下，brainstorming 的 visual companion 中的 Prime Radiant 徽标是从他们的网站加载的，并带有你正在使用的 Superpowers 版本号；他们说其中不包含任何关于你的项目、提示词或智能体的信息，并且设置 SUPERPOWERS_DISABLE_TELEMETRY（或 Claude Code 的 DISABLE_TELEMETRY）即可关闭。","source":"ai","title":"默认会从作者网站加载一张图片"},{"code":"injects_instructions_at_every_session_start","severity":"info","evidence":"该仓库附带 hooks/ 以及面向十几种智能体的 plugin 文件夹（.claude-plugin/、.codex-plugin/、.cursor-plugin/、.devin-plugin/、.muse-plugin/ 等）；README 说 `using-superpowers` 引导内容会通过原生的 SessionStart hook 注入，并在压缩之后再次注入，因此它的指令会在你没有要求的情况下加入每一次对话。","source":"ai","title":"每次会话开始时都会注入指令"},{"code":"one_install_path_fetches_instructions_from_a_url","severity":"info","evidence":"对于 OpenCode，README 让你说：'Fetch and follow instructions from https://raw.githubusercontent.com/obra/superpowers/refs/heads/main/.opencode/INSTALL.md'，这会让智能体下载一个文件，并照做其中当时所写的任何内容。","source":"ai","title":"有一种安装方式会从网址获取指令"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":310067,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":4972,"growthDays":6,"history":[{"date":"2026-10-25","stars":305095},{"date":"2026-10-26","stars":305618},{"date":"2026-10-27","stars":306447},{"date":"2026-10-28","stars":307448},{"date":"2026-10-29","stars":308553},{"date":"2026-10-30","stars":309439},{"date":"2026-10-31","stars":310067}],"firstPublishedAt":"2026-10-25T23:19:18.673Z","commitSha":"2ce8aa15d05bd57213e6f746f953aafb7ded7a8b","verifiedAt":"2026-10-28T01:42:13.326Z","lastCommitAt":"2026-10-21T21:00:49Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A pack of skills that makes an AI coding agent brainstorm, plan, write tests first and review its own work.","summary":"Superpowers is a set of written skills plus a small plugin that changes how an AI coding agent works. Instead of jumping into code, the agent asks what you are really trying to build, writes a design you approve, turns it into small tasks, then works through them with tests first and a code review after each step. It installs as a plugin in Claude Code, Codex, Cursor, Gemini CLI, Copilot CLI, Grok, Kimi, OpenCode, Devin and others, usually with one command inside the agent. It is for programmers who already use one of those agents.","easeRationale":"You need one of the supported coding agents installed first, then one or two commands inside it, for example `/plugin install superpowers@claude-plugins-official` in Claude Code or `gemini extensions install https://github.com/obra/superpowers`. Each agent has its own install path and you repeat it per agent; on some you also restart the session or approve the hooks.","costNote":"The skills are free (MIT). They only work inside an AI coding agent, which usually needs a paid plan or paid API use. The README offers paid commercial support for companies through sales@primeradiant.com.","notVerified":["Whether the workflow actually improves results on a real project","How much extra AI usage, and therefore cost, the subagent-driven workflow consumes","What the bundled hooks do in each of the supported agents","How well agents other than Claude Code pick the skills up, especially on Windows","Whether the git worktree steps behave well in an existing repository with uncommitted work"]},"zh-Hans":{"summaryShort":"一套技能包,让AI编程智能体先头脑风暴、做计划、先写测试,再检查自己的工作。","summary":"Superpowers 是一套技能文档加一个小插件,改变AI编程智能体的工作方式。智能体不会直接动手写代码,而是先问你到底想做什么,写出一份你认可的设计,把它拆成小任务,然后按任务逐一处理,每一步都先写测试、再做代码检查。它以插件形式安装到 Claude Code、Codex、Cursor、Gemini CLI、Copilot CLI、Grok、Kimi、OpenCode、Devin 等工具中,通常在对应智能体里敲一条命令即可。它适合已经在用这些智能体之一的程序员。","easeRationale":"你需要先安装好一个受支持的编程智能体,然后在其中执行一两条命令,例如在 Claude Code 里执行 `/plugin install superpowers@claude-plugins-official`,或者执行 `gemini extensions install https://github.com/obra/superpowers`。每个智能体的安装方式不同,需要逐个重复操作;在有些工具里还要重启会话或批准钩子(hooks)。","costNote":"这些技能是免费的(MIT 许可)。它们只能在AI编程智能体内使用,而这类工具通常需要付费套餐或付费的API用量。README 中提到可通过 sales@primeradiant.com 为企业提供付费的商业支持。","notVerified":["这种工作流程是否真的能在实际项目中提升效果","这种由子智能体驱动的工作流会消耗多少额外的AI用量,进而增加多少成本","随附的钩子(hooks)在每个受支持的智能体里具体做了什么","除 Claude Code 之外的其他智能体对这些技能的支持效果如何,尤其是在 Windows 上","git worktree 相关步骤在一个已有未提交改动的仓库里是否能正常工作"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxMzIzMzE1OA==","slug":"obsproject__obs-studio","name":"OBS Studio","owner":"obsproject","fullName":"obsproject/obs-studio","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"low","signals":[{"code":"linux_build_single_distro","severity":"info","evidence":"33.0.1 版本只有一个 Linux 文件，\"OBS-Studio-33.0.1-Ubuntu-26.04-x86_64.deb\"。其他 Linux 系统不在官方下载的覆盖范围内。","source":"ai","title":"Linux 版本只支持单一发行版"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":178,"maxMB":534,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["video","audio"],"alternativeTo":[{"slug":"xsplit-broadcaster","name":"XSplit Broadcaster","confirmed":true},{"slug":"camtasia","name":"Camtasia","confirmed":true}],"declaredAlternatives":[],"stars":78711,"downloads":103267703,"downloadsWeek":254185,"downloadsDays":6,"growth":497,"growthDays":6,"history":[{"date":"2026-10-25","stars":78214},{"date":"2026-10-26","stars":78291},{"date":"2026-10-27","stars":78395},{"date":"2026-10-28","stars":78489},{"date":"2026-10-29","stars":78572},{"date":"2026-10-30","stars":78634},{"date":"2026-10-31","stars":78711}],"firstPublishedAt":"2026-10-25T23:19:19.537Z","commitSha":"65c320b46e1af5c7a555161aea6182cdf7a8c524","verifiedAt":"2026-10-30T01:42:23.339Z","lastCommitAt":"2026-10-29T20:34:21Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Record your screen, webcam and games, or stream them live to sites like YouTube and Twitch.","summary":"OBS Studio is a free program for recording and live streaming video. You build \"scenes\" from sources such as your screen, a game, a webcam, images and microphones, mix the audio, and then record to a file or broadcast live to a streaming service. It is widely used by streamers, teachers and anyone making screen recordings. On Windows you download the installer from the releases and run it; ready downloads for macOS (.dmg) and for Ubuntu Linux (.deb) are published too.","easeRationale":"On Windows you download and run a ready installer (OBS-Studio-33.0.1-Windows-x64-Installer.exe, 178 MB); macOS has ready .dmg files for Apple and Intel chips, and Linux has a ready package, but only one built for Ubuntu 26.04 (OBS-Studio-33.0.1-Ubuntu-26.04-x86_64.deb), so other Linux systems may need another source.","notVerified":["How well recording and streaming perform on your computer's graphics card and processor.","Whether game capture works with the specific games or apps you use.","Real disk use once you start saving recordings, which can grow quickly.","Whether the Ubuntu package installs on other Linux systems."]},"zh-Hans":{"summaryShort":"录制你的屏幕、摄像头和游戏画面,或者直播到YouTube、Twitch等平台。","summary":"OBS Studio是一款免费的录屏和直播软件。你用屏幕、游戏画面、摄像头、图片和麦克风等素材搭建\"场景\",混合音频,然后录制成文件,或者直播到流媒体平台。主播、教师以及任何需要录屏的人都在广泛使用它。在Windows上,你从发布包里下载安装程序并运行;macOS(.dmg)和Ubuntu Linux(.deb)也发布了现成的下载包。","easeRationale":"在Windows上,你下载并运行一个现成的安装程序(OBS-Studio-33.0.1-Windows-x64-Installer.exe,178MB);macOS有适用于Apple芯片和Intel芯片的现成.dmg文件,Linux也有现成的安装包,但只构建了Ubuntu 26.04版本(OBS-Studio-33.0.1-Ubuntu-26.04-x86_64.deb),所以其他Linux系统可能需要另找来源。","notVerified":["录制和直播在你电脑的显卡和处理器上表现如何。","游戏捕获功能是否适用于你实际使用的那些游戏或应用。","开始保存录像之后实际的磁盘占用情况,这可能会迅速增长。","Ubuntu安装包能否在其他Linux系统上安装。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyOTExMzc=","slug":"ohmyzsh__ohmyzsh","name":"Oh My Zsh","owner":"ohmyzsh","fullName":"ohmyzsh/ohmyzsh","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"D","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"install_script_from_internet","severity":"info","evidence":"README.md 中的安装命令：sh -c \"$(curl -fsSL https://raw.githubusercontent.com/ohmyzsh/ohmyzsh/master/tools/install.sh)\"。README 本身建议先下载并阅读 install.sh：\"It's a good idea to inspect the install script from projects you don't yet know.\"","source":"ai","title":"从网上下载安装脚本"},{"code":"replaces_shell_settings","severity":"info","evidence":"README.md：\"any previous `.zshrc` will be renamed to `.zshrc.pre-oh-my-zsh`\"；此外，除非使用 --unattended 运行，安装程序还会更改你的默认 shell。","source":"ai","title":"会替换 shell 设置"},{"code":"pulls_updates_from_main_branch","severity":"info","evidence":"README.md：\"By default, you will be prompted to check for updates every 2 weeks\" 以及 \"By default, updates always pull the latest changes.\" 设置 `zstyle ':omz:update' cooldown 10` 可以推迟更新。","source":"ai","title":"更新来自主分支"},{"code":"plugins_run_on_every_terminal","severity":"info","evidence":"README.md：插件列在 `~/.zshrc` 中，并在 shell 启动时加载，而且 \"If you want to override any of the default behaviors, just add a new file (ending in `.zsh`) in the `custom/` directory.\" 你在那里添加的任何内容，每次打开终端时都会运行。","source":"ai","title":"每次打开终端都会运行插件"},{"code":"no_versioned_releases","severity":"info","evidence":"项目信息：\"GitHub releases: 0\"，检查结果也没有给出最近一次发布的日期。你安装的是当时 master 分支上的内容，而更新程序也从同一个分支拉取。","source":"ai","title":"没有带版本号的发布"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","system","productivity"],"alternativeTo":[],"declaredAlternatives":[],"stars":190271,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":92,"growthDays":5,"history":[{"date":"2026-10-26","stars":190179},{"date":"2026-10-27","stars":190192},{"date":"2026-10-28","stars":190215},{"date":"2026-10-29","stars":190233},{"date":"2026-10-30","stars":190254},{"date":"2026-10-31","stars":190271}],"firstPublishedAt":"2026-10-27T01:10:12.667Z","commitSha":"17a2b4c3a5855524ad4772a17ada0dc474e2fdf3","verifiedAt":"2026-10-30T01:43:14.758Z","lastCommitAt":"2026-10-27T11:37:49Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Adds themes, shortcuts and hundreds of plugins to the zsh terminal so the command line looks nicer and is quicker to use.","summary":"Oh My Zsh is a set of ready-made settings for zsh, a program for typing commands in a terminal. It adds 300+ optional plugins (for git, Docker, Python and more), 140+ themes that change how the command prompt looks, and an update tool. It is for people who spend time in the terminal, mostly programmers. It runs on macOS and Linux; on Windows it only works inside WSL2 (Linux running on Windows). You need zsh, git and curl or wget, then you run one install command and edit a settings file to pick plugins and themes.","easeRationale":"Mac sets the grade: zsh is already the shell there, so you paste one install command into Terminal and then edit ~/.zshrc by hand to choose plugins and a theme. Linux is the same work plus installing zsh with your package manager first. Windows is harder because the README's compatibility table only lists \"Windows (WSL2)\", so you must set up WSL2 and a Linux system before you start.","costNote":"Free and open source (MIT). The README links to optional merchandise.","notVerified":["How smoothly it works inside WSL2 on a given Windows setup.","How much the chosen plugins and themes slow down opening a new terminal.","Whether a theme needs an extra font (Powerline or Nerd Font) to display correctly on your machine.","What the install script actually changes on your machine, since it is fetched at install time.","How much disk space the clone and its plugins take, which the checks could not determine."]},"zh-Hans":{"summaryShort":"为zsh终端添加主题、快捷方式和数百个插件,让命令行界面更好看、用起来更快。","summary":"Oh My Zsh是一套为zsh准备好的配置,zsh是一个在终端里输入命令的程序。它提供300多个可选插件(用于git、Docker、Python等),140多种可以改变命令提示符外观的主题,还有一个更新工具。它适合经常使用终端的人,主要是程序员。它可以在macOS和Linux上运行;在Windows上只能在WSL2(在Windows里运行的Linux)里使用。你需要先有zsh、git和curl或wget,然后运行一条安装命令,再编辑一个配置文件来选择插件和主题。","easeRationale":"Mac决定了这个评级:在Mac上zsh已经是默认shell,所以你只需要把一条安装命令粘贴到终端里,然后手动编辑~/.zshrc来选择插件和主题。Linux的工作量差不多,只是要先用你的包管理器安装zsh。Windows更难一些,因为README的兼容性表格里只列出了\"Windows (WSL2)\",所以你得先搭建好WSL2和一个Linux系统才能开始。","costNote":"免费且开源(MIT协议)。README里有可选周边商品的链接。","notVerified":["在某个具体的Windows环境里,它在WSL2内部运行得有多顺畅。","选用的插件和主题会让打开新终端变慢多少。","某个主题是否需要额外的字体(Powerline或Nerd Font)才能在你的电脑上正确显示。","安装脚本实际会在你的电脑上改动什么,因为它是在安装时才下载的。","克隆仓库和其插件占用多少磁盘空间,检查未能确定这一点。"]}}},{"id":"R_kgDOJ0Z1Pg","slug":"ollama__ollama","name":"Ollama","owner":"ollama","fullName":"ollama/ollama","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"C"},"risk":"low","signals":[{"code":"readme_alternatives_belong_to_other_projects","severity":"info","evidence":"\"Community Integrations\" 列表介绍的是其他人的项目，而不是 Ollama 本身：\"[Void] - Open source AI code editor, Cursor alternative\"、\"[twinny] - Copilot and Copilot chat alternative\"、\"[AppFlowy] - AI collaborative workspace, self-hostable Notion alternative\"、\"[Perplexica] - AI-powered search engine, open-source Perplexity alternative\"。Ollama 本身只是这些应用所连接的引擎。","source":"ai","title":"README 里的替代品属于其他项目"},{"code":"local_api_without_a_password","severity":"info","evidence":"README：`curl http://localhost:11434/api/chat -d ...` 不需要密钥或密码，社区列表中还包括 \"[Ollama Fortress] - Security proxy for Ollama\"。任何能访问该端口的程序都可以使用你的模型；它通常只在你自己的电脑上监听。","source":"ai","title":"本地接口没有密码"},{"code":"install_script_runs_from_website","severity":"info","evidence":"README 的 Download 部分：Mac 和 Linux 使用 `curl -fsSL https://ollama.com/install.sh | sh`，Windows 使用 `irm https://ollama.com/install.ps1 | iex`。这些命令会运行当时从 ollama.com 获取的脚本；README 也提供了手动安装程序的链接。","source":"ai","title":"安装脚本直接从网站运行"},{"code":"models_have_their_own_licences","severity":"info","evidence":"项目描述列出了从 ollama.com/library 拉取的 \"Kimi, GLM, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models\"。Ollama 自身的 MIT 许可证并不涵盖这些模型权重，它们带有各自的条款。","source":"ai","title":"模型有各自的许可证"},{"code":"large_download_and_disk_use","severity":"info","evidence":"发布文件本身就很大（OllamaSetup.exe 为 1598 MB，ollama-windows-amd64.zip 为 1528 MB），之后你每添加一个模型，通常还要再多占用几 GB。","source":"ai","title":"下载量大，占用磁盘多"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["docker","go"],"disk":{"minMB":1598,"maxMB":4795,"basis":"installer"},"apiKeys":[],"cost":{"model":"freemium"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["chat_ai","development","ai_agents"],"alternativeTo":[{"slug":"chatgpt-plus","name":"ChatGPT Plus","confirmed":true},{"slug":"openrouter","name":"OpenRouter","confirmed":true}],"declaredAlternatives":[{"target":"cursor","stance":"claims","evidence":"- [Void](https://github.com/voideditor/void) - Open source AI code editor, Cursor alternative"},{"target":"github-copilot","stance":"claims","evidence":"- [twinny](https://github.com/rjmacarthy/twinny) - Copilot and Copilot chat alternative"},{"target":"invideo-ai","stance":"claims","evidence":"- [Perplexica](https://github.com/ItzCrazyKns/Perplexica) - AI-powered search engine, open-source Perplexity alternative"},{"target":"notion","stance":"claims","evidence":"- [AppFlowy](https://github.com/AppFlowy-IO/AppFlowy) - AI collaborative workspace, self-hostable Notion alternative"}],"stars":185479,"downloads":236961321,"downloadsWeek":3317302,"downloadsDays":6,"growth":712,"growthDays":6,"history":[{"date":"2026-10-25","stars":184767},{"date":"2026-10-26","stars":184901},{"date":"2026-10-27","stars":185027},{"date":"2026-10-28","stars":185141},{"date":"2026-10-29","stars":185256},{"date":"2026-10-30","stars":185382},{"date":"2026-10-31","stars":185479}],"firstPublishedAt":"2026-10-25T23:19:20.421Z","commitSha":"6db7be24cc3b7a53506640e88856746e27d60caa","verifiedAt":"2026-10-29T01:41:34.766Z","lastCommitAt":"2026-10-31T22:46:17Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Download and chat with open AI models like DeepSeek, Qwen and Gemma on your own computer.","summary":"Ollama runs open AI language models on your own computer. You install it, pick a model, and chat with it in a window or a terminal, or connect it to other apps and coding tools through its local web interface. Models run on your machine, so your conversations stay there unless you choose Ollama's optional cloud models. Models are several gigabytes each, big ones need a lot of memory, and a good graphics card makes them much faster.","easeRationale":"Windows has a ready installer (OllamaSetup.exe) and Mac a .dmg, and after installing you only pick and download a model. On Linux the README gives only a terminal install command (`curl -fsSL https://ollama.com/install.sh | sh`) and you use it by typing commands.","costNote":"Running models on your own machine is free. The README offers access \"locally or in the cloud\"; the cloud option is a paid service from Ollama and the package does not state prices.","notVerified":["How fast models run on your specific computer","Real disk use after downloading models, which are often several GB each","What the optional cloud models cost and what data they send","Whether the installer leaves a background service running and listening after you close the app"]},"zh-Hans":{"summaryShort":"在自己的电脑上下载并与DeepSeek、Qwen、Gemma等开放AI模型聊天。","summary":"Ollama 在你自己的电脑上运行开放的AI语言模型。你安装它、选一个模型,然后在窗口或终端里跟它聊天,也可以通过它的本地网页接口连接到其他应用和编程工具。模型在你的机器上运行,所以你的对话都留在本地,除非你选择Ollama的可选云端模型。每个模型有几个GB大小,大模型需要很多内存,一块好显卡会让它们快得多。","easeRationale":"Windows有现成的安装程序(OllamaSetup.exe),Mac有.dmg文件;安装后你只需选择并下载一个模型。在Linux上README只给出一条终端安装命令(`curl -fsSL https://ollama.com/install.sh | sh`),之后靠输入命令来使用。","costNote":"在自己的机器上运行模型是免费的。README提供\"本地或云端\"的访问方式;云端选项是Ollama提供的付费服务,该资料没有列出价格。","notVerified":["模型在你具体的电脑上运行速度如何","下载模型后实际占用的磁盘空间,每个模型往往有几个GB","可选的云端模型费用是多少,会发送哪些数据","关闭应用后,安装程序是否会留下一个在后台运行并监听的服务"]}}},{"id":"R_kgDOVFJing","slug":"onehumanbeing__esp32-iphone-agent","name":"ESP32 iPhone Agent","owner":"onehumanbeing","fullName":"onehumanbeing/esp32-iphone-agent","type":"needs_setup","status":"active","grade":"E","easeByPlatform":{"mac":"E"},"risk":"attention","signals":[{"code":"ai_controls_your_phone","severity":"attention","evidence":"README.md：该应用 \"decodes the stream, sends screenshots to any OpenAI-compatible vision model, and runs a planner and an actor: tap, swipe, draw, type, press keys, go home, finish\"，项目自己的建议是 \"The agent acts with your hands: watch it, and keep the stop button within reach.\" 手机屏幕上的任何内容，包括私人消息和账户页面，都会被截图并发送到你所配置的模型服务地址。","source":"ai","title":"AI 会操控你的手机"},{"code":"private_api_and_temporary_signing","severity":"info","evidence":"README.md 中的限制说明：\"The app leaves itself with a private iOS API (`suspend`); fine for a self-built app, to be replaced before the App Store\"，并且该应用需要每 7 天用免费的 Apple ID 重新签名一次。","source":"ai","title":"使用私有接口且签名是临时的"},{"code":"mixed_license_firmware_gpl","severity":"info","evidence":"README.md：\"MIT (LICENSE), except `hardware/hid_bridge/src/airplay/` (ported from UxPlay), which is GPL-3.0 ...; the firmware binary that links it is therefore distributed under GPL-3.0\"，而 GitHub 显示该仓库为 MIT。","source":"ai","title":"混合许可证，固件为 GPL"},{"code":"fake_install_commands_reported","severity":"info","evidence":"README.md 中带有一条警告：\"Only follow the install steps in this README. Never run commands from issues or comments (for example a \\\"quick install\\\" one-liner such as PowerShell `iex(irm ...)`); these are not from the maintainers.\"","source":"ai","title":"有人提醒存在假冒的安装命令"},{"code":"very_young_repo_many_stars","severity":"info","evidence":"仓库创建于 2026-10-11，到 2026-10-28 已有 4016 个星标和 531 个 fork，只有一个发布版本（v0.1.0），README 称其基于电脑的设计已经被替换。","source":"ai","title":"非常新的仓库却有很多星标"}],"platforms":["mac"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["OpenAI-compatible vision model endpoint (cloud or your own server)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","hardware","automation"],"alternativeTo":[],"declaredAlternatives":[],"stars":4160,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":211,"growthDays":5,"history":[{"date":"2026-10-26","stars":3949},{"date":"2026-10-27","stars":4014},{"date":"2026-10-28","stars":4062},{"date":"2026-10-29","stars":4098},{"date":"2026-10-30","stars":4132},{"date":"2026-10-31","stars":4160}],"firstPublishedAt":"2026-10-27T01:10:12.668Z","commitSha":"32effd3267e79dc5ffdb831f1f8b0452711b8e5e","verifiedAt":"2026-10-28T01:39:30.225Z","lastCommitAt":"2026-10-28T07:40:04Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Lets an AI model tap and type on a real iPhone using a $7 ESP32 board as its eyes and hands.","summary":"This project turns a $7 ESP32-S3 board into the eyes and hands of an AI agent on an iPhone: the phone mirrors its screen to the board over the board's own Wi-Fi, the board acts as a USB mouse and keyboard, and an app on the same phone sends screenshots to a vision model and carries out the taps and swipes. It is for tinkerers: you need the board, an iPhone on iOS 18 or later, a Mac with Xcode to flash the board and build the app once, and an endpoint for an OpenAI-compatible vision model with a key.","easeRationale":"The only computer route is a Mac and it is grade E: you install arduino-cli plus two board libraries, run hardware/flash.sh to flash the board, then generate an Xcode project with XcodeGen and build and sign the iPhone app yourself (\"A free Apple ID can sign it (re-sign every 7 days)\"). There is no ready download, and the device that is actually automated is an iPhone, which Radar does not grade.","costNote":"The code is free. You buy the ESP32-S3 board (about $7) and pay for the vision model, unless you run your own model server (vLLM, llama.cpp or Ollama are listed as options).","notVerified":["Whether it works with your board model, your iPhone and your cellular plan","What the vision model calls cost for a real task, since every step sends a screenshot","Whether the model provider keeps the screenshots of your phone","How often the agent taps the wrong thing, which matters because it acts inside your own apps and accounts","Whether the exported run traces, kept on the phone, include sensitive screen content"]},"zh-Hans":{"summaryShort":"让AI模型用一块7美元的ESP32开发板作为“眼睛和手”,在真实iPhone上点击和输入。","summary":"这个项目把一块7美元的ESP32-S3开发板变成iPhone上AI智能体的“眼睛和手”:手机通过开发板自带的Wi-Fi把屏幕投屏给开发板,开发板扮演USB鼠标和键盘的角色,同一台手机上的一个App把截图发给视觉模型,再执行点击和滑动操作。这适合喜欢自己动手折腾的人:你需要这块开发板、一台运行iOS 18或更高版本的iPhone、一台装有Xcode的Mac(用来给开发板刷机并编译一次App),以及一个兼容OpenAI接口的视觉模型端点和对应的密钥。","easeRationale":"唯一的电脑途径是Mac,等级为E:你要安装arduino-cli和两个开发板库,运行hardware/flash.sh给开发板刷机,然后用XcodeGen生成一个Xcode项目,自己编译并签名这个iPhone App(“免费的Apple ID也能签名,但每7天要重新签一次”)。没有现成的下载包,而真正被自动操作的设备是iPhone,Radar不对其评级。","costNote":"代码是免费的。你需要购买ESP32-S3开发板(约7美元),并为视觉模型付费,除非你自己运行模型服务器(文档中列出的选项有vLLM、llama.cpp或Ollama)。","notVerified":["是否适配你具体的开发板型号、你的iPhone以及你的移动流量套餐","在实际任务中,视觉模型的调用费用是多少,因为每一步都会发送一张截图","模型提供商是否会保留你手机上的这些截图","智能体点错东西的频率有多高,这一点很重要,因为它是在你自己的App和账户内操作","保存在手机上导出的运行记录,是否包含敏感的屏幕内容"]}}},{"id":"MDEwOlJlcG9zaXRvcnk2OTg2NzI5OA==","slug":"onlyoffice__desktopeditors","name":"ONLYOFFICE Desktop Editors","owner":"ONLYOFFICE","fullName":"ONLYOFFICE/DesktopEditors","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":286,"maxMB":858,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["office","productivity"],"alternativeTo":[{"slug":"word","name":"Word","confirmed":true},{"slug":"excel","name":"Excel","confirmed":true},{"slug":"powerpoint","name":"PowerPoint","confirmed":true},{"slug":"acrobat","name":"Acrobat","confirmed":true}],"declaredAlternatives":[],"stars":5678,"downloads":16022435,"downloadsWeek":372003,"downloadsDays":6,"growth":45,"growthDays":6,"history":[{"date":"2026-10-25","stars":5633},{"date":"2026-10-26","stars":5641},{"date":"2026-10-27","stars":5651},{"date":"2026-10-28","stars":5656},{"date":"2026-10-29","stars":5659},{"date":"2026-10-30","stars":5671},{"date":"2026-10-31","stars":5678}],"firstPublishedAt":"2026-10-25T23:19:21.287Z","commitSha":"daf8c6948148827201b2907ac1134d222fbfa7b4","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-22T17:54:33Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Create and edit documents, spreadsheets, presentations and PDFs on your computer, with good Word, Excel and PowerPoint file support.","summary":"ONLYOFFICE Desktop Editors is a free office suite with a word processor, spreadsheet, presentation and PDF editor, plus a form creator and a diagram viewer. It works offline on files stored on your computer and is built to open and save Microsoft Office formats (.docx, .xlsx, .pptx). You can optionally connect it to cloud services such as Nextcloud, Dropbox or ONLYOFFICE's own cloud to work on files with others. It is for anyone who needs an office suite without a subscription.","easeRationale":"The latest release includes ready Windows installers (DesktopEditors_x64.exe, plus arm64 and 32-bit versions), so you download one and open it.","costNote":"GNU AGPL version 3. Cloud services you connect it to may have their own prices.","notVerified":["How exactly complex Word, Excel and PowerPoint files keep their layout after editing","Which AI services the AI assistant feature uses and whether they need a paid account or key","What data is sent when you connect a cloud account"]},"zh-Hans":{"summaryShort":"在你的电脑上创建和编辑文档、电子表格、演示文稿和 PDF，对 Word、Excel 和 PowerPoint 文件支持良好。","summary":"ONLYOFFICE Desktop Editors 是一套免费的办公软件，包含文字处理、电子表格、演示文稿和 PDF 编辑器，还有表单创建工具和图表查看器。它可以离线处理保存在你电脑上的文件，并且能够打开和保存 Microsoft Office 格式（.docx、.xlsx、.pptx）。你还可以选择把它连接到 Nextcloud、Dropbox 或 ONLYOFFICE 自家的云服务，与他人一起处理文件。它适合所有需要不用订阅的办公软件的人。","easeRationale":"最新版本包含现成的 Windows 安装程序（DesktopEditors_x64.exe，另有 arm64 和 32 位版本），下载一个并打开即可。","costNote":"采用 GNU AGPL 第 3 版许可证。你连接的云服务可能有各自的价格。","notVerified":["复杂的 Word、Excel 和 PowerPoint 文件在编辑后能在多大程度上保持版式","AI 助手功能使用哪些 AI 服务，以及它们是否需要付费账号或密钥","连接云账号时会发送哪些数据"]}}},{"id":"R_kgDOKdDCcw","slug":"open-webui__open-webui","name":"Open WebUI","owner":"open-webui","fullName":"open-webui/open-webui","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"license_forbids_removing_branding","severity":"attention","evidence":"LICENSE 文件并不是普通的 BSD：第 4 条规定被许可人 \"are strictly prohibited from altering, removing, obscuring, or replacing any 'Open WebUI' branding\"，除非是 30 天内最多 \"fifty (50)\" 名用户的部署、取得书面许可，或持有企业许可证。GitHub 将该许可证显示为 NOASSERTION，pyproject.toml 将其归类为 \"License :: Other/Proprietary License\"。","source":"ai","title":"许可证禁止移除品牌标识"},{"code":"insecure_network_defaults_in_example","severity":"attention","evidence":".env.example 自带 `CORS_ALLOW_ORIGIN='*'` 和 `FORWARDED_ALLOW_IPS='*'`，文件自己的警告是：\"WARNING: * trusts forwarded headers from every connection. 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Let them analyze data, run scripts, fix errors\"。这个配套组件是可选的，但一旦连接，AI 就可以在运行它的机器上执行命令。","source":"ai","title":"可选的 AI 终端访问"},{"code":"contributor_agreement_required","severity":"info","evidence":"LICENSE：\"By contributing to this project, you agree to the project's Contributor License Agreement\"，仓库中有 CONTRIBUTOR_LICENSE_AGREEMENT 文件，以及记录早期代码曾使用不同条款的 LICENSE_HISTORY。","source":"ai","title":"需要签署贡献者协议"},{"code":"telemetry_off_in_shipped_settings","severity":"info","evidence":".env.example 和 Dockerfile 都设置了 `SCARF_NO_ANALYTICS=true`、`DO_NOT_TRACK=true` 和 `ANONYMIZED_TELEMETRY=false`，并且 Dockerfile 会向内置向量数据库的遥测文件写入一个全零的标识。","source":"ai","title":"自带设置中已关闭遥测"}],"platforms":["windows","mac","linux"],"tools":["python","docker"],"buildTools":["python","node","docker"],"disk":{"minMB":250,"maxMB":950,"basis":"heuristic"},"apiKeys":["OpenAI"],"cost":{"model":"freemium"},"license":{"spdx":"BSD-3-Clause","category":"permissive","detectedFrom":"file"},"categories":["chat_ai","productivity","ai_agents"],"alternativeTo":[{"slug":"chatgpt-plus","name":"ChatGPT Plus","confirmed":true},{"slug":"typingmind","name":"TypingMind","confirmed":true},{"slug":"notebooklm","name":"NotebookLM","confirmed":true}],"declaredAlternatives":[],"stars":157407,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":550,"growthDays":5,"history":[{"date":"2026-10-26","stars":156857},{"date":"2026-10-27","stars":156976},{"date":"2026-10-28","stars":157085},{"date":"2026-10-29","stars":157179},{"date":"2026-10-30","stars":157298},{"date":"2026-10-31","stars":157407}],"firstPublishedAt":"2026-10-27T01:10:12.668Z","commitSha":"f7ac7ee10962ddec0017f5c29b6740d9b9c5faca","verifiedAt":"2026-10-30T01:41:18.277Z","lastCommitAt":"2026-10-29T09:05:24Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A chat page you run on your own computer for talking to AI models, either local ones or paid ones through an API key.","summary":"Open WebUI is a chat interface you install on your own computer or server and then open in a browser. It talks to models running locally through Ollama and to any OpenAI-compatible service, so your conversations and uploaded documents stay on the machine you run it on. Besides chat it has document search, web search, notes, a calendar, voice calls, image generation and user accounts with permissions. You install it with one command using Python (pip) or Docker, and you still need either a local model or an API key to get answers.","easeRationale":"There is no installer: on all three systems you install Python 3.12 and run `pip install open-webui` then `open-webui serve`, or use the one-line Docker command the README gives. After that you open http://localhost:8080 in a browser, create the first account and point it at Ollama or paste an API key.","costNote":"Free to install and run yourself. The project also sells an Enterprise Plan, and the license only lets you change or remove the \"Open WebUI\" branding below 50 users unless you buy an enterprise license. Any paid AI service you connect is billed separately.","notVerified":["Whether it actually installs and runs on each system, since Radar did not run it","Real disk use, which grows a lot once the speech and document-search models are downloaded on first use (the Dockerfile pulls Whisper and sentence-transformers models)","What a community Tool, Function or MCP server does once you install it, and what extra packages it pulls in","The real monthly cost, which depends on whatever AI service, web search or storage provider you connect","Whether your installation ends up reachable from the internet, which depends on how you set up Docker, ports and any proxy"]},"zh-Hans":{"summaryShort":"一个在自己电脑上运行的聊天页面,用来和AI模型对话,可以是本地模型,也可以通过API密钥使用付费模型。","summary":"Open WebUI 是一个安装在自己电脑或服务器上、然后在浏览器里打开的聊天界面。它可以连接通过 Ollama 在本地运行的模型,也可以连接任何兼容 OpenAI 的服务,因此你的对话和上传的文档都保留在运行它的这台机器上。除了聊天功能,它还有文档搜索、网页搜索、笔记、日历、语音通话、图像生成和带权限管理的用户账户。你可以用 Python(pip)或 Docker 的一条命令完成安装,但仍然需要本地模型或 API 密钥才能获得回答。","easeRationale":"没有安装程序:三个系统上都要先安装 Python 3.12,运行 `pip install open-webui`,再运行 `open-webui serve`,或者使用 README 给出的一行 Docker 命令。之后在浏览器里打开 http://localhost:8080,创建第一个账户,再连接 Ollama 或粘贴 API 密钥。","costNote":"自己安装和运行是免费的。该项目还出售企业版方案,许可证规定用户数低于50人时才能更改或移除\"Open WebUI\"品牌标识,否则需要购买企业许可证。你连接的任何付费AI服务都会单独计费。","notVerified":["它是否真的能在各个系统上安装并运行,因为 Radar 没有实际运行过它","真实的磁盘占用,首次使用时下载语音和文档搜索模型后会大幅增加(Dockerfile 会拉取 Whisper 和 sentence-transformers 模型)","安装后社区提供的 Tool、Function 或 MCP 服务器会做什么,以及它们会额外引入哪些软件包","真实的每月费用,这取决于你连接的AI服务、网页搜索或存储提供商","你的安装是否最终可以从互联网访问,这取决于你如何配置 Docker、端口和任何代理"]}}},{"id":"R_kgDOOYsS4Q","slug":"openai__codex","name":"Codex CLI","owner":"openai","fullName":"openai/codex","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把一个远程脚本通过管道传给 shell：curl -fsSL https://chatgpt.com/codex/install.sh | sh","source":"check","title":"curl 管道到 shell"},{"code":"irm_pipe_iex","severity":"attention","evidence":"README.md：Windows 安装时直接在 PowerShell 中运行远程脚本，并关闭了执行策略：powershell -ExecutionPolicy ByPass -c \"irm https://chatgpt.com/codex/install.ps1 | iex\"","source":"ai","title":"irm 管道到 iex"},{"code":"downloads_outside_github","severity":"info","evidence":"README.md：\"The standalone installers download from `https://releases.openai.com/codex` by default and fall back to GitHub Releases\"，所以除非你把 CODEX_INSTALLER_USE_RELEASES_OPENAI_COM 设为 false，你拿到的文件并不是 GitHub 上发布的那些。","source":"ai","title":"下载来源不是 github"},{"code":"agent_edits_files_and_runs_commands_on_your_computer","severity":"attention","evidence":"该仓库把自己描述为 \"Lightweight coding agent that runs in your terminal\"，README 也说 Codex \"runs locally on your computer\"；这个代理会读取你的项目、修改文件并运行命令，所以一条错误的指令，或者藏在它读取的文件里的提示词，都可能改动或删除你的工作成果。","source":"ai","title":"代理会在你的电脑上编辑文件并运行命令"},{"code":"pre_1_0_with_very_fast_release_churn_and_a_big_issue_backlog","severity":"info","evidence":"创建于 2025-04-13，项目目前版本为 rust-v0.166.0，共有 1200 个 GitHub 发行版（最近三个中有两个是 2026-10-28 和 2026-10-29 的 alpha 构建），open issue 有 25,736 个。","source":"ai","title":"版本未到 1.0，发行更新很快，积压的 issue 很多"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":355,"maxMB":1064,"basis":"installer"},"apiKeys":["OpenAI API (optional instead of signing in with ChatGPT)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","ai_agents","chat_ai"],"alternativeTo":[{"slug":"cursor","name":"Cursor","confirmed":true},{"slug":"github-copilot","name":"Copilot","confirmed":true},{"slug":"claude-code","name":"Claude Code","confirmed":true}],"declaredAlternatives":[],"stars":132500,"downloads":55012623,"downloadsWeek":1928744,"downloadsDays":5,"growth":1470,"growthDays":5,"history":[{"date":"2026-10-26","stars":131030},{"date":"2026-10-27","stars":131276},{"date":"2026-10-28","stars":131445},{"date":"2026-10-29","stars":131570},{"date":"2026-10-30","stars":131971},{"date":"2026-10-31","stars":132500}],"firstPublishedAt":"2026-10-27T01:10:12.669Z","commitSha":"67f0994b532b8740f14b5b738af7b7b2a915b1d6","verifiedAt":"2026-10-31T01:42:28.519Z","lastCommitAt":"2026-10-31T00:12:17Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An AI helper from OpenAI that reads, writes and runs code for you from a terminal window on your own computer.","summary":"Codex CLI is a coding assistant made by OpenAI. You type requests in a terminal, and it reads your project files, edits code and runs commands on your computer. There are also editor extensions (VS Code, Cursor, Windsurf) and a desktop app you start with `codex app`. It is aimed at people who write software. To use it you sign in with a paid ChatGPT plan (Plus, Pro, Business, Edu or Enterprise) or set up an OpenAI API key. It installs on Windows with one PowerShell command, on Mac or Linux with one shell command, or through npm or Homebrew.","easeRationale":"B on all three: one command installs a ready binary (a PowerShell line on Windows, a shell line on Mac and Linux) and then you sign in with ChatGPT, which is the extra step. You can instead download the binary straight from the releases, where the files are named by platform (for example `codex-x86_64-pc-windows-msvc.exe`); Node.js is only needed if you pick the npm route.","costNote":"The program is free (Apache-2.0), but it needs a paid ChatGPT plan (Plus, Pro, Business, Edu or Enterprise) or a paid OpenAI API key.","notVerified":["What the install scripts at chatgpt.com actually download and change on the computer at the time you run them.","How much use each ChatGPT plan allows before hitting limits, and the real cost when using an API key.","Which commands and file changes the agent makes on its own, and how well its sandbox limits them on each system.","Real disk use after install (the checks estimate 355 to 1064 MB from release files).","Whether the desktop app (`codex app`) and the editor extensions behave like the terminal version."]},"zh-Hans":{"summaryShort":"一个来自 OpenAI 的 AI 助手，在你自己电脑的终端窗口里帮你读取、编写并运行代码。","summary":"Codex CLI 是 OpenAI 制作的编程助手。你在终端里输入请求，它会读取你的项目文件、修改代码并在你的电脑上运行命令。还有编辑器扩展（VS Code、Cursor、Windsurf）和一个用 `codex app` 启动的桌面应用。它面向会写程序的人。使用时你需要用付费的 ChatGPT 套餐（Plus、Pro、Business、Edu 或 Enterprise）登录，或者配置一个 OpenAI API 密钥。在 Windows 上用一条 PowerShell 命令安装，在 Mac 或 Linux 上用一条 shell 命令安装，也可以通过 npm 或 Homebrew 安装。","easeRationale":"三个系统都是 B 级：一条命令就能安装好一个现成的二进制文件（Windows 上是一行 PowerShell，Mac 和 Linux 上是一行 shell），然后用 ChatGPT 登录，这是额外的一步。你也可以直接从 releases 页面下载二进制文件，文件按平台命名（例如 `codex-x86_64-pc-windows-msvc.exe`）；只有选择 npm 方式时才需要 Node.js。","costNote":"程序本身是免费的（Apache-2.0），但需要付费的 ChatGPT 套餐（Plus、Pro、Business、Edu 或 Enterprise）或付费的 OpenAI API 密钥。","notVerified":["chatgpt.com 上的安装脚本在你运行时究竟会下载什么、对电脑做了哪些改动。","每个 ChatGPT 套餐在达到限额前允许多少用量，以及使用 API 密钥时的实际花费。","代理自己执行哪些命令、改动哪些文件，以及它的沙箱在每个系统上能限制到什么程度。","安装后的实际磁盘占用（检测估算为 355 到 1064 MB，基于发行文件）。","桌面应用（`codex app`）和编辑器扩展是否和终端版本表现一致。"]}}},{"id":"R_kgDOVRkL5Q","slug":"openai__php2shell-checker","name":"php2shell Checker","owner":"openai","fullName":"openai/php2shell-checker","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","system"],"alternativeTo":[{"slug":"snyk","name":"Snyk","confirmed":true}],"declaredAlternatives":[],"stars":1456,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":18,"growthDays":4,"history":[{"date":"2026-10-27","stars":1438},{"date":"2026-10-28","stars":1443},{"date":"2026-10-29","stars":1448},{"date":"2026-10-30","stars":1453},{"date":"2026-10-31","stars":1456}],"firstPublishedAt":"2026-10-27T18:40:27.992Z","commitSha":"ffcd3fc82e5b404f2a04a95b2805ca7639d530fa","verifiedAt":"2026-10-27T18:32:07.724Z","lastCommitAt":"2026-10-22T22:55:16Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Checks whether a website or local PHP install is running a version affected by a known PHP vulnerability.","summary":"This is a checking tool, not an exploit: it reads the PHP version a website or local install reports (via HTTP headers or a local check) and compares it to the versions fixed by an October 2026 advisory. It warns 'potentially vulnerable' for affected ranges and EOL branches, or 'unknown' when the version is unclear; the README states it sends no exploit probes. Ships as a Node.js script plus two packaged skills for the Codex AI assistant. For developers and site admins checking their own PHP exposure.","easeRationale":"There is no installer: running it needs Node.js installed first, then typing `node phpcheck.js <url>` in a terminal, or asking Codex to install the packaged skill.","notVerified":["Whether version detection via HTTP headers stays accurate on sites that hide or spoof their Server/X-Powered-By headers.","Whether the listed upstream fixed versions stay accurate as further patches ship.","What exactly the Codex skill installer executes when asked to install the skills from this repository."]},"zh-Hans":{"summaryShort":"检查某个网站或本地 PHP 安装所用的版本是否受某个已知 PHP 漏洞影响。","summary":"这是一个检测工具,不是利用工具:它读取网站或本地 PHP 安装报告的版本号(通过 HTTP 响应头或本地检查),再和 2026 年 10 月某公告中修复的版本对比。对受影响的版本范围和已停止支持(EOL)的分支,它会提示“可能存在漏洞”;版本不清楚时提示“未知”。README 声明它不会发出任何利用探测。它以一个 Node.js 脚本的形式提供,外加两个打包给 Codex AI 助手用的 skill。面向想核查自己 PHP 暴露面的开发者和网站管理员。","easeRationale":"没有安装程序:运行前需要先装好 Node.js,然后在终端里输入 `node phpcheck.js <url>`,或者让 Codex 安装打包好的 skill。","notVerified":["在隐藏或伪造 Server/X-Powered-By 响应头的网站上,通过 HTTP 响应头做的版本检测是否仍然准确。","随着后续补丁发布,列出的上游修复版本是否仍然准确。","被要求安装本仓库的 skill 时,Codex 的 skill 安装器到底执行了什么操作。"]}}},{"id":"R_kgDOIAstBQ","slug":"openai__whisper","name":"Whisper","owner":"openai","fullName":"openai/whisper","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"low","signals":[{"code":"no_release_in_over_a_year","severity":"info","evidence":"GitHub 上的最新发布版本是 v20250625（2025-06-26）；最近一次提交是在 2026-08-31。","source":"ai","title":"一年多没有新版本"},{"code":"may_need_rust_to_install","severity":"info","evidence":"README.md：\"You may need `rust` installed as well, in case tiktoken does not provide a pre-built wheel for your platform.\"","source":"ai","title":"安装时可能需要 Rust"}],"platforms":["windows","mac","linux"],"tools":["python","ffmpeg"],"buildTools":["python","gpu_any","ffmpeg"],"disk":{"minMB":900,"maxMB":4300,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["audio","productivity"],"alternativeTo":[{"slug":"otter-ai","name":"Otter.ai","confirmed":true},{"slug":"descript","name":"Descript","confirmed":true}],"declaredAlternatives":[],"stars":111654,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":310,"growthDays":5,"history":[{"date":"2026-10-26","stars":111344},{"date":"2026-10-27","stars":111415},{"date":"2026-10-28","stars":111486},{"date":"2026-10-29","stars":111546},{"date":"2026-10-30","stars":111607},{"date":"2026-10-31","stars":111654}],"firstPublishedAt":"2026-10-27T01:10:12.670Z","commitSha":"86098128c0b4f24f0e2aa2994de830614b474227","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-08-31T17:19:19Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Turn speech in audio or video files into text, in many languages, or translate it into English, on your own computer.","summary":"Whisper is OpenAI's speech recognition model. It turns spoken audio into text in many languages, can detect which language is spoken, and can translate speech into English. You run it by typing a command in a terminal or from Python code, and it runs on your own computer once a model is downloaded. You need Python and ffmpeg; a graphics card makes it much faster, especially for the larger models, which need about 5–10 GB of video memory. Accuracy varies a lot from one language to another.","easeRationale":"There is no installer: you install Python and ffmpeg (the README suggests Chocolatey or Scoop on Windows), run pip install -U openai-whisper, and then use it by typing commands.","costNote":"Free. The README says both the code and the model weights are under the MIT license.","notVerified":["How large the model download is and where it is stored on first use","How slow it is on a computer without a graphics card","How accurate it is for your language and your recordings (the README shows large differences between languages)","Whether pip installs a graphics-card-enabled version of PyTorch on Windows without extra steps"]},"zh-Hans":{"summaryShort":"在你自己的电脑上，把音频或视频文件里的语音转成文字，支持多种语言，也可翻译成英文。","summary":"Whisper 是 OpenAI 的语音识别模型。它能把多种语言的口语音频转成文字，能判断说的是哪种语言，还能把语音翻译成英文。你通过在终端输入命令或用 Python 代码来运行它，下载模型后就在你自己的电脑上运行。你需要 Python 和 ffmpeg；有显卡会快很多，尤其是较大的模型，它们需要约 5–10 GB 的显存。不同语言之间的准确度差别很大。","easeRationale":"没有安装程序：你要安装 Python 和 ffmpeg（README 建议在 Windows 上用 Chocolatey 或 Scoop），运行 pip install -U openai-whisper，然后通过输入命令来使用。","costNote":"免费。README 说代码和模型权重都采用 MIT 许可证。","notVerified":["模型下载有多大，以及首次使用时保存在哪里","在没有显卡的电脑上有多慢","对你的语言和你的录音准确度如何（README 显示不同语言之间差异很大）","在 Windows 上 pip 是否无需额外步骤就能安装支持显卡的 PyTorch 版本"]}}},{"id":"R_kgDOVZP6Hg","slug":"openbmb__minicpm-ocr","name":"MiniCPM-OCR","owner":"OpenBMB","fullName":"OpenBMB/MiniCPM-OCR","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"linux":"D","web":"B"},"risk":"attention","signals":[{"code":"skill_tells_agent_to_execute_a_web_page","severity":"attention","evidence":"README 的 Skill 部分：交给编程智能体的指令是 \"Read and execute https://github.com/OpenBMB/MiniCPM-OCR/blob/main/docs/SKILL_en.md\"。随后智能体会根据一个内容随时可能改变的网页，在你的电脑上运行配置命令；README 也提供了本地副本 ./docs/SKILL_en.md，你可以先阅读它。","source":"ai","title":"技能（skill）让智能体去执行一个网页"},{"code":"demo_server_without_encryption","severity":"attention","evidence":"README 中的 \"Basic Demo (CN)\" 链接是一个不带 HTTPS 的裸地址：http://82.157.64.212:10111/playground/document-parse。你上传到那里的文档会以未加密的方式传输，而且没有说明这台机器的运营者是谁。","source":"ai","title":"演示服务器没有加密"},{"code":"documents_leave_your_computer_on_the_hosted_paths","severity":"info","evidence":"除了本地运行，README 还提供了演示和位于 platform.modelbest.ai / platform.modelbest.cn 的 \"Free API\"。使用它们意味着要把文档上传到该公司的服务器；仓库没有说明之后会如何处理这些文档。","source":"ai","title":"使用托管方式时，文档会离开你的电脑"},{"code":"benchmark_scores_are_the_makers_own","severity":"info","evidence":"README 声称 \"a SOTA score of 93.68 on Real5-OmniDocBench\"，吞吐量是 PaddleOCR-VL-1.6 的 \"1.49x\"、MinerU2.5 Pro 的 \"3.62x\"。这些都是作者自己的测量结果；仓库附有复现指南（docs/benchmark_reproduction_en.md），而雷达图自己的说明写着 \"some values remain to be confirmed\"。","source":"ai","title":"评测成绩是开发者自己给出的"},{"code":"brand_new_repository","severity":"info","evidence":"项目信息：创建于 2026-10-27，最近一次推送是 2026-10-29，只有一个发布版本（sdk-v1.0.2），没有各平台的二进制文件。README 把 MiniCPM-OCR 1.0 称为 \"the first OCR-specific model in the MiniCPM-V/o family\"。","source":"ai","title":"全新的仓库"}],"platforms":["linux","web"],"tools":["python","gpu_nvidia"],"buildTools":["python","gpu_nvidia"],"disk":{"minMB":950,"maxMB":4450,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["office","image","development"],"alternativeTo":[{"slug":"abbyy-finereader","name":"FineReader","confirmed":true},{"slug":"mathpix","name":"Mathpix","confirmed":true},{"slug":"acrobat","name":"Acrobat","confirmed":true}],"declaredAlternatives":[],"stars":721,"downloads":0,"downloadsWeek":0,"downloadsDays":1,"growth":721,"growthDays":4,"history":[{"date":"2026-10-30","stars":676},{"date":"2026-10-31","stars":721}],"firstPublishedAt":"2026-10-30T01:57:54.407Z","commitSha":"1269e4f81fb82e5a301ae42ee8548b2f3336beec","verifiedAt":"2026-10-30T01:46:15.331Z","lastCommitAt":"2026-10-30T05:22:04Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Turns photos, scans and PDFs into text, tables and formulas you can edit, and scores which parts may be wrong.","summary":"Two small AI models from the MiniCPM family, released with their weights. MiniCPM-OCR 1.0 (1.3B) reads Chinese and English documents and PDFs into Markdown or JSON, including tables, formulas, charts, stamps and handwriting, and copes with scans, photos, skewed and curved pages. MiniCPM-OCR Jev (2B) looks at a result and gives each region a score from 0 to 1, so you only check the parts that are likely wrong. It is for developers: a pip package, a free hosted API, and local running with vLLM, SGLang, llama.cpp or Ollama. There are demo pages to try first.","easeRationale":"The easiest path is the web: the maker's demo pages (a console on platform.modelbest.ai, which needs an account, and a Hugging Face Space that does not) let you drop a document in and read the result with nothing installed. Running it yourself is a Linux job: Python 3.11-3.13, an NVIDIA card with CUDA, several GB of model weights, and an installer that fetches pinned vLLM and transformers sources and compiles them (pyproject.toml, scripts/install.sh).","costNote":"Code, documentation and both model weights are Apache 2.0. The maker also offers a free hosted API and demo pages; their limits are not stated in the repository.","notVerified":["Whether the quality holds on your own documents, languages other than Chinese and English, or your handwriting","How much graphics memory each model and backend really needs","The real disk use of the weights and the environments (the 950 MB to 4.5 GB estimate is a guess)","Whether the llama.cpp and Ollama route works on Windows and Mac, which the repository does not document","The limits of the free API and what the company does with the documents sent to it","What score threshold to use with Jev, which the README says must be checked on your own batch first"]},"zh-Hans":{"summaryShort":"把照片、扫描件和PDF转成可编辑的文字、表格和公式,并标出哪些部分可能有误。","summary":"MiniCPM 系列中的两个小型AI模型,随权重一起发布。MiniCPM-OCR 1.0(1.3B)可以把中英文文档和PDF转成Markdown或JSON,包括表格、公式、图表、印章和手写内容,并能处理扫描件、照片以及倾斜或弯曲的页面。MiniCPM-OCR Jev(2B)会检查结果,给每个区域打出0到1的分数,这样你只需要检查可能出错的部分。它面向开发者:提供pip包、免费的托管API,也可以用vLLM、SGLang、llama.cpp或Ollama在本地运行。还有演示页面可以先试用。","easeRationale":"最简单的方式是通过网页:开发者提供的演示页面(platform.modelbest.ai上的控制台需要账号,Hugging Face Space则不需要)可以直接拖入文档查看结果,无需安装任何东西。自己运行则是Linux上的工作:需要Python 3.11-3.13、带CUDA的NVIDIA显卡、好几GB的模型权重,以及一个会拉取固定版本的vLLM和transformers源码并编译的安装脚本(pyproject.toml、scripts/install.sh)。","costNote":"代码、文档以及两个模型的权重都采用Apache 2.0许可。开发者还提供免费的托管API和演示页面;其限制没有在仓库中说明。","notVerified":["在你自己的文档、中英文以外的语言或你的手写字迹上,效果是否依然可靠","每个模型和后端实际需要多少显存","权重和运行环境的真实磁盘占用(950MB到4.5GB只是估算)","llama.cpp和Ollama这条路线是否能在Windows和Mac上运行,仓库中没有说明","免费API的限制,以及该公司如何处理发送给它的文档","使用Jev时该采用什么分数阈值,README说这需要先在自己的数据批次上验证"]}}},{"id":"R_kgDOQb6kRw","slug":"openclaw__openclaw","name":"OpenClaw","owner":"openclaw","fullName":"openclaw/openclaw","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"339 天内获得 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your own AI assistant on your computer and talk to it from WhatsApp, Telegram, Slack, Discord and other apps.","summary":"OpenClaw is a personal AI assistant that runs on your own computer. A background service (the Gateway) connects the AI model of your choice to chat apps such as WhatsApp, Telegram, Slack, Discord and iMessage, and the assistant can use tools, skills and plugins to do things for you. There are companion apps for Mac, Linux, Windows, iOS and Android, and the same setup can serve a whole team. You install it with one command (the installer brings its own Node.js), finish an onboarding wizard and supply a model key or a local model. Settings, memory and keys stay on your machine.","easeRationale":"All three systems are the same kind of work and land on C: one install command (`curl -fsSL https://openclaw.ai/install.sh | bash`, or `iwr -useb https://openclaw.ai/install.ps1 | iex` on Windows), which brings its own Node.js, then an onboarding wizard, a model provider key and terminal commands such as `openclaw gateway status`. Mac and Linux also get a ready companion app in the latest release (a .dmg of 226-334 MB, an AppImage or a .deb), but that app still needs the Gateway set up first.","costNote":"MIT licence; the README says the project has no paid tier, hosted service or token and is run by a non-profit foundation. You pay the AI provider you connect, unless you run a local model.","notVerified":["What the install.sh and install.ps1 scripts actually do, since they are fetched from openclaw.ai at install time","The real monthly cost of the model provider, which depends on how much the assistant is used","What plugins and skills from ClawHub can do on your computer once installed","Whether the pre-releases (for example v2026.10.10-beta.4) are stable enough for daily use","How well it works on Windows compared with Mac and Linux, which are the platforms with companion app files in the latest release"]},"zh-Hans":{"summaryShort":"在自己电脑上运行专属AI助手,通过WhatsApp、Telegram、Slack、Discord等应用和它对话。","summary":"OpenClaw 是一个在你自己电脑上运行的个人AI助手。一个后台服务(Gateway)把你选择的AI模型连接到WhatsApp、Telegram、Slack、Discord和iMessage等聊天应用,助手还可以使用工具、技能和插件来帮你做事。它为Mac、Linux、Windows、iOS和Android提供配套应用,同一套安装也可以供整个团队使用。安装只需一条命令(安装程序会自带Node.js),完成引导向导后提供模型密钥或使用本地模型即可。设置、记忆和密钥都保存在你自己的机器上。","easeRationale":"三个系统所需的工作量相当,评级都是C:一条安装命令(`curl -fsSL https://openclaw.ai/install.sh | bash`,Windows上则是`iwr -useb https://openclaw.ai/install.ps1 | iex`)会自带Node.js,接着是引导向导、模型提供商密钥,以及类似`openclaw gateway status`的终端命令。Mac和Linux在最新版本中还有现成的配套应用(226-334 MB的.dmg、AppImage或.deb),但这个应用仍需要先配置好Gateway。","costNote":"MIT许可;README说该项目没有付费档位、托管服务或代币,由一个非营利基金会运营。除非使用本地模型,否则需要向你连接的AI提供商付费。","notVerified":["install.sh和install.ps1脚本实际做了什么,因为它们是在安装时从openclaw.ai下载的","模型提供商的真实月费,这取决于助手的使用量","来自ClawHub的插件和技能安装后能在你的电脑上做什么","预发布版本(例如v2026.10.10-beta.4)是否足够稳定,能用于日常使用","它在Windows上的表现与Mac和Linux相比如何,后两者是最新版本中有配套应用文件的平台"]}}},{"id":"R_kgDOVLpWZg","slug":"openmoss__moss-image","name":"MOSS-Image","owner":"OpenMOSS","fullName":"OpenMOSS/MOSS-Image","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"windows":"D"},"risk":"attention","signals":[{"code":"runs_code_downloaded_from_model_host","severity":"attention","evidence":"README.md 中的 Python 示例：DiffusionPipeline.from_pretrained(\"OpenMOSS-Team/MOSS-Image-Base\", custom_pipeline=\"pipeline_moss_image\", trust_remote_code=True) — 这会在你的电脑上运行从 Hugging Face 下载的 Python 代码。","source":"ai","title":"会运行从模型托管站下载的代码"},{"code":"large_model_download","severity":"info","evidence":"README.md 介绍了一个 50 亿（5B）参数的模型，其权重需要另外从 Hugging Face 或 ModelScope 下载；仓库本身不包含权重。","source":"ai","title":"模型下载量大"},{"code":"very_new_project","severity":"info","evidence":"项目信息：仓库创建于 2026-10-16，没有 GitHub 发布版本，有 25 个未解决的 issue。","source":"ai","title":"非常新的项目"}],"platforms":["windows","mac","linux"],"tools":["python","gpu_any"],"buildTools":["python","gpu_any"],"disk":{"minMB":950,"maxMB":4450,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["image"],"alternativeTo":[{"slug":"midjourney","name":"Midjourney","confirmed":true},{"slug":"ideogram","name":"Ideogram","confirmed":true},{"slug":"adobe-firefly","name":"Firefly","confirmed":true}],"declaredAlternatives":[],"stars":2357,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":259,"growthDays":4,"history":[{"date":"2026-10-27","stars":2098},{"date":"2026-10-28","stars":2169},{"date":"2026-10-29","stars":2234},{"date":"2026-10-30","stars":2306},{"date":"2026-10-31","stars":2357}],"firstPublishedAt":"2026-10-27T18:40:28.000Z","commitSha":"2b46b1e0e13b5aaec253879e0d006a42564b8b27","verifiedAt":"2026-10-27T18:29:42.000Z","lastCommitAt":"2026-10-27T10:41:30Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Creates images from a written description on your own computer, including images with readable text inside them.","summary":"MOSS-Image is an open image generator you run yourself. You write a description and it makes a picture, and it is built to write clear text inside the image and to place elements where you ask using a JSON layout. There is a simple web screen (Gradio) that opens in your browser. To use it you install Python, download the project and let it download the model files (several gigabytes), and you need a good graphics card. It also works inside ComfyUI.","easeRationale":"There is no installer: you clone the repository, create a Python environment, install the dependencies and run commands, and you need a graphics card with enough memory for a 5B model.","costNote":"Code and model weights are free; the authors also sell a paid API on the MOSI platform for people who do not want to run it locally.","notVerified":["Whether the Gradio app and the install steps work on Windows, since the README shows Linux/macOS commands only","How much graphics memory is really needed for the recommended 1456x1456 images","Real disk use after the model weights are downloaded","What the remote pipeline code downloaded with trust_remote_code does","The price of the MOSI API platform mentioned in the README"]},"zh-Hans":{"summaryShort":"在你自己的电脑上根据文字描述生成图片,包括图中带有可读文字的图片。","summary":"MOSS-Image 是一个你自己运行的开放图像生成器。你写一段描述,它就生成一张图片;它专门针对在图像里写出清晰文字,并能用一份 JSON 布局把元素放到你指定的位置。它有一个简单的网页界面(Gradio),会在你的浏览器里打开。使用前要安装 Python、下载项目,并让它下载模型文件(有几个 GB 大),还需要一块性能不错的显卡。它也能在 ComfyUI 里使用。","easeRationale":"没有安装程序:你需要克隆仓库、创建 Python 环境、安装依赖并运行命令,还需要一块显存足够跑 50 亿参数模型的显卡。","costNote":"代码和模型权重都是免费的;作者还在 MOSI 平台上出售付费 API,给不想在本地运行的人用。","notVerified":["Gradio 应用和安装步骤能否在 Windows 上跑通,因为 README 只给出了 Linux/macOS 的命令。","生成推荐的 1456x1456 图片实际需要多大的显存。","下载完模型权重后,实际占用的磁盘空间有多大。","用 trust_remote_code 下载的远程流水线代码到底做了什么。","README 里提到的 MOSI API 平台的价格。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkzNjY0ODMwMQ==","slug":"openshot__openshot-qt","name":"OpenShot","owner":"OpenShot","fullName":"OpenShot/openshot-qt","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["python","ffmpeg"],"disk":{"minMB":216,"maxMB":648,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"file"},"categories":["video"],"alternativeTo":[{"slug":"premiere-pro","name":"Premiere Pro","confirmed":true},{"slug":"final-cut-pro","name":"Final Cut Pro","confirmed":true}],"declaredAlternatives":[],"stars":6715,"downloads":37144020,"downloadsWeek":20384,"downloadsDays":6,"growth":22,"growthDays":6,"history":[{"date":"2026-10-25","stars":6693},{"date":"2026-10-26","stars":6694},{"date":"2026-10-27","stars":6699},{"date":"2026-10-28","stars":6702},{"date":"2026-10-29","stars":6705},{"date":"2026-10-30","stars":6707},{"date":"2026-10-31","stars":6715}],"firstPublishedAt":"2026-10-25T23:19:23.038Z","commitSha":"856fa5e31495067b893cc38b214a735dda184438","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-31T22:13:58Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Edit videos on your computer: cut clips, add music, titles, transitions and effects, then export.","summary":"OpenShot is a desktop video editor for beginners and hobbyists. You drag clips onto a timeline with unlimited tracks, trim and cut them, add transitions, titles, music and effects such as chroma key (green screen), change speed, and animate with keyframes. It reads and exports many video, audio and image formats. Windows, macOS and Linux have ready installers; on Windows the download is around 216 MB and includes everything needed. It is free under the GPL license.","easeRationale":"The v4.0.1 release includes ready Windows installers (OpenShot-v4.0.1-x86_64.exe, about 216 MB, plus a 32-bit version), so you download it and run it; Python and FFmpeg are only needed when building from source.","notVerified":["How smoothly it plays back and exports high-resolution or long videos on an average computer.","Whether the experimental hardware encoding and decoding work with your graphics card.","How stable the new 4.0 version is for larger projects."]},"zh-Hans":{"summaryShort":"在电脑上剪辑视频：剪切片段，添加音乐、标题、转场和特效，然后导出。","summary":"OpenShot 是一款面向初学者和爱好者的桌面视频编辑器。你把片段拖到轨道数量不限的时间轴上，进行裁剪和切割，添加转场、标题、音乐和特效（如色度键抠像，即绿幕），调整速度，并用关键帧制作动画。它可读取和导出多种视频、音频和图片格式。Windows、macOS 和 Linux 都有现成的安装程序；Windows 版下载约 216 MB，已包含所需的一切。它在 GPL 许可证下免费。","easeRationale":"v4.0.1 版本包含现成的 Windows 安装程序（OpenShot-v4.0.1-x86_64.exe，约 216 MB，另有 32 位版本），下载后运行即可；只有从源代码构建时才需要 Python 和 FFmpeg。","notVerified":["在普通电脑上播放和导出高分辨率或较长视频是否流畅。","实验性的硬件编码和解码能否在你的显卡上正常工作。","新的 4.0 版本在较大项目中稳定性如何。"]}}},{"id":"R_kgDORXS4VA","slug":"panniantong__agent-reach","name":"Agent Reach","owner":"Panniantong","fullName":"Panniantong/Agent-Reach","type":"dev_tool","status":"alert","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"high","signals":[{"code":"copies_your_browser_login","severity":"attention","evidence":"README：\"第一次用某个网站时，会把你 Chrome 里这个网站的登录复制一份过去\"——第一次使用某个网站时，会把你Chrome里该网站的登录复制一份到自己的浏览器配置中。它表示不会读取你的密码管理器，也不会动原来的浏览器，但确实会拿走像小红书、Reddit、Twitter、Facebook、Instagram、LinkedIn和Boss这类网站的有效登录会话。","source":"ai","title":"复制你浏览器中的登录状态"},{"code":"automated_access_against_site_rules","severity":"attention","evidence":"该项目会读取X、Reddit、Facebook、Instagram、LinkedIn、小红书和Boss上已登录的页面（README表格），并依赖`yt-dlp`（pyproject.toml）处理视频和音频。这些网站中大多数在其条款中都禁止自动化采集。README自己也这么说：\"平台可能限制自动访问的账号\"——并建议使用小号而不是主账号。","source":"ai","title":"自动化访问违反网站规则"},{"code":"install_by_letting_ai_run_remote_instructions","severity":"attention","evidence":"快速开始的方式是告诉你的助手：\"帮我安装 Agent Reach: https://raw.githubusercontent.com/.../docs/install.md\"，并开启\"允许它执行命令\"。实际执行的步骤来自当时抓取的一个文件，而可选的渠道\"需要的软件会自动装好\"——会安装它们自己的额外软件，包括README中提到的第三方命令行工具（bili-cli、boss-agent-cli、OpenCLI）。","source":"ai","title":"通过让AI运行远程指令来安装"},{"code":"same_name_package_elsewhere_is_not_this_project","severity":"attention","evidence":"README警告：\"PyPI 上叫 `agent-reach` 的包不是本项目，请勿从 PyPI 安装\"——按常规方式搜索的人可能会装错包。","source":"ai","title":"其他地方同名的包不是本项目"},{"code":"very_fast_star_growth","severity":"info","evidence":"一个创建于2026-02-24、只有8个release的仓库，却获得了106306个star和9431个fork，还带有Trendshift\"#1 Repository of the Day\"的徽章。README中还有一个\"防骗提醒\"部分，说明项目没有代币、没有币，也没有钱包，使用其名称的加密项目与本项目无关。","source":"ai","title":"star数增长异常迅速"},{"code":"paid_sponsors_in_readme","severity":"info","evidence":"README的赞助商表格中带有付费代理和抓取服务的推荐链接（Bright Data、RapidProxy、BrowserAct、CoreClaw、AstraFlow），而项目描述却宣称\"zero API fees\"。","source":"ai","title":"README中有付费赞助商"},{"code":"depends_on_sites_that_change","severity":"info","evidence":"README把twitter、facebook和instagram标记为\"实验\"：\"能用，但平台反爬更严，可能随时失效\"——能用，但这些平台对自动化访问的防范更严，功能随时可能失效。","source":"ai","title":"依赖会发生变化的网站"},{"code":"possible_illegal_use","severity":"high","evidence":"README的平台表格把twitter、facebook和instagram标记为实验：\"能用，但平台反爬更严，可能随时失效\"，相关部分写道\"建议用小号登录。复用过来的通常是主账号，而平台可能限制自动访问的账号。\"第一次使用某个网站时，它\"会把你 Chrome 里这个网站的登录复制一份过去\"——把你在Chrome里该网站的登录复制到自己的浏览器中。以这种方式读取X、Reddit、Facebook、Instagram、LinkedIn、小红书和Boss上已登录的页面，而不是使用各平台的官方API，是多个平台在服务条款中限制的行为，这样使用的账号可能会被限制。","source":"ai","title":"可能存在的违法使用"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":["Groq","OpenAI"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["automation","development","ai_skills"],"alternativeTo":[{"slug":"bright-data","name":"Bright Data","confirmed":true},{"slug":"x-twitter-api","name":"X (Twitter) API","confirmed":true},{"slug":"browserbase","name":"Browserbase","confirmed":true}],"declaredAlternatives":[],"stars":107229,"downloads":49566,"downloadsWeek":19964,"downloadsDays":4,"growth":3627,"growthDays":5,"history":[{"date":"2026-10-27","stars":104929},{"date":"2026-10-28","stars":105636},{"date":"2026-10-29","stars":106301},{"date":"2026-10-30","stars":106830},{"date":"2026-10-31","stars":107229}],"firstPublishedAt":"2026-10-27T18:40:28.010Z","commitSha":"14c213405669414492bda0f8d52cc6531d062c45","verifiedAt":"2026-10-30T01:42:21.576Z","lastCommitAt":"2026-10-25T04:37:23Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A command-line tool that lets your AI assistant read and search X, Reddit, YouTube, GitHub and Chinese sites like Bilibili.","summary":"Agent Reach is a single command you install on your computer so an AI assistant such as Claude Code can look things up on sites it normally cannot reach. It searches and reads posts, profiles, job ads, video subtitles and stock quotes, and hands the result back as tidy data. For sites that need an account it runs its own background browser and copies the login for that one site out of your Chrome. It only reads; it never posts. You install it from the terminal and the main documentation is in Chinese.","easeRationale":"Same on all three systems: there is no installer or ready binary, so you install the `uv` helper and run the install steps from the terminal (the README suggests pasting a link and letting your AI assistant run the commands for you). Afterwards each site that needs an account has its own sign-in step, such as scanning a QR code for Bilibili subtitles.","costNote":"The tool is free and MIT-licensed. Turning speech into text on YouTube or the Xiaoyuzhou podcast site needs a Groq or OpenAI key, which those services charge for.","notVerified":["Whether each of the 14 sites still works today, since the project itself says features break when a site changes","Exactly what is copied out of your Chrome profile and what the private browser keeps on disk","Whether using it gets your account on any of those sites limited or closed","What the install file and the per-channel third-party tools do at the moment they are downloaded and run","Real disk use once the private browser and each channel's tools are installed","The real cost of speech-to-text, which depends on your Groq or OpenAI usage"]},"zh-Hans":{"summaryShort":"一个命令行工具,让你的AI助手能读取和搜索X、Reddit、YouTube、GitHub以及B站等中文网站。","summary":"Agent Reach 是一条安装在你电脑上的命令,让像Claude Code这样的AI助手能够查找它通常无法访问的网站上的信息。它可以搜索和读取帖子、个人资料、招聘信息、视频字幕和股票报价,并把结果整理成结构化数据返回。对于需要账号的网站,它会运行自己的后台浏览器,并从你的Chrome中复制该网站的登录信息。它只读取,从不发帖。你需要在终端里安装它,主要文档是中文的。","easeRationale":"三个系统上情况相同:没有安装程序或现成的二进制文件,所以你需要安装`uv`工具并在终端里执行安装步骤(README建议复制一个链接,让你的AI助手替你运行这些命令)。之后,每个需要账号的网站都有各自的登录步骤,比如扫码登录以获取B站字幕。","costNote":"该工具免费,采用MIT许可。要在YouTube或小宇宙播客网站上把语音转成文字,需要Groq或OpenAI的密钥,这些服务是收费的。","notVerified":["这14个网站是否每一个今天仍然能用,因为项目方自己也说网站一改版功能就会失效","究竟从你的Chrome账户中复制了什么,以及这个私有浏览器在磁盘上保留了什么","使用它是否会导致你在这些网站上的账号被限制或封禁","安装文件和各个渠道的第三方工具在下载和运行的那一刻会做什么","安装好私有浏览器和各渠道工具后的真实磁盘占用","语音转文字的真实费用,这取决于你的Groq或OpenAI用量"]}}},{"id":"R_kgDOVY7csg","slug":"patch-gg__anymove","name":"AnyMove","owner":"patch-gg","fullName":"patch-gg/anymove","type":"dev_tool","status":"active","grade":"D","easeByPlatform":{"linux":"D"},"risk":"attention","signals":[{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 23 天前","source":"check","title":"所有者账号很新"},{"code":"known_vulnerabilities","severity":"attention","evidence":"锁定的依赖项中存在已知漏洞（OSV）：torch：GHSA-rrmf-rvhw-rf47；pillow：GHSA-22hg-r758-rrw9、GHSA-24rc-8hj2-v98c、GHSA-254f-3936-288h","source":"check","title":"存在已知漏洞"},{"code":"licence_of_what_you_make_is_not_only_apache","severity":"attention","evidence":"README 的许可证部分：\"MiniMax H3's open weights carry a community licence and hosted use on fal goes through fal's terms: check both before shipping what you make with them\"，已发布的狼 LoRA \"is a LoRA on MiniMax H3, so MiniMax H3's community licence applies to it, not Apache-2.0.\" Patch 的名称和标志也不在该许可证的授权范围内。","source":"ai","title":"你创作内容的许可证不只是 Apache"},{"code":"downloads_models_and_example_files_on_first_use","severity":"info","evidence":"requirements.txt：DINOv2 主干网络 `facebook/dinov2-with-registers-base` 标注为 \"downloaded on first use\"；`tools/fetch_examples.sh` 会拉取发布版本中的文件（\"13 MB mesh, 355 MB reader, 4 MB clip\"），PyTorch 则来自 `--index-url https://download.pytorch.org/whl/cu128`。","source":"ai","title":"首次使用时会下载模型和示例文件"},{"code":"author_lists_cases_that_do_not_work","severity":"info","evidence":"README 的 \"limits.\" 部分：八条腿的行走不适用（\"The two views disagree about which legs are up (0.36-0.49)\"），躺下的动作会失败，\"Video models drift\"（未经处理的 MiniMax H3 在 5 个狼的片段中有 2 个把四肢颜色弄混了），而且地面接触项只认识狼和龙风格的爪子名称。","source":"ai","title":"作者列出了行不通的情况"},{"code":"repository_is_days_old","severity":"info","evidence":"创建于 2026-10-27，只有一个发布版本（`examples-v1`，同一天发布），已有 359 个星标；自动检查也标出所有者账号只有 23 天。","source":"ai","title":"仓库只有几天历史"}],"platforms":["linux"],"tools":["python","gpu_nvidia","other"],"buildTools":["python","gpu_nvidia"],"disk":{"minMB":950,"maxMB":4450,"basis":"heuristic"},"apiKeys":["fal.ai"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["design_cad","games","ai_skills"],"alternativeTo":[{"slug":"move-ai","name":"Move AI","confirmed":true},{"slug":"deepmotion","name":"DeepMotion","confirmed":true}],"declaredAlternatives":[],"stars":448,"downloads":1183,"downloadsWeek":314,"downloadsDays":2,"growth":448,"growthDays":4,"history":[{"date":"2026-10-29","stars":419},{"date":"2026-10-30","stars":441},{"date":"2026-10-31","stars":448}],"firstPublishedAt":"2026-10-29T01:54:21.438Z","commitSha":"7a82a0a8fadffddd5c24fabf0697d9b6c814ce6e","verifiedAt":"2026-10-29T01:41:57.185Z","lastCommitAt":"2026-10-27T08:49:38Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Turns one AI-made video of a creature into a 3D animation file you can load into a game engine.","summary":"A set of scripts and Claude Code skills that make animations for rigged 3D creatures (wolf, dragon, spider, demon) without a motion-capture suit. A video model films the creature from the front and the side in one frame, a vision model trained on that single creature finds its joints in both views, and the pair of views places each joint in 3D so the rig can be fitted and exported as a GLB. For technical 3D and game people: you need Linux-style commands, Python 3.11, Blender 5.x, an NVIDIA graphics card with CUDA (24 GB to train) and a paid fal.ai key for the clips.","easeRationale":"D on Linux, the only system the instructions fit: you clone the repository, build a virtualenv with Python 3.11, install a CUDA build of PyTorch, put Blender 5.x on your PATH, add a fal.ai key and run a chain of `tools/*.sh` shell scripts; training the joint reader wants an NVIDIA card with 24 GB. Skeletons are still placed by hand on grid views. One smaller step works without a graphics card: the README shows fitting the example dragon's roar on the CPU.","costNote":"The code is Apache-2.0. The paid parts are listed in the README (\"Prices on fal as of October 2026\"): about $0.26 for a 5-second two-camera clip, $0.40 for a mesh from Tripo, and about $12 for training the optional MiniMax H3 LoRA. A new move for an existing creature is about $0.52.","notVerified":["Whether it runs on Windows (with WSL) or on a Mac; the commands and shell scripts assume a Linux-style system and an NVIDIA card.","Real disk use after PyTorch, the DINOv2 weights and the example files land on your machine.","Whether the animation quality matches the README's figures on your own creature and your own mesh.","What the whole process costs on fal for a project with several moves, and whether the October 2026 prices still hold.","How much hand work placing the skeleton takes for a creature that is not close to the four examples."]},"zh-Hans":{"summaryShort":"把一段AI生成的生物视频转换成可以导入游戏引擎的3D动画文件。","summary":"一套脚本和Claude Code技能,用于为带骨架的3D生物(狼、龙、蜘蛛、恶魔)制作动画,不需要动作捕捉服。一个视频模型在一帧画面里从正面和侧面拍摄该生物,一个针对这只生物单独训练的视觉模型在两个视角中找出关节位置,再由这两个视角把每个关节定位到3D空间,这样骨架就能被适配并导出为GLB文件。适合3D和游戏技术人员:你需要类Linux命令行、Python 3.11、Blender 5.x、带CUDA的NVIDIA显卡(训练需要24GB)以及一个用于生成片段的付费fal.ai密钥。","easeRationale":"D,仅适用于Linux这一系统,说明书也只针对它:你需要克隆仓库、用Python 3.11搭建虚拟环境、安装带CUDA的PyTorch版本、把Blender 5.x加入PATH、添加fal.ai密钥,然后依次运行一串`tools/*.sh`脚本;训练关节识别模型需要一块24GB显存的NVIDIA显卡。骨架仍需在网格视图上手动摆放。有一个较小的步骤不需要显卡:README展示了如何在CPU上适配示例龙吼叫的动作。","costNote":"代码采用Apache-2.0许可。付费部分在README中列出(\"截至2026年10月fal上的价格\"):一个5秒双镜头片段约0.26美元,一个来自Tripo的网格约0.40美元,训练可选的MiniMax H3 LoRA约12美元。为已有生物添加一个新动作约0.52美元。","notVerified":["能否在Windows(配合WSL)或Mac上运行;这些命令和shell脚本都假定使用类Linux系统和NVIDIA显卡。","PyTorch、DINOv2权重和示例文件装进机器后,实际占用的磁盘空间。","在你自己的生物和网格上,动画质量是否能达到README中给出的数字。","对于有多个动作的项目,整个流程在fal上要花多少钱,以及2026年10月的价格是否仍然有效。","对于与四个示例差别较大的生物,手动摆放骨架需要多少工作量。"]}}},{"id":"R_kgDOVcsWsA","slug":"patch-gg__pixelfx","name":"PixelFX","owner":"patch-gg","fullName":"patch-gg/pixelfx","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 25 天前。","source":"check","title":"所有者账号很新"},{"code":"repository_created_today","severity":"attention","evidence":"该仓库创建于 2026-10-30，被分析的提交是同一天的，没有 GitHub 发行版，package.json 写着 \"version\": \"0.2.0\"。它已经有 321 个星标。这里的一切都还没有经过其他人长期使用。","source":"ai","title":"仓库是今天创建的"},{"code":"font_outside_the_mit_license","severity":"info","evidence":"README：\"the Patch Pixel font in `gallery/fonts` is Patch's own and not covered: see NOTICE.md\"。特效和代码是 MIT 许可，这个字体不是。","source":"ai","title":"字体不在 mit 许可范围内"},{"code":"adapts_code_from_another_author","severity":"info","evidence":"README：\"`src/core/sim.js` and the effects that say so at the top adapt his code\"，改编自 Hugo Duprez 在 Sprite Fusion 的 MIT 特效，LICENSE 中同时写了两行版权（\"Copyright (c) 2026 Patch\"、\"Copyright (c) 2026 Hugo Duprez\"）。","source":"ai","title":"改编了另一位作者的代码"},{"code":"installs_a_skill_that_runs_commands","severity":"info","evidence":"README：先执行 `/plugin marketplace add patch-gg/pixelfx`，再执行 `/plugin install pixelfx@pixelfx`，或者把 `skills/pixelfx` 复制到 `~/.claude/skills/`。安装后，该技能会让 Claude Code 在你的机器上运行仓库自带的脚本（`tools/new.mjs`、`tools/render.mjs`、`tools/check.mjs`）。","source":"ai","title":"安装一个会运行命令的技能"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["games","image","ai_skills"],"alternativeTo":[{"slug":"aseprite","name":"Aseprite","confirmed":true}],"declaredAlternatives":[],"stars":1421,"downloads":0,"downloadsWeek":0,"downloadsDays":0,"growth":1421,"growthDays":1,"history":[{"date":"2026-10-31","stars":1421}],"firstPublishedAt":"2026-10-31T01:54:33.085Z","commitSha":"fe7103c36d94e02f2d7df7d8f7a341e493837cde","verifiedAt":"2026-10-31T01:38:15.197Z","lastCommitAt":"2026-10-31T08:41:17Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A free collection of 232 pixel art effects for games — fire, explosions, magic, weather — ready to drop in or export.","summary":"pixelfx is a set of 232 pixel art animations (fire, explosions, magic, weather, hits, pickups) written as small pieces of JavaScript instead of drawings. A browser game can import them directly; for Godot, Unity, GameMaker or LÖVE you run a command that writes a sprite sheet PNG plus a JSON description. Any effect can be recoloured with your own palette. It also ships a Claude Code skill so you can ask Claude to find, export or invent effects. It is for people who build games and can run a command; you need Node.js 18 or newer.","easeRationale":"The same on all three systems: install Node.js 18+, fetch the code with `npm i github:patch-gg/pixelfx` or copy the files, then run commands such as `node tools/render.mjs ice/frost-nova --sheet` to get a sprite sheet. The project's own gallery page shows every effect playing in a browser, but to put one in a game you write code or run the export command.","costNote":"MIT, including commercial use; the Patch Pixel font in gallery/fonts is excluded (NOTICE.md).","notVerified":["Whether the 232 effects really look as good as the montage in the README","Whether the exported sprite sheets load without changes in Godot, Unity or Phaser","How much disk the full export to `sheets/` takes, since every effect becomes a PNG","Whether the Claude Code skill produces usable new effects, which also depends on your Claude subscription"]},"zh-Hans":{"summaryShort":"一套免费的 232 个像素风游戏特效：火焰、爆炸、魔法、天气，可直接使用或导出。","summary":"pixelfx 是一套 232 个像素风动画（火焰、爆炸、魔法、天气、打击、拾取物），它们是用小段 JavaScript 写成的，不是手绘图。浏览器游戏可以直接导入；如果用的是 Godot、Unity、GameMaker 或 LÖVE，就运行一条命令，生成一张 PNG 雪碧图加一份 JSON 描述文件。任何特效都可以用你自己的调色板重新上色。它还附带一个 Claude Code 技能，你可以让 Claude 帮你查找、导出或构想特效。这是给会做游戏、能运行命令的人用的；需要 Node.js 18 或更新版本。","easeRationale":"三个系统都一样：安装 Node.js 18+，用 `npm i github:patch-gg/pixelfx` 获取代码，或者直接复制文件，然后运行像 `node tools/render.mjs ice/frost-nova --sheet` 这样的命令来生成雪碧图。项目自己的画廊页面展示了每个特效在浏览器中播放的效果，但要把特效用进游戏里，你需要写代码或运行导出命令。","costNote":"MIT 许可，包括商业用途；gallery/fonts 里的 Patch Pixel 字体不在此范围内（见 NOTICE.md）。","notVerified":["232 个特效是否真的像 README 里的合集展示那样好看。","导出的雪碧图能否在 Godot、Unity 或 Phaser 中不做修改就直接加载。","把全部特效导出到 `sheets/` 要占多少磁盘空间，因为每个特效都会变成一张 PNG。","Claude Code 技能生成的新特效是否真的可用，这也取决于你的 Claude 订阅。"]}}},{"id":"R_kgDOQWgufQ","slug":"pbakaus__impeccable","name":"Impeccable","owner":"pbakaus","fullName":"pbakaus/impeccable","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"hooks_run_outside_model_approval","severity":"attention","evidence":"README.md 的 \"Good to know\"：\"Hooks run outside model approval. In Claude Code, installed command hooks run even when you deny the model's own commands, so the first edit can download the engine. Review installed hooks before unattended runs, or pass `--settings '{\"disableAllHooks\": true}'` to turn them off for a run.\"","source":"ai","title":"钩子（hooks）不经过模型审批就会运行"},{"code":"downloads_a_program_at_run_time","severity":"attention","evidence":"README.md 的 Installation：\"The skill itself runs a self-contained engine binary that ships next to it or downloads once into `~/.impeccable/bin/`.\" package.json 中附带了 `skill/scripts/engine-checksums.txt`，用于这次下载。","source":"ai","title":"使用过程中会下载程序"},{"code":"contacts_the_vendor_even_with_telemetry_off","severity":"attention","evidence":"README.md 的 \"Telemetry\"：\"When a new design starts, the skill fetches a set of visual directions from the impeccable.style catalog. Turning telemetry off doesn't stop that request; it stops the anonymous record of which directions were shown and which one you picked.\" 它还补充说 \"Your project name, files, code, and `PRODUCT.md` are never sent\"，并且可以用 `npx impeccable telemetry off`、`DO_NOT_TRACK=1` 或 `\"telemetry\": false` 关闭这项记录。","source":"ai","title":"即使关闭遥测，也会联系开发方"},{"code":"writes_into_your_coding_tools_settings","severity":"info","evidence":"README.md 的 Installation：\"The installer detects your coding tools, asks whether to install for this project or globally, and offers the design hook where your tool supports one.\" 仓库中为每个受支持的工具都带有一个设置文件夹（.claude/、.cursor/、.codex/、.github/、.gemini/、.grok/、.hermes/ 等）。","source":"ai","title":"会写入你的编程工具的设置"},{"code":"runs_a_project_script_in_your_shell","severity":"info","evidence":"README.md 的 Live mode：\"Applying copy edits runs your `package.json`'s optional `impeccable:manual-edit-validate` script with your permissions, so review it before using live mode in an unfamiliar repo.\"","source":"ai","title":"会在你的 shell 中运行项目脚本"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node","rust"],"disk":{"minMB":19,"maxMB":58,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","design_cad"],"alternativeTo":[],"declaredAlternatives":[],"stars":98291,"downloads":3573185,"downloadsWeek":312464,"downloadsDays":4,"growth":9072,"growthDays":5,"history":[{"date":"2026-10-27","stars":90538},{"date":"2026-10-28","stars":92686},{"date":"2026-10-29","stars":95340},{"date":"2026-10-30","stars":97074},{"date":"2026-10-31","stars":98291}],"firstPublishedAt":"2026-10-27T18:40:28.019Z","commitSha":"5e745ace7e151feb2a93d360d0281fe39448b857","verifiedAt":"2026-10-29T01:43:03.696Z","lastCommitAt":"2026-10-31T18:13:22Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Adds design commands to AI coding tools, plus a checker that flags ugly or broken web pages.","summary":"Impeccable is a pack of design instructions and 24 commands you install inside AI coding assistants such as Claude Code, Cursor, Codex and Copilot. After installing you type things like /impeccable audit or /impeccable polish and the assistant reviews or improves the look of your web pages. It also ships a command-line checker with 62 fixed rules that scans files or a website address with no AI and no key, and a Chrome extension that shows the same findings on any page. It is for people who already build websites with an AI assistant; you need Node installed to run the installer.","easeRationale":"On every system it is the same work: Node 18+ (package.json \"engines\": {\"node\": \">=18.19.0\"}), then `npx impeccable install` in a terminal, then `/impeccable init` inside your AI coding tool before anything happens. There is no installer in the releases, only the engine binaries the skill uses internally.","costNote":"Apache-2.0. The README says the detector needs \"No LLM, no API key\"; the design commands run inside an AI assistant you pay for separately.","notVerified":["Whether the installer and the downloaded engine really work on a normal Windows setup","What the impeccable.style catalog request actually sends and stores, beyond what the README describes","Whether the engine downloaded on first run matches the checksums shipped with the skill","How good the design results are in practice, since the 62 detector rules only check fixed patterns","Whether the hook slows down your coding tool on every file edit"]},"zh-Hans":{"summaryShort":"为AI编程工具添加设计命令,还附带一个能找出丑陋或损坏网页的检查工具。","summary":"Impeccable 是一套设计指令和24个命令,安装在Claude Code、Cursor、Codex和Copilot等AI编程助手里。安装后你输入像/impeccable audit或/impeccable polish这样的命令,助手就会检查或改善你网页的外观。它还附带一个带62条固定规则的命令行检查工具,可以在不使用AI、不需要密钥的情况下扫描文件或网站地址,以及一个Chrome扩展,能在任何页面上显示同样的检查结果。它适合已经在用AI助手搭建网站的人;运行安装程序需要先装好Node。","easeRationale":"在所有系统上步骤都一样:先装Node 18+(package.json中的\"engines\":{\"node\":\">=18.19.0\"}),然后在终端里运行`npx impeccable install`,再在你的AI编程工具里运行`/impeccable init`,之后才能开始使用。发布页里没有安装程序,只有该技能内部使用的引擎二进制文件。","costNote":"采用Apache-2.0许可。README说检测工具\"无需LLM,无需API密钥\";设计命令则运行在你另外付费使用的AI助手里。","notVerified":["安装程序和下载的引擎在普通Windows环境下是否真的能用","除了README描述的内容,impeccable.style目录请求实际发送和存储了什么","首次运行时下载的引擎是否与该技能自带的校验值匹配","由于62条检测规则只检查固定模式,实际设计效果到底有多好","该钩子是否会在每次编辑文件时拖慢你的编程工具"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyODEwMjky","slug":"pbatard__rufus","name":"Rufus","owner":"pbatard","fullName":"pbatard/rufus","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"it_erases_the_drive_you_point_it_at","severity":"attention","evidence":"README 中的第一项功能是 'Format USB, flash card and virtual drives to FAT/FAT32/NTFS/UDF/exFAT/ReFS/ext2/ext3'，项目自称 'The Reliable USB Formatting Utility'。写入镜像或格式化会替换所选驱动器上的全部内容，所以选错驱动器就会毁掉上面的数据。","source":"ai","title":"会清除你所指定的驱动器"},{"code":"can_skip_windows_11_hardware_requirements","severity":"info","evidence":"README 中的功能：'Create Windows 11 installation drives for PCs that don't have TPM or Secure Boot' 以及 'Improve Windows installation experience by automatically setting up OOBE parameters (local account, privacy options, etc.)'。这些是微软放在其安装程序里的检查和设置界面，以这种方式安装的电脑不在微软的支持范围之内。","source":"ai","title":"可以绕过 Windows 11 的硬件要求"},{"code":"downloads_windows_images_from_microsoft","severity":"info","evidence":"README 中的功能：'Download official Microsoft Windows 8, Windows 10 or Windows 11 retail ISOs'。这些文件来自微软，但使用 Windows 仍然需要微软的许可证。","source":"ai","title":"从微软下载 Windows 镜像"},{"code":"no_release_for_four_months_while_code_keeps_moving","severity":"info","evidence":"检查结果：最近一次发布是 2026-06-30，而最近一次提交是 2026-10-28，所以已发布的 4.15 版本比当前代码旧。目前只有 10 个未解决的 issue。","source":"ai","title":"四个月没有发布新版本，代码却一直在更新"}],"platforms":["windows"],"tools":[],"buildTools":[],"disk":{"minMB":5,"maxMB":16,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["system","hardware"],"alternativeTo":[{"slug":"wintousb","name":"WinToUSB","confirmed":true}],"declaredAlternatives":[],"stars":38193,"downloads":272282758,"downloadsWeek":700505,"downloadsDays":5,"growth":65,"growthDays":5,"history":[{"date":"2026-10-26","stars":38128},{"date":"2026-10-27","stars":38139},{"date":"2026-10-28","stars":38147},{"date":"2026-10-29","stars":38163},{"date":"2026-10-30","stars":38176},{"date":"2026-10-31","stars":38193}],"firstPublishedAt":"2026-10-27T01:10:12.671Z","commitSha":"2a8ecf282801668f70945f99eb1f78a979ded5aa","verifiedAt":"2026-10-29T01:45:55.252Z","lastCommitAt":"2026-10-30T11:24:40Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Turns a USB stick into a bootable drive from an ISO file, and formats memory cards and USB drives on Windows.","summary":"Rufus is a small Windows program that writes an ISO or disk image onto a USB stick so you can boot a computer from it, for example to install Windows or a Linux system. It also formats USB sticks and memory cards, checks them for bad blocks and fake capacity, calculates checksums, can download official Microsoft Windows ISO files, and can build Windows To Go drives that run from the stick. It is a single 2 MB file with nothing to install, speaks 38 languages, and is free software under the GPL.","easeRationale":"On Windows you download one file from the release (rufus-4.15.exe, 2 MB, with separate x86 and ARM64 builds) and open it; the README says 'Small footprint. No installation required. Portable.' There are no Mac or Linux builds.","notVerified":["Whether a drive it creates really boots on your particular computer or firmware","Whether the downloaded Windows ISO matches what Microsoft publishes today","Whether the bad-block and fake-capacity checks catch every bad USB stick","What the program does on a machine where you are not an administrator","Real disk use while a large ISO is being written"]},"zh-Hans":{"summaryShort":"把USB闪存盘从ISO文件制作成可启动驱动器,并在Windows上格式化内存卡和USB驱动器。","summary":"Rufus 是一款小巧的Windows程序,能把ISO或磁盘镜像写入USB闪存盘,让你用它启动电脑,比如安装Windows或Linux系统。它还能格式化USB闪存盘和内存卡,检测坏块和虚假容量,计算校验值,可以下载微软官方的Windows ISO文件,还能制作从闪存盘运行的Windows To Go驱动器。它是一个仅2MB的单文件程序,无需安装,支持38种语言,是GPL许可下的自由软件。","easeRationale":"在Windows上,你只需从发布页下载一个文件(rufus-4.15.exe,2MB,分x86和ARM64版本)并打开它;README写道\"Small footprint. No installation required. Portable.\"没有Mac或Linux版本。","notVerified":["它制作的驱动器在你具体的电脑或固件上是否真的能启动","下载的Windows ISO是否与微软今天发布的版本一致","坏块和虚假容量检测是否能发现所有有问题的USB闪存盘","在你不是管理员的电脑上,这个程序会做什么","写入大型ISO时实际占用的磁盘空间"]}}},{"id":"R_kgDOVQrvmA","slug":"pengchujin__aerial-tv","name":"Aerial TV","owner":"pengchujin","fullName":"pengchujin/aerial-tv","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"11天内获得8330个star","source":"check","title":"新仓库却有大量star"},{"code":"needs_powerful_android_permissions","severity":"attention","evidence":"手动安装会授予`android.permission.WRITE_SECURE_SETTINGS`、一个通知监听器（`app.orchard.tv/app.orchard.tv.guard.RevivalListener`）和`SYSTEM_ALERT_WINDOW`，还有一个用于在原生launcher出现时切换回来的无障碍服务；README声明该服务\"只看哪个窗口在前台，不读屏幕内容\"，但这一点在不检查代码的情况下无法确认。","source":"ai","title":"需要强大的Android权限"},{"code":"leaves_adb_debugging_open","severity":"attention","evidence":"文档记录的一行安装命令是`curl -fsSL https://aerial.qust.me/install.sh | KEEP_ADB=1 TV=192.168.1.20 bash`，FAQ解释`KEEP_ADB=1`会让Aerial在待机后重新打开ADB，\"方便以后升级\"，这使得电视的调试端口在本地网络中保持可访问状态。","source":"ai","title":"保持ADB调试处于开放状态"},{"code":"install_script_and_apk_from_owner_website","severity":"info","evidence":"APK和脚本都是从作者自己的域名获取的（`https://aerial.qust.me/download/aerial-standard.apk`、`https://aerial.qust.me/install.sh`、`tools/report.sh`、`tools/selftest.sh`），而不是来自GitHub的release文件，GitHub的release中也没有列出任何二进制文件。","source":"ai","title":"安装脚本和APK来自作者自己的网站"},{"code":"third_party_video_content","severity":"info","evidence":"许可部分写道：\"航拍影片版权归 Apple，由 Apple 的服务器直接播放\"，并说明该项目\"与 Apple、小米、TCL 等公司无关\"。","source":"ai","title":"第三方视频内容"},{"code":"many_tv_models_not_supported","severity":"info","evidence":"项目自己的兼容性表格中用❌标出了几个型号，例如FFALCON 75S78A Plus（\"固件约每分钟清掉无障碍，主页键接管不了\"）和运行Android 13的Skyworth 7T641/75A6E（\"黑屏，或拿不到焦点被系统结束\"），并说明LG webOS、三星Tizen和华为HarmonyOS的屏幕完全不受支持。","source":"ai","title":"许多电视型号不受支持"},{"code":"very_fast_release_pace","severity":"info","evidence":"自该仓库于2026-10-20创建以来，已经有69个GitHub release，v1.74、v1.75和v1.76的日期都是2026-10-31。","source":"ai","title":"发布节奏非常快"}],"platforms":[],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["hardware","system"],"alternativeTo":[{"slug":"projectivy-launcher","name":"Launcher","confirmed":true}],"declaredAlternatives":[],"stars":8325,"downloads":79321,"downloadsWeek":42337,"downloadsDays":6,"growth":3213,"growthDays":6,"history":[{"date":"2026-10-25","stars":5112},{"date":"2026-10-26","stars":6090},{"date":"2026-10-27","stars":6760},{"date":"2026-10-28","stars":7387},{"date":"2026-10-29","stars":7743},{"date":"2026-10-30","stars":8057},{"date":"2026-10-31","stars":8325}],"firstPublishedAt":"2026-10-25T23:19:23.908Z","commitSha":"587a2849c58b27dc5854a18eab3b458e1d072b34","verifiedAt":"2026-11-01T01:41:09.293Z","lastCommitAt":"2026-10-31T11:40:37Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Replaces the ad-heavy home screen of Android TVs with a clean Apple TV-style desktop, folders and aerial screensavers.","summary":"An Android TV home screen for China-market televisions, boxes and projectors (Xiaomi, TCL, Skyworth, Hisense, Sony and others). It shows your apps, folders, HDMI inputs, wallpapers and aerial screensavers instead of the maker's recommendation feed. There is no desktop version: you install an APK on the TV. To make it take over the home button you turn on ADB debugging on the TV and run several commands from a computer; a USB-drive install works but usually leaves the original launcher in charge. Android 5.0+, with a Lite test build for 4.0-4.4.","easeRationale":"It only runs on Android TV, so no desktop platform gets a grade. Getting it to actually replace the home screen is D-level work: unlock developer mode on the TV (the steps differ per brand), turn on ADB, then run commands such as `adb connect`, `adb install -r` and four permission commands from a computer; the README's recommended shortcut is to hand those steps to an AI agent that can run commands for you.","costNote":"MIT license, no paid tier mentioned.","notVerified":["Whether it takes over the home button on your exact TV model and firmware","What the accessibility service and notification listener actually read, since that needs reading the code","Whether the APK on the author's website matches the source in this repository","Whether the TV maker's next firmware update breaks or removes it"]},"zh-Hans":{"summaryShort":"用一个类似Apple TV风格的简洁桌面、文件夹和航拍屏保，取代Android TV上满是广告的主屏幕。","summary":"这是一个面向中国市场电视、盒子和投影仪（小米、TCL、创维、海信、索尼等）的Android TV主屏幕。它展示你的应用、文件夹、HDMI输入、壁纸和航拍屏保，取代厂商的推荐信息流。没有桌面版本：你需要在电视上安装一个APK。要让它接管Home键，需要在电视上开启ADB调试，并从电脑上运行多条命令；用U盘安装也可以，但通常原生launcher仍会保持主导。支持Android 5.0及以上版本，针对4.0-4.4还提供了一个Lite测试版。","easeRationale":"它只能在Android TV上运行，所以没有任何桌面平台会被打分。真正让它取代主屏幕属于D级工作：在电视上解锁开发者模式（不同品牌步骤不同）、打开ADB，然后从电脑上运行诸如`adb connect`、`adb install -r`以及四条权限命令；README推荐的捷径是把这些步骤交给一个能替你运行命令的AI代理来完成。","costNote":"MIT许可证，未提及任何付费档位。","notVerified":["它是否真的能在你具体的电视型号和固件上接管Home键","无障碍服务和通知监听器实际读取了什么内容，这需要查看代码才能确认","作者网站上的APK是否与这个仓库中的源代码一致","电视厂商的下一次固件更新是否会让它失效或被移除"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0ODc2OTI0MQ==","slug":"penpot__penpot","name":"Penpot","owner":"penpot","fullName":"penpot/penpot","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"linux":"D","web":"A"},"risk":"low","signals":[{"code":"no_desktop_app","severity":"info","evidence":"最近三个发布版本（2.18.5、2.18.4、2.18.3）都没有各平台的二进制文件，README 只提供托管服务或 \"Docker, Kubernetes, Elestio or other options\"。它是一个浏览器工具，而不是需要安装的程序。","source":"ai","title":"没有桌面应用"},{"code":"hosted_version_holds_your_files","severity":"info","evidence":"README.md 把位于 design.penpot.app 的 \"our SAAS\" 作为简便途径，所以走这条路时，你的设计保存在该公司（Kaleidos）的服务器上。项目重点推荐的替代方案是自行托管：\"full ownership of your design infrastructure\"。","source":"ai","title":"托管版本会保存你的文件"},{"code":"paid_tier_for_some_features","severity":"info","evidence":"README.md：\"Penpot Enterprise is our paid plan ... Manage teams and access from a centralized Admin Console, configure advanced permissions, and connect your identity provider through SSO\"，云端和自行托管的部署都可使用。","source":"ai","title":"部分功能需要付费套餐"}],"platforms":["web","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":["Penpot access token (only for the API, webhooks and the MCP server)"],"cost":{"model":"freemium"},"license":{"spdx":"MPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["design_cad","development"],"alternativeTo":[{"slug":"figma","name":"Figma","confirmed":true},{"slug":"sketch","name":"Sketch","confirmed":true},{"slug":"miro","name":"Miro","confirmed":false}],"declaredAlternatives":[],"stars":61932,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":262,"growthDays":6,"history":[{"date":"2026-10-25","stars":61670},{"date":"2026-10-26","stars":61720},{"date":"2026-10-27","stars":61758},{"date":"2026-10-28","stars":61801},{"date":"2026-10-29","stars":61845},{"date":"2026-10-30","stars":61887},{"date":"2026-10-31","stars":61932}],"firstPublishedAt":"2026-10-25T23:19:24.784Z","commitSha":"f6f9df9a1a94087ecc9fd30337f908598ada983c","verifiedAt":"2026-10-28T01:40:12.815Z","lastCommitAt":"2026-10-30T14:13:29Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Design and prototype screens in the browser, with real-time teamwork, and keep the files on your own server.","summary":"Penpot is a design and prototyping tool for app and website screens that runs in the browser. Several people can work on the same file at once, and developers can read the SVG, CSS and HTML behind a design, use design tokens, plugins and an API. You can open the company's hosted version with an account, or install it on your own machine or server with Docker, which takes a terminal and some setup. There is a free plan and a paid Enterprise plan for larger organisations.","easeRationale":"The best grade is on the web: the hosted version at design.penpot.app opens in a browser with an account and nothing to install. Running your own copy is grade D, because the documented route is Docker or Kubernetes on a server you set up yourself; none of the 92 releases carries a program file for Windows, Mac or Linux.","costNote":"The software is free and open source (MPL-2.0) and self-hosting costs nothing beyond your server. Penpot Enterprise is a paid plan for admin console, advanced permissions and single sign-on; the price is not in the repository.","notVerified":["How well files from Figma or Sketch really import, and what is lost","The real server size, memory and disk a self-hosted Penpot needs for a team","What the free hosted plan limits (projects, team members, storage)","Whether the browser tool stays smooth on very large design files"]},"zh-Hans":{"summaryShort":"在浏览器里设计和制作界面原型,支持团队实时协作,文件可以保存在你自己的服务器上。","summary":"Penpot 是一款在浏览器中运行的App和网站界面设计与原型制作工具。多人可以同时编辑同一个文件,开发者还能查看设计背后的SVG、CSS和HTML代码,使用设计令牌(design tokens)、插件和API。你可以用账号打开官方提供的托管版本,也可以用Docker把它装在自己的电脑或服务器上,这需要用到终端并做一些配置。它有免费版,也有面向大型组织的付费Enterprise版。","easeRationale":"最好的评级出现在网页端:design.penpot.app 上的托管版本只需用账号登录浏览器打开,不用安装任何东西。自己运行一份评级为D,因为官方文档给出的方式是在自己搭建的服务器上用Docker或Kubernetes部署;92个发布版本里没有一个是面向Windows、Mac或Linux的程序安装包。","costNote":"该软件免费且开源(MPL-2.0),自己搭建服务器运行除了服务器本身没有其他费用。Penpot Enterprise是一个付费套餐,提供管理控制台、高级权限和单点登录;具体价格没有写在代码仓库里。","notVerified":["Figma或Sketch的文件实际导入效果如何,又会丢失哪些内容","团队自行部署的Penpot实际需要多大的服务器配置、内存和磁盘空间","免费托管版有哪些限制(项目数量、团队成员数、存储空间)","在非常大的设计文件下,这个浏览器工具是否还能保持流畅"]}}},{"id":"R_kgDORLtfbQ","slug":"pingdotgg__t3code","name":"T3 Code","owner":"pingdotgg","fullName":"pingdotgg/t3code","type":"needs_setup","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B","web":"C"},"risk":"attention","signals":[{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令将一个远程脚本通过管道传给shell执行：curl -fsSL https://vite.plus | bash","source":"check","title":"curl管道直接传给shell"},{"code":"install_pipes_remote_script_to_shell","severity":"attention","evidence":"README的'Installation'部分：'curl -fsSL https://t3.codes/install.sh | sh'，在Windows上则是'irm https://t3.codes/install.ps1 | iex'——主安装过程会运行一个当时下载的脚本。","source":"ai","title":"安装过程将远程脚本直接传给shell执行"},{"code":"agent_acts_on_your_computer","severity":"attention","evidence":"README：T3 Code 'enables control of the agents on your machine'，还有名为'Permission modes'和'Remote access from a phone or another machine'的文档页面，因此代理会在你电脑上运行命令并修改文件，甚至可以通过手机操作。","source":"ai","title":"代理会在你的电脑上执行操作"},{"code":"remote_control_through_vendor_relay","severity":"attention","evidence":".env.example：'T3CODE_RELAY_URL=https://relay.t3.codes'，加上'Production Clerk instance'的密钥——默认情况下，手机和浏览器端的控制都要经过该项目托管的中继和登录服务，不过文件中提到'infra/relay'可以自行托管。","source":"ai","title":"通过厂商中继服务进行远程控制"},{"code":"early_version_many_open_issues","severity":"attention","evidence":"README的'Some notes'部分：'We are very very early in this project. Expect bugs.'最新标签是v0.1.6，GitHub显示有4048个未解决的issue。","source":"ai","title":"版本非常早期且有大量未解决的issue"},{"code":"telemetry_settings_present","severity":"info","evidence":".env.example中有一段注释掉的配置'Public, ingest-only mobile OpenTelemetry configuration'，包含'T3CODE_MOBILE_OTLP_TRACES_URL=https://api.axiom.co/v1/traces'，因此移动应用可以把使用情况的追踪数据发送到外部服务。","source":"ai","title":"存在遥测设置"}],"platforms":["windows","mac","linux","web"],"tools":["node"],"buildTools":["node"],"disk":{"minMB":277,"maxMB":831,"basis":"installer"},"apiKeys":["An AI coding agent account: Claude Code, Codex, Cursor, Grok Build, OpenCode or Google Antigravity"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","development"],"alternativeTo":[{"slug":"cursor","name":"Cursor","confirmed":true},{"slug":"conductor","name":"Conductor","confirmed":true}],"declaredAlternatives":[],"stars":35651,"downloads":0,"downloadsWeek":0,"downloadsDays":0,"growth":0,"growthDays":0,"history":[],"firstPublishedAt":"2026-11-01T01:56:46.019Z","commitSha":"8b74a69019e3d0f5be62dc118c526669002fc195","verifiedAt":"2026-11-01T01:39:49.389Z","lastCommitAt":"2026-11-01T00:54:29Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Desktop, phone and web control panel for the AI coding agents already on your computer, such as Claude Code or Codex.","summary":"T3 Code is a control panel for AI coding agents that are already installed on your computer. You install the desktop app (Windows, macOS or Linux) or the command-line server, connect a provider such as Claude Code, Codex, Cursor, Grok Build, OpenCode or Google Antigravity, and then start, watch and steer agent sessions from the desktop app, a browser, or the iOS and Android app. It brings no AI model of its own, so you use your own provider account. The README says the project is very early and to expect bugs.","easeRationale":"On Windows, macOS and Linux there are ready installers (.exe, .dmg, .deb, AppImage, winget, Homebrew), and the README says Antigravity needs no command line: you enable it in Settings and sign in with Google, which is one extra step after installing. The other providers are harder, because each needs its own command-line tool and a login command. Using the browser app is a C, because the server still has to be installed and running on your own computer.","costNote":"The app is free. It controls agents you pay for separately (Claude Code, Codex, Cursor, Grok Build, OpenCode); the README says Google Antigravity only needs a Google sign-in.","notVerified":["What the hosted relay at relay.t3.codes sees of your code and agent sessions","Whether the permission modes really stop an agent from running a command you did not approve","Whether each listed provider works in practice, and with which versions","What you end up paying for the provider subscription behind it","Disk and memory use once the desktop app and the providers are installed"]},"zh-Hans":{"summaryShort":"面向已经安装在你电脑上的AI编程代理（如Claude Code或Codex）的桌面、手机和网页控制面板。","summary":"T3 Code是一个面向已安装在你电脑上的AI编程代理的控制面板。你可以安装桌面应用（Windows、macOS或Linux）或命令行服务器，连接一个提供商，例如Claude Code、Codex、Cursor、Grok Build、OpenCode或Google Antigravity，然后通过桌面应用、浏览器，或iOS和Android应用来启动、查看和操控代理会话。它本身不带任何AI模型，所以你需要使用自己的提供商账号。README说该项目处于非常早期的阶段，要做好遇到bug的准备。","easeRationale":"在Windows、macOS和Linux上都有现成的安装程序（.exe、.dmg、.deb、AppImage、winget、Homebrew），README说Antigravity不需要命令行：在Settings中启用并用Google登录即可，这只是安装后多一步的操作。其他提供商更麻烦，因为每一个都需要自己的命令行工具和登录命令。使用浏览器应用是C级，因为服务器仍然需要安装并运行在你自己的电脑上。","costNote":"该应用是免费的。它控制的是你单独付费使用的代理（Claude Code、Codex、Cursor、Grok Build、OpenCode）；README说Google Antigravity只需要用Google账号登录。","notVerified":["托管在relay.t3.codes上的中继服务，能看到你代码和代理会话中的哪些内容","权限模式是否真的能阻止代理运行你未批准的命令","列出的每个提供商在实际使用中是否可用，以及支持哪些版本","最终你要为背后的提供商订阅支付多少费用","安装完桌面应用和各提供商之后的磁盘和内存占用情况"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyMzU4NzEz","slug":"pintaproject__pinta","name":"Pinta","owner":"PintaProject","fullName":"PintaProject/Pinta","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":58,"maxMB":174,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["image"],"alternativeTo":[{"slug":"photoshop","name":"Photoshop","confirmed":false}],"declaredAlternatives":[],"stars":4120,"downloads":1798215,"downloadsWeek":8358,"downloadsDays":6,"growth":9,"growthDays":6,"history":[{"date":"2026-10-25","stars":4111},{"date":"2026-10-26","stars":4112},{"date":"2026-10-27","stars":4115},{"date":"2026-10-28","stars":4115},{"date":"2026-10-29","stars":4115},{"date":"2026-10-30","stars":4117},{"date":"2026-10-31","stars":4120}],"firstPublishedAt":"2026-10-25T23:19:25.641Z","commitSha":"3dc77194b8f8fdbcc83207b0cd559bcd8b1e9f40","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-25T15:00:03Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Draw, crop, resize and touch up pictures with a simple paint program that has layers and effects.","summary":"Pinta is a simple, free drawing and image editing program modeled on Paint.NET. You can draw and paint, crop and resize photos, work with layers, undo many steps and apply effects and color adjustments. It is meant for everyday image edits rather than professional photo work. Ready-made downloads exist for Windows, Mac and Linux. The README says the Windows build is code-signed and that the program does not send information over the network unless you ask it to.","easeRationale":"The latest release has ready Windows installers (Pinta-x86_64.exe and Pinta-arm64.exe), so you download one and open it.","costNote":"MIT license.","notVerified":["How it handles very large images or many layers on your computer","Which file formats beyond the common ones open correctly","Whether the privacy statement in the README matches what the program actually does"]},"zh-Hans":{"summaryShort":"用一款带图层和特效的简易绘图程序来绘画、裁剪、调整大小和修饰图片。","summary":"Pinta 是一款免费、简洁的绘图和图像编辑程序，以 Paint.NET 为蓝本。你可以绘画、裁剪和调整照片大小、使用图层、撤销多步操作，并应用特效和色彩调整。它面向日常的图片编辑，而不是专业摄影后期。它提供适用于 Windows、Mac 和 Linux 的现成下载。README 称 Windows 版本经过代码签名，并且除非你要求，否则程序不会通过网络发送信息。","easeRationale":"最新版本提供现成的 Windows 安装程序（Pinta-x86_64.exe 和 Pinta-arm64.exe），下载其中一个并打开即可。","costNote":"MIT 许可。","notVerified":["在你的电脑上处理超大图片或大量图层时表现如何","除常见格式外，还有哪些文件格式能正常打开","README 中的隐私声明是否与程序的实际行为一致"]}}},{"id":"MDEwOlJlcG9zaXRvcnk1MDU2NTQzMA==","slug":"pnpm__pnpm","name":"pnpm","owner":"pnpm","fullName":"pnpm/pnpm","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"part_of_the_repository_is_not_open_source","severity":"attention","evidence":"README的License部分：\"MIT, except the pnpr/ directory, which is source-available under the PolyForm Shield License 1.0.0\"。pnpr文件夹里是一个包注册服务器（Cargo.toml中列出的pnpr crate）；它的代码可以查看，但PolyForm Shield不是开源许可证，并限制与该项目竞争的使用方式。","source":"ai","title":"仓库的一部分不是开源的"},{"code":"it_downloads_runtimes_and_package_code_by_itself","severity":"attention","evidence":"包管理器会从注册表获取其他人的代码，并在你的机器上运行他们的安装脚本。这个仓库自己的package.json就展示了这种模式：devEngines中声明了\"packageManager\"为pnpm 12.16.1、\"runtime\"为node 26.13.0，两者都带有\"onFail\": \"download\"，所以当缺少这些组件时，工具会自动下载包管理器和Node.js运行时。","source":"ai","title":"自行下载运行时和包代码"},{"code":"two_major_lines_and_an_in_progress_rust_rewrite","severity":"info","evidence":"README提到项目\"Includes pacquet, an experimental port of the CLI written in Rust\"，该仓库的主要语言现在是Rust，并且在2026-10-30同时发布了v12.17.0和v11.28.10。版本12的下载包大小约为22 MB，而版本11约为50 MB，所以在1200个release中，你拿到的程序会因所选版本线而有很大差异。","source":"ai","title":"存在两条主线版本以及正在进行的Rust重写"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node","rust"],"disk":{"minMB":23,"maxMB":69,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[],"declaredAlternatives":[],"stars":36977,"downloads":43328758,"downloadsWeek":1450992,"downloadsDays":5,"growth":48,"growthDays":5,"history":[{"date":"2026-10-26","stars":36929},{"date":"2026-10-27","stars":36934},{"date":"2026-10-28","stars":36948},{"date":"2026-10-29","stars":36957},{"date":"2026-10-30","stars":36970},{"date":"2026-10-31","stars":36977}],"firstPublishedAt":"2026-10-27T01:10:12.674Z","commitSha":"b003905dd9ad40d9e9bacf1be635f7527eb2b907","verifiedAt":"2026-11-01T01:45:49.916Z","lastCommitAt":"2026-10-31T22:16:57Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A faster package manager for JavaScript projects that saves disk space by keeping one copy of each file for all projects.","summary":"pnpm is a command-line package manager for JavaScript and Node.js projects: it installs a project's dependencies, keeps a lock file so everyone gets the same versions, and manages groups of projects in one repository. Instead of copying the same files into every project, it stores each file once and links it, which the project says saves gigabytes and makes installs up to twice as fast. It is for developers; it runs in a terminal on Windows, macOS and Linux, and recent versions can also install Node.js itself.","easeRationale":"Each release has a ready standalone program for Windows (.zip), macOS and Linux (.tar.gz), around 21 to 27 MB, so there is nothing to compile; the extra step is putting it where your terminal can find it, or following the install page at pnpm.io, and from then on everything happens with typed commands inside a code project. Installing it the other common way, through npm, assumes Node.js is already on the machine.","costNote":"Free and MIT-licensed, funded through sponsors on OpenCollective. The pnpr/ folder in the same repository is under a different, non-open-source licence.","notVerified":["Whether installs really are up to twice as fast, which depends on your project, disk and network","How much disk space you save, since that depends on how many projects share the same dependencies","What the packages it installs do once their install scripts run","Disk use of the program itself, estimated at 23 to 69 MB, not counting the shared store it builds","Whether the experimental Rust version behaves the same as the older one on your project"]},"zh-Hans":{"summaryShort":"一个更快的JavaScript项目包管理器，通过为所有项目保留每个文件的单一副本来节省磁盘空间。","summary":"pnpm是一个面向JavaScript和Node.js项目的命令行包管理器：它安装项目的依赖，保留一个锁文件以确保每个人得到相同的版本，并在一个仓库中管理多个项目组。它不会把相同的文件复制到每个项目中，而是只存储每个文件一次并链接它，项目方表示这样可以节省数GB空间，并让安装速度最多提升一倍。它是面向开发者的工具；可以在Windows、macOS和Linux的终端中运行，最近的版本还能自行安装Node.js。","easeRationale":"每个release都有一个现成的独立程序，适用于Windows（.zip）、macOS和Linux（.tar.gz），大小约21到27 MB，因此没有任何需要编译的东西；额外的步骤是把它放到你的终端能找到的位置，或者按照pnpm.io上的安装页面操作，从那以后，一切都通过在代码项目中键入命令来完成。另一种常见的安装方式是通过npm安装，这默认机器上已经装有Node.js。","costNote":"免费且采用MIT许可证，通过OpenCollective上的赞助者获得资金支持。同一仓库中的pnpr/文件夹采用另一种不同的、非开源的许可证。","notVerified":["安装速度是否真的能提升到两倍，这取决于你的项目、磁盘和网络","你能节省多少磁盘空间，这取决于有多少项目共享相同的依赖","它安装的包在运行安装脚本后会做什么","程序本身的磁盘占用，估计为23到69 MB，不包括它建立的共享存储区","实验性的Rust版本在你的项目中是否和旧版本表现一致"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0MTU3OTI0","slug":"qcad__qcad","name":"QCAD","owner":"qcad","fullName":"qcad/qcad","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"multiple_license_files","severity":"info","evidence":"GitHub 将许可证报告为 NOASSERTION。顶层目录有 LICENSE.txt、gpl-3.0.txt、gpl-3.0-exceptions.txt、lgpl.txt 和 cc-by-3.0.txt，README 称脚本扩展和 C++ 插件 \"are released under their respective licenses\"。","source":"ai","title":"有多个许可证文件"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"NOASSERTION","category":"other","detectedFrom":"github"},"categories":["design_cad"],"alternativeTo":[{"slug":"autocad","name":"AutoCAD","confirmed":true}],"declaredAlternatives":[],"stars":1919,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":7,"growthDays":6,"history":[{"date":"2026-10-25","stars":1912},{"date":"2026-10-26","stars":1914},{"date":"2026-10-27","stars":1914},{"date":"2026-10-28","stars":1915},{"date":"2026-10-29","stars":1917},{"date":"2026-10-30","stars":1917},{"date":"2026-10-31","stars":1919}],"firstPublishedAt":"2026-10-25T23:32:51.327Z","commitSha":"e6a6bcf770f3f707b111d0cd62a76f0a2cd1a5c2","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-29T16:33:36Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Draw 2D technical plans such as floor plans, machine parts and diagrams, and save them as DXF files.","summary":"QCAD is a 2D drawing program (CAD) for technical drawings such as building plans, interiors, mechanical parts, schematics and diagrams. It works with DXF files; opening DWG files needs a separate proprietary plugin. It is for hobbyists, students and professionals who need precise 2D drawings, and it runs on Windows, macOS and Linux. This GitHub repository holds only the source code, but the official site qcad.org offers a ready Windows installer for the free QCAD Community Edition.","easeRationale":"qcad.org offers a ready Windows installer for the free QCAD Community Edition that you download and open; the compiling instructions linked in the README are only for developers.","costNote":"QCAD Community Edition and the QCAD 3 source code are free under GPLv3. DWG support comes from a proprietary plugin; the package does not state its price.","notVerified":["The Windows installer on qcad.org itself: it is not on GitHub or in winget, so Radar could not check its size, contents or disk use.","How the free Community Edition differs from any paid edition offered on qcad.org.","The price and terms of the proprietary DWG plugin.","Which license covers each add-on or plugin."]},"zh-Hans":{"summaryShort":"绘制 2D 技术图纸，如平面图、机械零件和示意图，并保存为 DXF 文件。","summary":"QCAD 是一款 2D 绘图（CAD）程序，用于建筑平面图、室内设计、机械零件、原理图和示意图等技术图纸。它使用 DXF 文件；打开 DWG 文件需要单独的专有插件。适合需要精确 2D 图纸的爱好者、学生和专业人士，可在 Windows、macOS 和 Linux 上运行。这个 GitHub 仓库只有源代码，但官方网站 qcad.org 提供免费 QCAD Community Edition 的现成 Windows 安装程序。","easeRationale":"qcad.org 提供免费 QCAD Community Edition 的现成 Windows 安装程序，下载后打开即可；README 中链接的编译说明只面向开发者。","costNote":"QCAD Community Edition 和 QCAD 3 源代码基于 GPLv3 免费提供。DWG 支持来自专有插件；资料中未说明其价格。","notVerified":["qcad.org 上的 Windows 安装程序本身：它不在 GitHub 或 winget 上，因此 Radar 无法检查其大小、内容或磁盘占用。","免费的 Community Edition 与 qcad.org 可能提供的付费版本有何区别。","专有 DWG 插件的价格和条款。","每个插件或扩展适用哪种许可证。"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0MDUzOTAwNQ==","slug":"rawtherapee__rawtherapee","name":"RawTherapee","owner":"RawTherapee","fullName":"RawTherapee/RawTherapee","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":45,"maxMB":135,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["image"],"alternativeTo":[{"slug":"lightroom","name":"Lightroom","confirmed":true},{"slug":"adobe-camera-raw","name":"Camera Raw","confirmed":true},{"slug":"capture-one","name":"Capture One","confirmed":true}],"declaredAlternatives":[],"stars":4260,"downloads":208424,"downloadsWeek":11257,"downloadsDays":6,"growth":9,"growthDays":6,"history":[{"date":"2026-10-25","stars":4251},{"date":"2026-10-26","stars":4253},{"date":"2026-10-27","stars":4255},{"date":"2026-10-28","stars":4256},{"date":"2026-10-29","stars":4257},{"date":"2026-10-30","stars":4259},{"date":"2026-10-31","stars":4260}],"firstPublishedAt":"2026-10-25T23:19:26.533Z","commitSha":"b2ee504c47e5e6d5e054395aa12bf1fe43bd1c3c","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-13T05:36:55Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Turn RAW photos from your digital camera into finished pictures, with fine control over color, light and detail.","summary":"RawTherapee is a desktop program for developing RAW photo files from digital cameras, and it also edits JPEG, TIFF and PNG images. It offers detailed controls for exposure, color, sharpness, noise and lens fixes, and keeps your original files unchanged. It is for photography enthusiasts and semi-professionals who are willing to learn; the project says it does not try to be an all-in-one tool and lacks photo-library management and printing. Windows (including Windows on Arm), macOS and Linux have ready downloads; the Windows installer is about 45 MB.","easeRationale":"The 5.13 release includes a ready Windows installer (RawTherapee_5.13_win64_x86_64_release.exe, about 45 MB) and a Windows on Arm version, so you download it and run it.","notVerified":["Whether RAW files from your specific camera are supported well.","How fast editing and export are on an average computer with large RAW files.","How steep the learning curve is for someone new to RAW editing."]},"zh-Hans":{"summaryShort":"把数码相机的 RAW 照片处理成成品图片，可精细控制色彩、光线和细节。","summary":"RawTherapee 是一款用于处理数码相机 RAW 照片文件的桌面程序，也能编辑 JPEG、TIFF 和 PNG 图像。它提供曝光、色彩、锐度、降噪和镜头校正等精细控制，并保持原始文件不变。它面向愿意学习的摄影爱好者和半专业人士；项目自称不想做成一体化工具，缺少照片库管理和打印功能。Windows（包括 Windows on Arm）、macOS 和 Linux 都有现成的下载；Windows 安装程序约 45 MB。","easeRationale":"5.13 版本包含现成的 Windows 安装程序（RawTherapee_5.13_win64_x86_64_release.exe，约 45 MB）和 Windows on Arm 版本，下载后运行即可。","notVerified":["你所用相机的 RAW 文件是否得到良好支持。","在普通电脑上处理大尺寸 RAW 文件时，编辑和导出的速度如何。","对刚接触 RAW 编辑的人来说，学习曲线有多陡。"]}}},{"id":"R_kgDOVVhSrQ","slug":"rddmwmddr__android-ad-cleaner","name":"Android Ad Cleaner","owner":"rddmwmddr","fullName":"rddmwmddr/android-ad-cleaner","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"6 天内获得 5069 个星标","source":"check","title":"仓库很新但星标很多"},{"code":"very_new_repository_growing_fast","severity":"attention","evidence":"创建于 2026-10-24，最近一次推送是 2026-10-30，在这段时间里获得了 5069 个星标、462 个 fork、130 个 open issue 和 11 个发行版。版本号仍停留在 0.2.x。","source":"ai","title":"仓库非常新，增长很快"},{"code":"requires_usb_debugging","severity":"attention","evidence":"使用时需要在手机上打开开发者模式和 USB 调试（docs/00-打开开发者模式.md），这会在开启期间降低手机自身的防护。工具在最后一步提供重新关闭它的选项：\"python3 tool/run.py -s <序列号> dev-off --yes # 从电脑关闭开发者模式\"。","source":"ai","title":"需要 usb 调试"},{"code":"suspends_vendor_ad_packages","severity":"attention","evidence":"README 表格：\"广告组件 | com.opos.ads、com.miui.systemAdSolution 等 | pm suspend 挂起，要机主同意\"——它会挂起厂商的广告组件（需要机主同意，并可通过一条命令恢复），所以厂商软件的一部分会停止按出厂状态运行。","source":"ai","title":"挂起厂商的广告组件"},{"code":"device_support_varies_and_partly_unverified","severity":"info","evidence":"已测试机型表格中有多项标记为尚未验证，例如 \"OPPO | Find X9 Ultra（PMA120） | ColorOS 16.0.10 | ❌ 页面和 N6 不同，待补\" 和 \"魅族 21 Pro ... ⚠️ 从开启状态自动关闭待验证\"。README 还提到设置页面在不同系统版本间会变化，入口缺失的步骤会被跳过。","source":"ai","title":"各机型支持情况不同，部分尚未验证"},{"code":"sends_diagnostics_with_feedback","severity":"info","evidence":"README：客户端的反馈按钮 \"会自动附上客户端版本、手机型号、系统版本和最近的日志（序列号已替换，不含应用列表和通知内容）\"，0.2.9 发行说明还链接到 docs/12-错误日志上报.md 介绍错误日志上报。","source":"ai","title":"随反馈一起发送诊断信息"},{"code":"no_automatic_updates","severity":"info","evidence":"v0.2.9 的 README：\"旧版不会自动更新，0.2.7 起的客户端左下角会提示新版；请重新下载\"——旧版本不会自己更新，需要手动下载新版本。","source":"ai","title":"不会自动更新"}],"platforms":["windows","mac"],"tools":[],"buildTools":["python"],"disk":{"minMB":29,"maxMB":87,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["hardware","system","automation"],"alternativeTo":[],"declaredAlternatives":[],"stars":5365,"downloads":77014,"downloadsWeek":34669,"downloadsDays":4,"growth":5365,"growthDays":7,"history":[{"date":"2026-10-27","stars":3313},{"date":"2026-10-28","stars":4299},{"date":"2026-10-29","stars":4733},{"date":"2026-10-30","stars":5064},{"date":"2026-10-31","stars":5365}],"firstPublishedAt":"2026-10-27T18:40:28.027Z","commitSha":"564f574029431f09e67e1b4d0c572147a3909a83","verifiedAt":"2026-10-31T02:00:30.454Z","lastCommitAt":"2026-10-31T18:00:13Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Desktop app that connects to a Chinese-brand Android phone by cable and switches off system ads and marketing pushes.","summary":"Android Ad Cleaner is a Mac and Windows app for Chinese-brand Android phones (HyperOS, ColorOS, OriginOS, MagicOS and others). You plug the phone in by cable, it detects the model, then flips the phone's own settings to turn off personalised ads, ad tracking, trending searches, news feeds, store promotions and marketing notifications, while keeping order, delivery and weather alerts. No root and no reflashing, and changes can be undone. You first switch on developer mode and USB debugging on the phone. There is also a Python command line. The app and the documentation are in Chinese.","easeRationale":"Best on Mac: AndroidAdCleaner-0.2.9-mac-arm64.dmg (with AndroidAdCleaner-0.2.9-mac-intel.dmg for Intel Macs) is described in the README as signed and notarised by Apple, so it opens with a double click, and you need neither Python nor an AI tool — only a cable and one extra step on the phone, turning on developer mode and USB debugging. Windows works the same way with AndroidAdCleaner-0.2.9-windows-setup.exe or the portable zip, but the README warns that Windows shows \"Windows protected your PC\", so you must click \"More info\" and \"Run anyway\".","costNote":"Free and open source under the MIT licence, with ready installers in the releases.","notVerified":["Whether it works on your exact phone model and system version: the README's own table shows some scripts still waiting for verification.","Whether the automatic screen reading taps only the intended switches on a phone that is not in the table.","Whether the undo steps put everything back, and whether a system update brings the ads back.","What the error-log reporting actually sends to the developer.","The real disk space used: the checks estimate 29 to 87 MB for the installers.","Whether suspending the vendor ad packages affects other features of the phone over time."]},"zh-Hans":{"summaryShort":"桌面应用，通过数据线连接国产品牌 Android 手机，关闭系统广告和营销推送。","summary":"Android Ad Cleaner 是一款面向国产品牌 Android 手机（HyperOS、ColorOS、OriginOS、MagicOS 等）的 Mac 和 Windows 应用。用数据线连接手机后，它会识别机型，然后修改手机自身的设置，关闭个性化广告、广告追踪、热搜、资讯推送、商店促销和营销通知，同时保留订单、物流和天气提醒。不需要 root，也不需要刷机，改动都可以撤销。使用前要先在手机上打开开发者模式和 USB 调试。还提供一个 Python 命令行工具。应用和文档都是中文的。","easeRationale":"在 Mac 上体验最好：README 说 AndroidAdCleaner-0.2.9-mac-arm64.dmg（Intel Mac 用 AndroidAdCleaner-0.2.9-mac-intel.dmg）经过 Apple 签名和公证，双击就能打开，既不需要 Python 也不需要 AI 工具——只要一根数据线，外加在手机上多做一步：打开开发者模式和 USB 调试。Windows 用 AndroidAdCleaner-0.2.9-windows-setup.exe 或便携版 zip 同样方便，但 README 提醒 Windows 会显示“Windows 已保护你的电脑”，需要点击“更多信息”再点击“仍要运行”。","costNote":"免费开源，MIT 许可，发行版里有现成的安装包。","notVerified":["是否适用于你具体的手机型号和系统版本：README 自带的表格显示有些脚本还在等待验证。","在表格之外的手机上，自动读屏操作是否只点到预期的开关。","撤销步骤是否能把一切还原，系统更新后广告是否会卷土重来。","错误日志上报到底把什么发给了开发者。","实际占用的磁盘空间：检测估算安装包为 29 到 87 MB。","挂起厂商的广告组件是否会长期影响手机的其他功能。"]}}},{"id":"R_kgDOU0THuw","slug":"rehan-remade__universal-modder","name":"Universal Modder","owner":"rehan-remade","fullName":"rehan-remade/universal-modder","type":"dev_tool","status":"active","grade":"D","easeByPlatform":{"windows":"D"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"26 天内获得 9019 个星标","source":"check","title":"新仓库，星标很多"},{"code":"reverse_engineering_and_input_control","severity":"attention","evidence":"README.md：逆向工程 skill 使用 \"ILSpy / Cpp2IL / Vineflower / Ghidra and IDA over MCP / Cheat Engine / Frida / RenderDoc\"，`um win drive` 会向游戏发送输入；README 称它 \"asks before driving your mouse and keyboard, installing loaders into game folders\"。","source":"ai","title":"逆向工程与输入控制"},{"code":"game_terms_may_forbid_modding","severity":"info","evidence":"README.md 面向 GTA V、Halo 和 Elden Ring 等游戏，并称 \"It refuses to inject into online games with anti-cheat... or bypass anti-cheat, DRM or ownership checks\"；但修改游戏仍可能违反游戏自身的条款。","source":"ai","title":"游戏条款可能禁止改装（mod）"},{"code":"powershell_with_embedded_code","severity":"info","evidence":"README.md：\"Two no-build Windows tools ship inside the package (`um/ps1/`): WinDrive input and ProcLoopback game-only audio, both PowerShell with embedded C#.\"","source":"ai","title":"PowerShell 中内嵌代码"},{"code":"plugin_hook_changes_path","severity":"info","evidence":"README.md：\"The Claude Code plugin puts it on PATH (its SessionStart hook)\"。","source":"ai","title":"插件的 hook 会修改 PATH"}],"platforms":["windows","linux"],"tools":["python","ffmpeg","other"],"buildTools":["python","ffmpeg"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":["AI coding assistant (Claude Code, Codex, Cursor, Gemini CLI or similar)","fal","Sprixen","Voidless"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","games","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":9289,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":269,"growthDays":5,"history":[{"date":"2026-10-26","stars":9020},{"date":"2026-10-27","stars":9089},{"date":"2026-10-28","stars":9154},{"date":"2026-10-29","stars":9197},{"date":"2026-10-30","stars":9248},{"date":"2026-10-31","stars":9289}],"firstPublishedAt":"2026-10-27T01:10:12.675Z","commitSha":"c1dff21663665dd17af289744a301b66e369605e","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-30T02:28:42Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Add-on that lets an AI coding assistant build mods for PC games you own, including new art, 3D models and sound.","summary":"Universal Modder is a set of instructions, tools and notes for AI coding assistants such as Claude Code, Codex or Cursor. You ask the assistant to mod a PC game you own, and it identifies the game engine, reads the game's code, writes the mod, makes art and sound with the paid fal service, tests it in the running game and records a video. It is for gamers and modders comfortable with a terminal. You need an AI coding assistant, Git, Python 3.10+ and FFmpeg; Blender is needed for 3D renders. The README says it refuses to bypass anti-cheat, DRM or ownership checks.","easeRationale":"There is no installer: you add it as a plugin inside an AI coding assistant, install the `um` tool with uv or pipx, and need Git, Python, FFmpeg and optionally Blender.","costNote":"The toolkit is free (MIT); the coding assistant and asset services (fal, Sprixen, Voidless) are paid separately. A local ComfyUI server can make images without a key.","notVerified":["Whether a given game can actually be modded this way, and how many attempts it takes.","Real cost in AI assistant usage and fal credits for one mod.","What the PowerShell tools with embedded C# do on your system.","Whether a mod could break a game install or save files despite the backup step.","Whether modding a specific game breaks that game's terms of use."]},"zh-Hans":{"summaryShort":"一个插件，让 AI 编程助手为你拥有的 PC 游戏制作模组，包括新的美术、3D 模型和音效。","summary":"Universal Modder 是一套面向 Claude Code、Codex、Cursor 等 AI 编程助手的说明、工具和笔记。你让助手为你拥有的某款 PC 游戏制作模组，它会识别游戏引擎、阅读游戏代码、编写模组，用付费的 fal 服务生成美术和音效，在运行中的游戏里测试，并录制视频。它适合习惯使用终端的玩家和模组作者。你需要一个 AI 编程助手、Git、Python 3.10+ 和 FFmpeg；3D 渲染还需要 Blender。README 称它会拒绝绕过反作弊、DRM 或所有权验证。","easeRationale":"没有安装程序：你要把它作为插件添加到 AI 编程助手中，用 uv 或 pipx 安装 `um` 工具，还需要 Git、Python、FFmpeg，以及可选的 Blender。","costNote":"该工具包免费（MIT）；编程助手和素材服务（fal、Sprixen、Voidless）需另外付费。本地 ComfyUI 服务器无需密钥即可生成图片。","notVerified":["某款游戏是否真的能用这种方式制作模组，以及需要尝试多少次。","制作一个模组实际需要花费多少 AI 助手用量和 fal 额度。","内嵌 C# 的 PowerShell 工具会在你的系统上做什么。","尽管有备份步骤，模组是否仍可能损坏游戏安装或存档文件。","为某款游戏制作模组是否违反该游戏的使用条款。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxOTIwNTg5Ng==","slug":"restic__restic","name":"restic","owner":"restic","fullName":"restic/restic","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"lost_password_means_lost_backup","severity":"attention","evidence":"README自己的快速入门部分写道：\"Please note that knowledge of your password is required to access the repository. Losing your password means that your data is irrecoverably lost.\"如果忘记密码，没有任何恢复途径。","source":"ai","title":"丢失密码就意味着丢失备份"},{"code":"reproducible_release_builds","severity":"info","evidence":"README：\"The binaries released with each restic version starting at 0.6.1 are reproducible, which means that you can reproduce a byte identical version from the source code for that release\"，具体说明在项目的builder仓库中。","source":"ai","title":"可复现的发行版构建"},{"code":"release_older_than_last_commit","severity":"info","evidence":"最新的发行版v0.19.1发布于2026-07-05，而最后一次提交是在2026-10-18，所以7月以来的修复只存在于源代码中，并未包含在可下载的二进制文件里。","source":"ai","title":"发行版比最新提交更旧"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["go"],"disk":{"minMB":11,"maxMB":32,"basis":"installer"},"apiKeys":["Amazon S3 or S3-compatible storage","Backblaze B2","Microsoft Azure Blob Storage","Google Cloud Storage"],"cost":{"model":"free"},"license":{"spdx":"BSD-2-Clause","category":"permissive","detectedFrom":"github"},"categories":["system"],"alternativeTo":[{"slug":"arq-backup","name":"Arq Backup","confirmed":true},{"slug":"dropbox","name":"Dropbox","confirmed":true}],"declaredAlternatives":[],"stars":36911,"downloads":36725596,"downloadsWeek":238807,"downloadsDays":5,"growth":92,"growthDays":5,"history":[{"date":"2026-10-26","stars":36819},{"date":"2026-10-27","stars":36847},{"date":"2026-10-28","stars":36863},{"date":"2026-10-29","stars":36882},{"date":"2026-10-30","stars":36892},{"date":"2026-10-31","stars":36911}],"firstPublishedAt":"2026-10-27T01:10:12.676Z","commitSha":"dd09b6bd01af220b1d5d95c0d4d7d472e05e05c4","verifiedAt":"2026-11-01T01:43:07.726Z","lastCommitAt":"2026-10-18T14:23:55Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Backs up your files, encrypted and without storing the same data twice, to a disk, a server or cloud storage.","summary":"restic is a backup program you run from the terminal. It creates an encrypted \"repository\" on a local disk, an SSH server, Amazon S3, Backblaze B2, Azure, Google Cloud Storage or anything rclone reaches, then saves snapshots of your folders; repeated data is stored only once, so later backups are small. You can list snapshots, restore files or mount a backup as a folder to browse it. One ready binary of about 10 MB per system, no other software needed.","easeRationale":"Equal on the three platforms: each release has a single ready binary (restic_0.19.1_windows_amd64.zip, _darwin_arm64.bz2, _linux_amd64.bz2) with nothing else to install, but there is no window or buttons — you type commands such as `restic init --repo` and `restic backup ~/work` and set a password. Scheduling it to run every day is up to you.","costNote":"BSD 2-Clause, free. You still pay whatever the storage costs if you back up to a cloud service.","notVerified":["Whether a restore brings back everything on your own system, especially Windows permissions and special files","How long a first backup takes and how much space it uses with your data","What a cloud provider will charge for the storage and the transfers","Whether the encryption holds up to review, which needs a security audit"]},"zh-Hans":{"summaryShort":"将你的文件加密备份到磁盘、服务器或云存储，且不会重复存储相同的数据。","summary":"restic是一个从终端运行的备份程序。它会在本地磁盘、SSH服务器、Amazon S3、Backblaze B2、Azure、Google Cloud Storage或任何rclone能访问的地方创建一个加密的\"仓库\"，然后保存你文件夹的快照；重复的数据只存储一次，因此之后的备份体积很小。你可以列出快照、恢复文件，或把一个备份挂载为文件夹来浏览。每个系统只有一个约10 MB的现成二进制文件，不需要其他软件。","easeRationale":"三个平台表现一致：每个release都有一个现成的独立二进制文件（restic_0.19.1_windows_amd64.zip、_darwin_arm64.bz2、_linux_amd64.bz2），不需要安装其他任何东西，但没有窗口也没有按钮——你要输入诸如`restic init --repo`和`restic backup ~/work`这样的命令，并设置一个密码。要让它每天自动运行，需要你自己来设置计划任务。","costNote":"BSD 2-Clause许可证，免费。如果你备份到云服务，仍然需要支付相应的存储费用。","notVerified":["恢复操作能否找回你系统上的所有内容，尤其是Windows的权限和特殊文件","首次备份需要多长时间，以及用你的数据会占用多少空间","云服务商会为存储和传输收取多少费用","这套加密方案是否经得起检验，这需要专门的审计来确认"]}}},{"id":"R_kgDOVMk9fQ","slug":"revivedx__savagewindrecomp","name":"SavageWindRecomp","owner":"Revivedx","fullName":"Revivedx/SavageWindRecomp","type":"needs_setup","status":"alert","grade":"C","easeByPlatform":{"windows":"C"},"risk":"high","signals":[{"code":"needs_game_files_you_dump_yourself","severity":"attention","evidence":"README：\"Savage Wind Recomp needs your own legally obtained copy of the game, updated to version 1.9.0, dumped from your own Nintendo Switch\"，以及\"Dumping a game you own for personal use is legal in some countries and not in others; that is your responsibility.\"该项目不提供任何游戏文件、密钥或转储工具。","source":"ai","title":"需要你自己转储的游戏文件"},{"code":"unofficial_nintendo_fan_project","severity":"attention","evidence":"README的\"Respect copyright\"部分：\"This is a fan project. It is not affiliated with, endorsed by or sponsored by Nintendo.\"你生成的构建包含任天堂的代码，\"for your own use only: don't share them, upload them or ship them.\"","source":"ai","title":"非官方的任天堂同人项目"},{"code":"written_almost_entirely_by_ai","severity":"info","evidence":"README的第一条说明：\"This project is made almost entirely with AI. Nearly all of the code, tooling, reverse engineering and documentation here is written by an AI (Anthropic's Claude, through Claude Code), directed, tested and reviewed by a human.\"","source":"ai","title":"几乎完全由AI编写"},{"code":"alpha_only_opening_played","severity":"attention","evidence":"README警告：\"Nobody has played past the Great Plateau on Savage Wind yet, so expect bugs or crashes further on. This is an alpha, a preview for testers.\"状态表显示\"Tested in game\"为50%，DLC和mod为0%。","source":"ai","title":"仅测试过开场的alpha版本"},{"code":"possible_illegal_use","severity":"high","evidence":"主要用途依赖于从主机提取的文件，生成的程序包含任天堂的代码。README：\"Savage Wind Recomp needs your own legally obtained copy of the game, updated to version 1.9.0, dumped from your own Nintendo Switch\"；\"Follow the copyright laws of your country. Dumping a game you own for personal use is legal in some countries and not in others; that is your responsibility.\"；\"The game code you generate and the build made from it contain Nintendo's code. They are for your own use only: don't share them, upload them or ship them.\"","source":"ai","title":"可能存在的违法使用"}],"platforms":["windows","linux"],"tools":[],"buildTools":["ffmpeg"],"disk":{"minMB":86,"maxMB":258,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["games"],"alternativeTo":[],"declaredAlternatives":[],"stars":2561,"downloads":65662,"downloadsWeek":23612,"downloadsDays":4,"growth":475,"growthDays":4,"history":[{"date":"2026-10-27","stars":2086},{"date":"2026-10-28","stars":2218},{"date":"2026-10-29","stars":2315},{"date":"2026-10-30","stars":2431},{"date":"2026-10-31","stars":2561}],"firstPublishedAt":"2026-10-27T18:40:28.036Z","commitSha":"d71294213781a982f13004518d91d4e37d228764","verifiedAt":"2026-10-27T18:35:21.886Z","lastCommitAt":"2026-11-01T00:19:05Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Turns your own dumped copy of Zelda: Breath of the Wild into a Windows or Linux program running at 60 fps.","summary":"Savage Wind Recomp rebuilds The Legend of Zelda: Breath of the Wild (Switch version 1.9.0) as a native Windows or Linux program, with PC graphics options, keyboard and mouse, any controller and 60 fps or more. No game files come with it: you supply a copy you extracted yourself from your own Switch, and the program rebuilds the game code on your PC once, about 15 minutes, 35 GB of free space and a Vulkan 1.3 graphics card. It is an early alpha: only the opening and the Great Plateau have been played through. Dumping a game you own is allowed in some countries and not in others.","easeRationale":"The Windows release is a zip you extract and run with nothing to install, but it only starts once you point it at game files you extracted from your own console, and the first run rebuilds the game code on your machine, about 15 minutes with 12 threads, 35 GB of free space and a GPU with Vulkan 1.3.","costNote":"The program is free. You need the game itself, bought on a Nintendo Switch and extracted by you; the project supplies no game files, keys or dumping tools.","notVerified":["How far the game really plays past the Great Plateau on your own machine.","How long the one-time build takes on a CPU with fewer threads or without AVX2, where it runs in a slower compatible mode.","Whether the ARM AppImage works at all: the README says it has never run on real ARM hardware.","Whether the released zip matches the code in the repository, since the binaries are built by the project."]},"zh-Hans":{"summaryShort":"把你自己提取的《塞尔达传说:旷野之息》副本变成一个在Windows或Linux上以60帧运行的程序。","summary":"Savage Wind Recomp 将《塞尔达传说:旷野之息》(Switch 1.9.0版本)重建为可在Windows或Linux上原生运行的程序,支持PC画面选项、键盘鼠标、任意手柄,帧率可达60帧或更高。它不附带任何游戏文件:你需要自己从自己的Switch上提取一份游戏拷贝,程序会在你的电脑上把游戏代码重新编译一次,大约15分钟,需要35GB空闲空间和一块支持Vulkan 1.3的显卡。目前是早期alpha版本:只有开场和初始高地部分被完整通关测试过。提取自己拥有的游戏在一些国家是合法的,在另一些国家则不是。","easeRationale":"Windows版本是一个压缩包,解压后直接运行,无需安装任何东西,但只有在你指定从自己主机提取的游戏文件后才能启动,首次运行会在你的电脑上重新编译游戏代码,使用12线程大约需要15分钟,还需要35GB空闲空间和一块支持Vulkan 1.3的显卡。","notVerified":["在你自己的设备上,游戏在初始高地之后到底能玩到多远。","在线程数较少或不支持AVX2的CPU上,一次性编译需要多长时间,此时会以较慢的兼容模式运行。","ARM版AppImage是否真的能用:README说它从未在真实ARM硬件上运行过。","发布的压缩包是否与仓库中的代码一致,因为二进制文件是由项目方自行编译的。"]}}},{"id":"R_kgDOUd-wKA","slug":"robbietilton__compositor","name":"Compositor","owner":"robbietilton","fullName":"robbietilton/Compositor","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"mac":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"41 天内获得 18067 个星标","source":"check","title":"新仓库，星标很多"},{"code":"needs_newest_macos_and_apple_silicon","severity":"attention","evidence":"README.md 的 Requirements 部分：\"macOS 26.0 or later on a Mac with Apple silicon\"。Intel 芯片的 Mac 和较旧版本的 macOS 完全无法运行它。","source":"ai","title":"需要最新的 macOS 和 Apple 芯片"},{"code":"single_maintainer","severity":"info","evidence":"README.md 关于翻译的说明：\"It's maintained by one person, every new string would need translating from then on\"。该应用只有英文版，不接受本地化的 pull request。","source":"ai","title":"只有一位维护者"},{"code":"very_fast_release_cadence","severity":"info","evidence":"从仓库创建的 2026-09-16 到 2026-10-27 共发布了 58 个版本，其中三个（v1.5.10 至 v1.5.12）出现在两天之内。该应用会自动更新，所以改动很快就会到你手上，无论是否经过测试。","source":"ai","title":"发布节奏非常快"},{"code":"unofficial_ports_for_other_systems","severity":"info","evidence":"README.md 列出了由其他人制作的 Windows 和 Linux 移植版，并说：\"These unofficial ports are made by others, not reviewed or supported by me\"。这些下载来自本项目无法控制的仓库。","source":"ai","title":"面向其他系统的非官方移植版"}],"platforms":["mac"],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["image"],"alternativeTo":[{"slug":"photoshop","name":"Photoshop","confirmed":true},{"slug":"pixelmator-pro","name":"Pixelmator Pro","confirmed":true},{"slug":"adobe-camera-raw","name":"Camera Raw","confirmed":true},{"slug":"lightroom","name":"Lightroom","confirmed":true}],"declaredAlternatives":[],"stars":18280,"downloads":116236,"downloadsWeek":6662,"downloadsDays":5,"growth":330,"growthDays":5,"history":[{"date":"2026-10-26","stars":17950},{"date":"2026-10-27","stars":18065},{"date":"2026-10-28","stars":18126},{"date":"2026-10-29","stars":18176},{"date":"2026-10-30","stars":18225},{"date":"2026-10-31","stars":18280}],"firstPublishedAt":"2026-10-27T01:10:12.677Z","commitSha":"26922f88b8b728875477bd8402f7aca28918bdef","verifiedAt":"2026-10-28T01:40:43.783Z","lastCommitAt":"2026-10-31T23:24:14Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A free Mac image editor with layers, masks, selections and filters, built to work like Photoshop.","summary":"Compositor is a free image editor for Mac, written to feel like Photoshop: layers and folders, layer masks, adjustment and filter layers, selections with Select Subject and content-aware fill, brush and clone tools, a camera raw panel and the same keyboard shortcuts. It opens JPEG, PNG, HEIC, TIFF, WebP, SVG, PDF, animated GIF, camera RAW and Photoshop PSD or PSB files, and exports PNG, JPEG, PDF and GIF. You download a signed 8 MB installer. It needs macOS 26 or later on an Apple silicon Mac, and it is English only.","easeRationale":"Grade A on Mac: every release ships a ready Compositor.dmg (8 MB) that the README says is signed and notarized and updates itself, and there is also a Homebrew cask. It runs nowhere else, as the author states: \"Compositor is macOS only\".","costNote":"Free and open source (MIT), with no account and no paid tier mentioned.","notVerified":["Whether the ready .dmg was built from the source code in this repository","How faithfully Photoshop files open, beyond the stated limits (8-bit RGB only, no CMYK, some vectors and vertical text become pixels)","How it behaves with very large documents and how much memory and disk it uses","Whether the pace of releases brings new problems, since the app updates itself"]},"zh-Hans":{"summaryShort":"一款免费的Mac图像编辑器,带图层、蒙版、选区和滤镜,使用方式仿照Photoshop。","summary":"Compositor 是一款免费的Mac图像编辑器,操作体验仿照Photoshop:支持图层和文件夹、图层蒙版、调整图层和滤镜图层、“选择主体”和内容感知填充的选区功能、画笔和仿制工具、相机原始格式(camera raw)面板,以及相同的键盘快捷键。它可以打开JPEG、PNG、HEIC、TIFF、WebP、SVG、PDF、动态GIF、相机RAW以及Photoshop的PSD或PSB文件,并能导出PNG、JPEG、PDF和GIF。你下载的是一个经过签名的8 MB安装包。需要搭载Apple芯片的Mac,且系统为macOS 26或更高版本,界面仅有英文。","easeRationale":"在Mac上的评级为A:每个发布版本都提供一个现成的Compositor.dmg(8 MB),README中说它经过签名并通过了notarization认证,并且会自动更新,还提供了Homebrew cask。它不能在其他任何系统上运行,正如作者所说:“Compositor仅支持macOS”。","costNote":"免费且开源(MIT许可),不需要账号,文档中也没有提到任何付费套餐。","notVerified":["这个现成的.dmg安装包是否确实是用本仓库里的源代码编译出来的","打开Photoshop文件的还原度如何,除了已说明的限制之外(仅支持8位RGB、不支持CMYK,部分矢量图形和竖排文字会被转成像素)","处理非常大的文档时表现如何,会占用多少内存和磁盘空间","既然这个App会自动更新,发布节奏是否会带来新的问题"]}}},{"id":"R_kgDOLrNzLw","slug":"rssnext__folo","name":"Folo","owner":"RSSNext","fullName":"RSSNext/Folo","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B"},"risk":"low","signals":[{"code":"cloud_account_service","severity":"info","evidence":"README.md：Folo \"keeps your subscriptions, read status and stars in sync across all of them\"，并提供 \"An inbox with its own email address for newsletters\"，这意味着你的数据保存在 Folo 的服务器上。","source":"ai","title":"云端账号服务"},{"code":"built_in_updater","severity":"info","evidence":"桌面版发布包含 latest-linux.yml 和 latest-mac.yml 更新文件，README 中的徽章从 https://ota.folo.is/versions 读取版本号。","source":"ai","title":"内置更新程序"},{"code":"license_exception_icons","severity":"info","evidence":"README.md：\"All content in the `icons/mgc` directory is copyrighted by https://mgc.mingcute.com/ and cannot be redistributed.\"","source":"ai","title":"图标适用许可例外"}],"platforms":["windows","mac","linux","web"],"tools":[],"buildTools":["node"],"disk":{"minMB":158,"maxMB":475,"basis":"installer"},"apiKeys":["AI model provider of your choice (optional, to use your own key)"],"cost":{"model":"freemium"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["productivity","chat_ai"],"alternativeTo":[{"slug":"feedly","name":"Feedly","confirmed":true},{"slug":"inoreader","name":"Inoreader","confirmed":true}],"declaredAlternatives":[],"stars":39205,"downloads":30987888,"downloadsWeek":28980,"downloadsDays":5,"growth":30,"growthDays":5,"history":[{"date":"2026-10-26","stars":39175},{"date":"2026-10-27","stars":39176},{"date":"2026-10-28","stars":39186},{"date":"2026-10-29","stars":39195},{"date":"2026-10-30","stars":39201},{"date":"2026-10-31","stars":39205}],"firstPublishedAt":"2026-10-27T01:10:12.678Z","commitSha":"68edee907003a90877f2ffa6bd9ed9bedababfd4","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-30T14:03:44Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Follow blogs, news, newsletters, podcasts and videos in one timeline, with AI summaries and translations.","summary":"Folo is a news and feed reader. You subscribe to websites, newsletters, podcasts, video channels and social feeds, and read them all in one place. AI can summarize articles, translate them, answer questions about what you follow and write daily briefings. Your subscriptions sync between the website, phone apps and the desktop apps for Windows, Mac and Linux. It works through Folo's online service, so your feeds and reading history are kept there. You can use its AI models or bring your own API key.","easeRationale":"Windows has a code-signed .exe installer and a Microsoft Store listing, and there is a web version; the extra step is signing in so your feeds sync. Node is only needed to build it from source.","costNote":"The README does not list prices. AI features use Folo's hosted models or your own API key.","notVerified":["Which features are free and which need a paid plan.","Whether you can use the desktop app without creating an account.","What reading data Folo's servers keep and for how long.","Real API cost if you connect your own AI key."]},"zh-Hans":{"summaryShort":"在同一条时间线上关注博客、新闻、简报邮件、播客和视频，并提供 AI 摘要和翻译。","summary":"Folo 是一款新闻和信息源阅读器。你可以订阅网站、邮件简报、播客、视频频道和社交媒体信息流，并在同一个地方阅读。AI 可以总结文章、翻译文章、回答关于你所关注内容的问题，并撰写每日简报。你的订阅会在网页端、手机应用以及 Windows、Mac、Linux 桌面应用之间同步。它通过 Folo 的在线服务运行，因此你的订阅源和阅读记录都保存在那里。你可以使用它的 AI 模型，也可以使用自己的 API 密钥。","easeRationale":"Windows 版有带代码签名的 .exe 安装程序，并在 Microsoft Store 上架，另有网页版；多出的一步是登录账号，以便同步你的订阅源。只有从源码构建时才需要 Node。","costNote":"README 没有列出价格。AI 功能使用 Folo 托管的模型或你自己的 API 密钥。","notVerified":["哪些功能免费，哪些需要付费套餐。","不创建账号能否使用桌面应用。","Folo 的服务器保存哪些阅读数据，保存多久。","如果接入你自己的 AI 密钥，API 的实际费用是多少。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyOTkzNTQyMDc=","slug":"rustdesk__rustdesk","name":"RustDesk","owner":"rustdesk","fullName":"rustdesk/rustdesk","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"attention","signals":[{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把远程脚本通过管道交给 shell 执行：curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh","source":"check","title":"用 curl 管道把脚本直接交给 shell 执行"},{"code":"remote_control_can_be_abused","severity":"attention","evidence":"README 开头有一个警告框（Caution）：\"Misuse Disclaimer: The developers of RustDesk do not condone or support any unethical or illegal use of this software. Misuse, such as unauthorized access, control or invasion of privacy, is strictly against our guidelines.\" 这类远程控制程序也是冒充技术支持的欺骗电话最常用的工具，而在未经所有者同意的情况下连接他人的电脑，在大多数国家都是违法的。一些公司和一些网络完全禁止安装此类程序。","source":"ai","title":"远程控制可能被滥用"},{"code":"installs_deep_system_components","severity":"attention","evidence":"为了让人能控制一台无人值守的机器，它会安装后台服务和底层组件：Cargo.toml 为 Windows 列出了 `virtual_display`、`remote_printer`、`windows-service` 和 `impersonate_system = { git = \"https://github.com/rustdesk-org/impersonate-system\" }`，发布版还包含面向 Linux 的 `rustdesk-unattended-wayland` 软件包。它还可以读写剪贴板并发送按键（`enigo`、`clipboard-master`）。","source":"ai","title":"会安装系统底层组件"},{"code":"connections_go_through_the_project_servers_by_default","severity":"info","evidence":"README：\"You can use our rendezvous/relay server, set up your own, or write your own rendezvous/relay server.\" 在你更改设置之前，负责让两台电脑互相找到对方、并在直连失败时中转会话的服务器，是由 RustDesk 运营的。","source":"ai","title":"默认情况下连接会经过项目的服务器"},{"code":"many_dependencies_from_private_forks","severity":"info","evidence":"Cargo.toml 从维护者自己的 GitHub 分支（fork）而不是 Rust 包注册表拉取了十几个组件（`rdev`、`arboard`、`clipboard-master`、`cpal`、`evdev`、`kcp-sys`、`magnum-opus`、`parity-tokio-ipc`、`tao`、`wallpaper.rs` 等，全部位于 github.com/rustdesk-org），构建步骤还要求你直接从第三方仓库下载 `libsciter` 库。","source":"ai","title":"大量依赖来自维护者自己的分支"},{"code":"nightly_release_mixes_versions","severity":"info","evidence":"标记为 \"nightly\" 的发布日期是 2026-07-10，但里面的文件名却是 1.4.9、1.5.0 和 1.5.1。如果你从这个标签下载，得到的可能和名称暗示的不一样；正常的下载是 1.5.1 版本。","source":"ai","title":"nightly 版本混杂了多个版本"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["docker","rust"],"disk":{"minMB":25,"maxMB":76,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["network","system"],"alternativeTo":[{"slug":"teamviewer","name":"TeamViewer","confirmed":true},{"slug":"anydesk","name":"AnyDesk","confirmed":true},{"slug":"parsec","name":"Parsec","confirmed":true}],"declaredAlternatives":[],"stars":127733,"downloads":79924011,"downloadsWeek":899093,"downloadsDays":5,"growth":561,"growthDays":5,"history":[{"date":"2026-10-26","stars":127172},{"date":"2026-10-27","stars":127296},{"date":"2026-10-28","stars":127377},{"date":"2026-10-29","stars":127507},{"date":"2026-10-30","stars":127627},{"date":"2026-10-31","stars":127733}],"firstPublishedAt":"2026-10-27T01:10:12.679Z","commitSha":"e1ca09766cc97eaaba5e350114431189b109be7d","verifiedAt":"2026-10-30T01:46:17.227Z","lastCommitAt":"2026-10-31T15:13:40Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"See and control another computer over the internet, send files to it, and do it without paying for a licence.","summary":"RustDesk shows you the screen of another computer and lets you use its mouse and keyboard from where you are, plus copy files both ways. You install it on both machines, read the ID and one-time password from the one you want to reach, and connect. It is used for helping family with their computer and for reaching your own machine from elsewhere. Out of the box the connection is arranged through RustDesk's own servers; you can point it at a server you run yourself instead. Ready downloads exist for Windows, macOS and Linux, and there are Android and iPhone versions too.","easeRationale":"Release 1.5.1 has a ready file for every system: Windows .exe and .msi (about 25 MB), macOS .dmg for Apple and Intel chips, and for Linux .deb, .rpm, .flatpak and an AppImage, plus listings on Flathub and F-Droid. Nothing has to be set up afterwards — the README says it \"works out of the box with no configuration required\" — though you do have to install it on both computers.","costNote":"The program in this repository is free (AGPL-3.0) and the public connection servers cost nothing to use. The same company sells a separate paid product, RustDesk Server Pro, for people who want to run their own server with extra features.","notVerified":["Whether a session is really encrypted end to end, and what the project's relay servers can see or keep","How well it performs on your connection, which decides whether the remote screen feels usable","Whether the Windows and macOS downloads are signed, and whether your system shows a warning","Whether the Linux package for your distribution installs and captures the screen on Wayland","Whether the Android and iPhone apps behave like the desktop ones, which Radar did not check"]},"zh-Hans":{"summaryShort":"通过互联网查看并控制另一台电脑,向它发送文件,而且不需要为许可证付费。","summary":"RustDesk 可以显示另一台电脑的屏幕,让你在当前位置使用它的鼠标和键盘,还能双向复制文件。你需要在两台电脑上都安装它,读取想要连接的那台电脑的ID和一次性密码,然后连接。它常用于帮家人解决电脑问题,或者从外地访问自己的电脑。默认情况下,连接是通过RustDesk自己的服务器建立的;你也可以改成指向自己运行的服务器。它为Windows、macOS和Linux提供了现成的下载,还有Android和iPhone版本。","easeRationale":"1.5.1版本为每个系统都准备了现成的文件:Windows的.exe和.msi(约25MB)、适配Apple芯片和Intel芯片的macOS .dmg,以及Linux的.deb、.rpm、.flatpak和AppImage,还上架了Flathub和F-Droid。安装之后不需要再做任何配置——README说它\"开箱即用,无需配置\"——不过确实需要在两台电脑上都安装。","costNote":"这个仓库里的程序是免费的(AGPL-3.0),使用公共连接服务器也不收费。同一家公司另外出售一款付费产品RustDesk Server Pro,面向想要运行自己服务器并获得更多功能的用户。","notVerified":["会话是否真的做到端到端加密,以及项目的中转服务器能看到或保留哪些内容","在你的网络环境下表现如何,这决定了远程屏幕用起来是否顺畅","Windows和macOS的下载文件是否经过签名,以及你的系统是否会弹出警告","你所用Linux发行版的软件包能否正常安装,并在Wayland下捕获屏幕","Android和iPhone应用的表现是否和桌面版一致,Radar没有核实这一点"]}}},{"id":"R_kgDOO3hF2A","slug":"ruvnet__ruview","name":"RuView","owner":"ruvnet","fullName":"ruvnet/RuView","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把远程脚本通过管道交给 shell 执行：curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh","source":"check","title":"用 curl 管道把脚本直接交给 shell 执行"},{"code":"health_and_safety_readings_are_not_validated","severity":"attention","evidence":"项目自己的 MetaHarness 防护清单写着 \"Device-reported vitals are labelled as unvalidated\"，但模块目录里却提供 `sleep-apnea`、`seizure-detect`、`cardiac-arrhythmia` 和 `respiratory-distress`；`smoke-fire` 模块声明它 \"Not a UL-listed replacement for code-required smoke alarms.\" 这里的任何东西都不是医疗设备，也不是保障生命的设备。","source":"ai","title":"健康与防护类读数未经验证"},{"code":"advertised_pose_feature_is_not_wired_up","severity":"attention","evidence":"README 的 \"Model weights: what's real, what's not\" 部分：仓库中提交的设备端姿态模型得分为 \"PCK@20 = 3.0%\"，低于项目自己设定的 ≥35% 目标，并且 \"Its runtime path in `cog-pose-estimation/src/inference.rs` is still a centred-skeleton stub returning `confidence=0` — the weights are not yet wired in.\" 已发布的编码器文件也无法加载（\"the published file's header is NUL-padded, which the reference `safetensors.torch.load_file` rejects\"），此前的 \"100% presence\" 数字也已被撤回。","source":"ai","title":"宣传的姿态识别功能尚未接入"},{"code":"watching_people_who_have_not_agreed_to_it","severity":"attention","evidence":"README：\"See through walls with WiFi ... Detect people, measure breathing and heart rate ... with no cameras or wearables\"、\"no app on the user's phone\"，以及 \"uses your neighbors' routers as free radar illuminators\" 的多信道扫描。监控他人，或借用他人的网络，在许多国家受隐私法限制；在把它对准某个房间之前，请先查清你所在地的规定。","source":"ai","title":"监视没有同意的人"},{"code":"example_configuration_ships_wide_open","severity":"attention","evidence":"`example.env` 设置了 `HOST=0.0.0.0`、`ALLOWED_HOSTS=*`、`CORS_ORIGINS=*`、`DEBUG=true`、`ENABLE_AUTHENTICATION=false`、`ENABLE_TEST_ENDPOINTS=true` 和 `SECRET_KEY=your-secret-key-here-change-for-production`。该文件列出了生产环境需要修改的十项内容，但原样复制的服务器在你的网络里完全没有登录验证。","source":"ai","title":"示例配置完全敞开"},{"code":"very_large_claim_surface_and_release_churn","severity":"info","evidence":"GitHub 上有 367 个发布版本（其中三个标记于 2026-10-26）、504 个未解决的 issue，README 还提供一个 \"105-cog catalog\"，从生命体征到 `ghost-hunter` 和 `weapon-detect` 应有尽有。项目自己维护着说明哪些内容经过测量、哪些没有的诚实度表格，这也说明它宣称的内容有多少。","source":"ai","title":"宣称的内容极多，版本更替频繁"}],"platforms":["windows","mac","linux"],"tools":["docker","python","other"],"buildTools":["python","gpu_nvidia"],"disk":{"minMB":6,"maxMB":17,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["hardware","automation","network"],"alternativeTo":[{"slug":"origin-wireless","name":"Origin Wireless","confirmed":true}],"declaredAlternatives":[],"stars":101882,"downloads":110071,"downloadsWeek":551,"downloadsDays":2,"growth":2121,"growthDays":5,"history":[{"date":"2026-10-29","stars":101576},{"date":"2026-10-30","stars":101767},{"date":"2026-10-31","stars":101882}],"firstPublishedAt":"2026-10-29T01:54:56.463Z","commitSha":"3686bc770f77eb6161d5379861dcd09d7d9a1e4b","verifiedAt":"2026-10-29T01:45:20.082Z","lastCommitAt":"2026-10-29T16:47:24Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Uses cheap ESP32 boards and ordinary WiFi signals to sense people, movement and breathing in a room, with no camera.","summary":"A WiFi sensing platform. Small ESP32 boards (about $9 each) read how radio waves bounce around a room, and the software turns that into presence, movement, breathing and heart-rate readings, plus alerts like falls, and publishes them to Home Assistant, Apple Home, Google Home or Alexa. There is a Docker image with simulated data to try it without hardware. For tinkerers: you buy and flash boards, run a server and calibrate. Free and MIT-licensed; the project itself labels several of its models and vital-sign readings as unvalidated.","easeRationale":"D on Windows, Mac and Linux alike: the quickest look is a Docker image fed with simulated data (and it refuses to start without a token you generate yourself), while anything real means buying ESP32 boards, flashing firmware with esptool or ESP-IDF, provisioning WiFi, running a server and calibrating the room. A laptop with no CSI-capable board only gets coarse presence from signal strength.","costNote":"The software is MIT and runs locally, with no cloud account. You pay for hardware: the README quotes about $9 for one ESP32-S3 node, around $54 for a mesh of 3-6 nodes, and about $140 for a full kit with a Cognitum Seed.","notVerified":["Whether presence, breathing and heart rate work in a normal home, outside the author's measurements.","Whether through-wall sensing reaches the \"up to ~5 m\" the README mentions in your own walls.","Whether firmware flashing and WiFi provisioning on an ESP32-S3 or C6 go as described.","Real disk and memory use once models and the Python stack are installed.","Whether the signed edge modules do what their one-line descriptions say, and what they send to `seed.cognitum.one`.","Whether using it on a given room, or on neighbouring networks, is legal where you live."]},"zh-Hans":{"summaryShort":"用廉价的ESP32开发板和普通WiFi信号感知房间里的人、动作和呼吸,无需摄像头。","summary":"一个WiFi感知平台。小型ESP32开发板(约9美元一块)读取无线电波在房间里反射的方式,软件把这些数据转换成存在感、动作、呼吸和心率读数,以及摔倒等警报,并发布到Home Assistant、Apple Home、Google Home或Alexa。有一个带模拟数据的Docker镜像,可以不用硬件就先试试。适合喜欢动手的人:你需要购买并刷写开发板、运行服务器并进行校准。免费且采用MIT许可;项目本身也标明其中几个模型和生命体征读数尚未经过验证。","easeRationale":"D,在Windows、Mac和Linux上情况相同:最快的体验方式是用模拟数据驱动的Docker镜像(而且如果没有你自己生成的令牌,它会拒绝启动),而要做真正的部署就需要购买ESP32开发板、用esptool或ESP-IDF刷写固件、配置WiFi、运行服务器并对房间进行校准。没有支持CSI的板子的笔记本电脑,只能通过信号强度获得粗略的存在感检测。","costNote":"该软件采用MIT许可,在本地运行,无需云端账户。你需要为硬件付费:README报价一个ESP32-S3节点约9美元,一个3到6节点的网状网络约54美元,一套包含Cognitum Seed的完整套件约140美元。","notVerified":["存在感、呼吸和心率检测在普通家庭环境中(而不是作者自己的测量条件下)是否有效。","穿墙感知在你自己的墙壁条件下,是否能达到README中提到的\"最多约5米\"。","在ESP32-S3或C6上刷写固件和配置WiFi是否真的像描述那样顺利。","安装好模型和Python技术栈后,实际占用的磁盘和内存空间。","签名的边缘模块是否真的像一行简介所说的那样运作,以及它们向`seed.cognitum.one`发送了什么数据。","在你所在地区,在某个房间使用它,或者对邻居的网络使用它,是否合法。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyNzU3NDQxOA==","slug":"ryanoasis__nerd-fonts","name":"Nerd Fonts","owner":"ryanoasis","fullName":"ryanoasis/nerd-fonts","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"low","signals":[{"code":"mixed_licenses","severity":"info","evidence":"LICENSE：\"Nerd Fonts source fonts, patched fonts, and folders with explict OFL SIL files are licensed under SIL OPEN FONT LICENSE Version 1.1\"，脚本是 MIT 许可，而且 \"Many other licenses are present in this project\"，还有单独的 license-audit.md。GitHub 本身把这个仓库的许可证标记为 NOASSERTION。","source":"ai","title":"许可证混杂"},{"code":"third_party_remote_script_installer","severity":"info","evidence":"readme.md 列出了一个第三方 PowerShell 安装程序，一步就从另一个域名下载并运行脚本：\"& ([scriptblock]::Create((iwr 'https://to.loredo.me/Install-NerdFont.ps1')))\"。Chocolatey 和 Scoop 的包也被标注为非官方。这些都是可选的；release 压缩包才是主要的下载方式。","source":"ai","title":"第三方远程脚本安装程序"},{"code":"reserved_font_names","severity":"info","evidence":"打了补丁的字体表格中，很多字体家族被标记为 \"RFN = Reserved Font Name\"（Anonymous Pro、IBM Plex Mono、Cascadia Code、Source Code Pro 等），这也是打补丁后的版本要改名的原因。如果你自己打补丁并分享字体，OFL 关于保留名称的规则同样适用于你。","source":"ai","title":"保留字体名称"},{"code":"repository_itself_is_not_the_download","severity":"info","evidence":"readme.md 重要提示：\"cloning this repository is not recommended (due to Repo size)\"，选项 8：\"Will not work to get newer fonts as they are not inside the repo anymore.\" 字体来自 release 压缩包，最新的发行版（v3.5.1）没有按平台提供的二进制文件，只有字体压缩包。","source":"ai","title":"仓库本身不是下载来源"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node","docker"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["development","design_cad"],"alternativeTo":[],"declaredAlternatives":[],"stars":65086,"downloads":47045384,"downloadsWeek":154231,"downloadsDays":5,"growth":74,"growthDays":5,"history":[{"date":"2026-10-26","stars":65012},{"date":"2026-10-27","stars":65040},{"date":"2026-10-28","stars":65052},{"date":"2026-10-29","stars":65065},{"date":"2026-10-30","stars":65078},{"date":"2026-10-31","stars":65086}],"firstPublishedAt":"2026-10-27T01:10:12.680Z","commitSha":"adbd16ab7ca911eaca7ce3b0f2b7994207c7ecae","verifiedAt":"2026-10-31T01:40:30.975Z","lastCommitAt":"2026-10-17T22:03:51Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Get popular programming fonts with thousands of extra icons built in, for nicer terminals and code editors.","summary":"Nerd Fonts takes well-known programming fonts (Hack, JetBrains Mono, Fira Code, Source Code Pro and about 67 families in total) and adds more than 10,000 small icons to them, so terminals, shell prompts and code editors can show folder, file-type, Git and status symbols. You download the font archive for the family you want and install the font files like any other font. A separate script (font-patcher) lets you add the same icons to a font of your own, but that one needs FontForge and Python, or Docker.","easeRationale":"The same on all three: there is no installer, so you download a font archive from the releases page (for example JetBrainsMono.tar.xz), unzip it, install the font files the way your system does it, and then pick the font in your terminal or editor settings. Mac and Linux also have a one-command route (brew install font-hack-nerd-font, or the project's install.sh).","notVerified":["Whether the icons show correctly in your specific terminal or editor on Windows.","Disk space used if you install many or all of the 67 font families.","What the unofficial Chocolatey, Scoop and third-party PowerShell installers actually download and run.","Whether the font patcher runs on Windows, since it needs FontForge with Python, or Docker."]},"zh-Hans":{"summaryShort":"获取流行的编程字体，内置数千个额外图标，让终端和代码编辑器更好看。","summary":"Nerd Fonts 把常见的编程字体（Hack、JetBrains Mono、Fira Code、Source Code Pro，总共约 67 个字体家族）加上了超过 10,000 个小图标，这样终端、shell 提示符和代码编辑器就能显示文件夹、文件类型、Git 和状态符号。你下载想要的字体家族压缩包，然后像安装其他字体一样安装这些字体文件。另外还有一个单独的脚本（font-patcher），可以把同样的图标加到你自己的字体上，但它需要 FontForge 和 Python，或者 Docker。","easeRationale":"三个系统都一样：没有安装程序，所以你从 releases 页面下载一个字体压缩包（例如 JetBrainsMono.tar.xz），解压，用你系统自带的方式安装字体文件，然后在终端或编辑器设置里选中这个字体。Mac 和 Linux 还有一条命令就能完成的方式（brew install font-hack-nerd-font，或者项目自带的 install.sh）。","notVerified":["图标在你 Windows 上具体使用的终端或编辑器里是否能正常显示。","如果安装很多个甚至全部 67 个字体家族，会占用多少磁盘空间。","非官方的 Chocolatey、Scoop 和第三方 PowerShell 安装程序到底下载和运行了什么。","字体打补丁工具能否在 Windows 上运行，因为它需要带 Python 的 FontForge，或者 Docker。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkzNTMzMzczOA==","slug":"scribusproject__scribus","name":"Scribus","owner":"scribusproject","fullName":"scribusproject/scribus","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"unofficial_manual_mirror","severity":"info","evidence":"README.md：\"This mirror is updated manually and is not supported by the Scribus team\"；官方代码托管在 svn://scribus.net 的 Subversion 上。GitHub 的数据（0 个发布版本，未检测到许可证）并不能说明真实项目的情况。","source":"ai","title":"非官方的手动镜像"},{"code":"development_version_in_repo","severity":"info","evidence":"README：\"the 1.7.x series is not an officially stable version. Instead, all 1.7.x versions are development candidates of the future stable Scribus 1.8.0! We strongly recommend using version 1.6.0\"。","source":"ai","title":"仓库中是开发版本"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0-or-later","category":"copyleft","detectedFrom":"file"},"categories":["design_cad","office"],"alternativeTo":[{"slug":"indesign","name":"InDesign","confirmed":true},{"slug":"quarkxpress","name":"QuarkXPress","confirmed":true},{"slug":"microsoft-publisher","name":"Publisher","confirmed":true}],"declaredAlternatives":[],"stars":648,"downloads":0,"downloadsWeek":0,"downloadsDays":6,"growth":5,"growthDays":6,"history":[{"date":"2026-10-25","stars":643},{"date":"2026-10-26","stars":643},{"date":"2026-10-27","stars":644},{"date":"2026-10-28","stars":644},{"date":"2026-10-29","stars":646},{"date":"2026-10-30","stars":647},{"date":"2026-10-31","stars":648}],"firstPublishedAt":"2026-10-25T23:19:27.407Z","commitSha":"52dd809058b7c17a2df11ef6df9eef23bb0d18cd","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-29T23:42:32Z","isMirror":true,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Lay out magazines, newsletters, brochures, posters and books for printing or PDF.","summary":"Scribus is a desktop publishing program for page layout: magazines, newsletters, brochures, posters and books, ready for print or PDF. It handles right-to-left and Indian scripts, OpenType font features and many languages. This GitHub page is an unofficial, manually updated copy of the source code; the program itself is distributed through scribus.net, and its license file mentions a Windows version. The README says the 1.7.x versions are development versions and recommends the stable 1.6 series.","easeRationale":"This mirror has no release files, but the program is distributed from scribus.net and COPYING refers to \"the Windows version of Scribus\", so a normal user downloads it there instead of building it.","costNote":"Free software under the GNU GPL version 2 or later, according to the COPYING file.","notVerified":["Download size and disk space of the Windows installer, which the checks could not measure","Which version scribus.net currently offers for Windows","How well it opens InDesign or Publisher files"]},"zh-Hans":{"summaryShort":"排版杂志、简报、宣传册、海报和书籍，可用于印刷或输出 PDF。","summary":"Scribus 是一款用于页面排版的桌面出版程序：杂志、简报、宣传册、海报和书籍，可直接用于印刷或生成 PDF。它支持从右向左书写的文字和印度系文字、OpenType 字体功能以及多种语言。这个 GitHub 页面是源代码的非官方副本，由人工手动更新；程序本身通过 scribus.net 分发，其许可证文件中提到了 Windows 版本。README 说 1.7.x 系列是开发版，并推荐稳定的 1.6 系列。","easeRationale":"这个镜像没有发布文件，但程序是从 scribus.net 分发的，COPYING 文件提到了“Windows 版 Scribus”，所以普通用户应在那里下载，而不是自己编译。","costNote":"根据 COPYING 文件，这是自由软件，采用 GNU GPL 第 2 版或更高版本。","notVerified":["Windows 安装程序的下载大小和磁盘占用，检查时无法测量","scribus.net 目前为 Windows 提供哪个版本","它打开 InDesign 或 Publisher 文件的效果如何"]}}},{"id":"R_kgDOVG4bQg","slug":"seedds__nxnative","name":"NXNative","owner":"seedds","fullName":"seedds/nxnative","type":"needs_setup","status":"alert","grade":"E","easeByPlatform":{"mac":"E"},"risk":"high","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"14天内获得7849个star","source":"check","title":"新仓库却有大量star"},{"code":"console_keys_and_game_decryption","severity":"high","evidence":"主要用途依赖于任天堂主机的解密密钥：README\"Bring your game (its NSP files) and your `prod.keys`\"；构建命令\"build_ipa_from_nsp.py ~/Games/MarioWonder -k ~/keys/prod.keys\"；LibHac\"reads NSPs\"。prod.keys是Switch用来解密游戏的密钥，只能从改装过的主机中提取。许多国家的法律限制提取此类密钥和解密游戏。","source":"ai","title":"主机密钥与游戏解密"},{"code":"output_contains_full_game","severity":"attention","evidence":"每个IPA都包含完整的游戏（README列出的大小例如\"Mario Kart 8 Deluxe ~11.9 GB\"和\"Zelda: Tears of the Kingdom ~17 GB\"）。分享这些文件等同于传播受版权保护的游戏。","source":"ai","title":"生成结果包含完整游戏"},{"code":"sideloading_required","severity":"attention","evidence":"README第4步：\"Install the IPA with your sideloading tool (AltStore, Sideloadly, LiveContainer, …)\"，并使用\"Increased Memory Limit\"权限对其签名。应用是在App Store之外安装的。","source":"ai","title":"需要使用越狱/旁加载方式安装"},{"code":"strict_device_requirements","severity":"info","evidence":"README：\"Needs iOS / iPadOS 26 or later on an iPhone 15 Pro or newer (A17 Pro chip or later) or an iPad with an M1 chip or later\"；对于不在列表中的游戏，脚本\"still tries its best to pack an IPA, guessing the game's settings; such an IPA may not start\"。","source":"ai","title":"设备要求非常严格"},{"code":"unaffiliated_with_the_console_maker","severity":"info","evidence":"README：\"Nothing from any game is in this repository, and the project is not affiliated with Nintendo or any game publisher.\"该仓库只提供转换代码；游戏内容由你自己提供。","source":"ai","title":"与主机厂商无关"}],"platforms":["mac"],"tools":["python","dotnet","other"],"buildTools":["python"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["games"],"alternativeTo":[],"declaredAlternatives":[],"stars":10639,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":4495,"growthDays":5,"history":[{"date":"2026-10-27","stars":7822},{"date":"2026-10-28","stars":9052},{"date":"2026-10-29","stars":9734},{"date":"2026-10-30","stars":10238},{"date":"2026-10-31","stars":10639}],"firstPublishedAt":"2026-10-27T02:46:39.239Z","commitSha":"712eb8167230a02023cfa57d10bb07b748b8933f","verifiedAt":"2026-10-28T01:42:59.433Z","lastCommitAt":"2026-11-01T01:06:22Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Turns Nintendo Switch game files and console keys into apps you sideload onto an iPhone, iPad or Apple silicon Mac.","summary":"A set of scripts that converts a Nintendo Switch game dump (NSP or XCI files) into an iPhone/iPad app (IPA) or a Mac app, so the game's own code runs on the Apple chip with graphics rebuilt on Metal. You must supply the game files and your Switch's prod.keys. It needs a Mac with Xcode, Homebrew, the .NET SDK and Python, an iPhone 15 Pro or M1 iPad on iOS 26 or later, and a sideloading tool such as AltStore. The first build takes 30–60 minutes and needs about twice the game's size plus 10 GB free. Windows is not supported.","easeRationale":"The Mac is the only system that can do this and it is still an E: there are no releases, so you clone the repository, install Xcode 27.1 with the Metal toolchain, Homebrew packages, the .NET SDK and Python modules, run a build script with your own game dump and prod.keys, then sideload the result onto the phone. Windows and Linux are not supported at all.","notVerified":["Whether each listed game actually runs well on a given iPhone, iPad or Mac","Whether the build works on a Mac other than the authors' setup and with game versions they did not test","How long sideloaded apps keep working before they must be signed again","Real battery use and heat on the phone while playing","The legal status of extracting prod.keys and converting your own games in your country"]},"zh-Hans":{"summaryShort":"把Nintendo Switch的游戏文件和主机密钥转换成App,侧载安装到iPhone、iPad或搭载Apple芯片的Mac上。","summary":"这是一套脚本,可以把Nintendo Switch的游戏导出文件(NSP或XCI文件)转换成iPhone/iPad的App(IPA)或Mac应用,让游戏自身的代码运行在Apple芯片上,图形部分用Metal重建。你需要自己提供游戏文件和你Switch的prod.keys。需要一台装有Xcode、Homebrew、.NET SDK和Python的Mac,一台运行iOS 26或更高版本的iPhone 15 Pro或M1 iPad,以及像AltStore这样的侧载工具。首次编译需要30到60分钟,所需空间大约是游戏大小的两倍再加10 GB。不支持Windows。","easeRationale":"Mac是唯一能做到这件事的系统,但评级仍然是E:没有发布版本,你需要克隆代码仓库,安装带有Metal工具链的Xcode 27.1、Homebrew软件包、.NET SDK和Python模块,用你自己的游戏导出文件和prod.keys运行一个编译脚本,然后把结果侧载到手机上。完全不支持Windows和Linux。","notVerified":["列表中的每款游戏是否真的能在具体的iPhone、iPad或Mac上良好运行","在作者使用的配置之外的Mac上,以及作者没有测试过的游戏版本上,编译是否也能成功","侧载安装的App在需要重新签名之前能持续使用多久","玩游戏时手机的实际电量消耗和发热情况","在你所在的国家,提取prod.keys并转换自己拥有的游戏,法律上处于什么状态"]}}},{"id":"R_kgDOIuCgEw","slug":"shadcn-ui__ui","name":"shadcn/ui","owner":"shadcn-ui","fullName":"shadcn-ui/ui","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"useless_without_an_existing_react_project","severity":"info","evidence":"项目描述是 \"Build your own component library with code you can customize, extend, and make your own\"，主题标签包括 react、nextjs、vite、tailwindcss、radix-ui、react-aria、tanstack 和 laravel。这些组件是网页项目的源代码文件，本身没有任何可独立运行的东西。","source":"ai","title":"没有现成 react 项目就没用"},{"code":"components_arrive_over_the_network_into_your_files","severity":"info","evidence":"发布的版本是 npm 包（shadcn@4.23.0、@shadcn/registry@0.2.1），仓库的 package.json 中有 \"registry:build\"、\"registry:health\" 和 \"validate:registries\" 这类注册表脚本。命令行工具从某个注册表获取组件代码并写入你的项目，所以最终写进你文件里的内容取决于你指向的是哪个注册表。","source":"ai","title":"组件通过网络进入你的文件"},{"code":"large_issue_backlog","severity":"info","evidence":"在 127062 个星标的情况下有 1771 个未关闭的 issue，该项目每天都有提交（最近一次提交在 2026-10-31）。项目足够受欢迎，以至于报告积压的速度比关闭的速度更快。","source":"ai","title":"大量未处理的 issue 积压"},{"code":"ai_assistant_files_included_in_the_repository","severity":"info","evidence":"仓库顶层有 .claude/、.cursor-plugin/ 和 skills/ 文件夹，所以该项目除了组件之外，还附带了给 AI 编程助手使用的指令包。","source":"ai","title":"仓库中包含 ai 助手文件"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development"],"alternativeTo":[{"slug":"tailwind-plus","name":"Tailwind Plus","confirmed":true}],"declaredAlternatives":[],"stars":127062,"downloads":0,"downloadsWeek":0,"downloadsDays":5,"growth":440,"growthDays":5,"history":[{"date":"2026-10-26","stars":126622},{"date":"2026-10-27","stars":126723},{"date":"2026-10-28","stars":126836},{"date":"2026-10-29","stars":126903},{"date":"2026-10-30","stars":126996},{"date":"2026-10-31","stars":127062}],"firstPublishedAt":"2026-10-27T01:10:12.681Z","commitSha":"c0d63c339d6cd2fc26135590a54cf1f362269451","verifiedAt":"2026-11-01T01:42:56.902Z","lastCommitAt":"2026-10-31T20:40:44Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Ready-made React interface parts (buttons, forms, menus) that a developer copies into a project and is free to edit.","summary":"shadcn/ui is a collection of interface components for web projects built with React and Tailwind CSS, plus a command-line tool (`shadcn`) that copies the code of each component straight into your project instead of installing a package you cannot change. It is made for developers who want to build their own component library and keep control of the code. You need Node and an existing React project (Next.js, Vite, TanStack and Laravel are among the project's topics). The repository README carries no instructions: everything is on ui.shadcn.com/docs.","easeRationale":"The same on Windows, macOS and Linux: install Node, then run the `shadcn` command inside a React project you already have to add each component. There is nothing to download and open, and the repository itself explains none of it — the README only links to ui.shadcn.com/docs.","costNote":"Free and MIT-licensed, with no paid tier in the repository.","notVerified":["Whether the components work with the versions of React, Tailwind and your framework that you already use","What exactly the command writes into your project, which only running it shows","Whether later versions change components you already copied, since the code becomes yours after it is added","Disk use, estimated at 100 to 500 MB by a rule of thumb and not from a real download","Whether the accessibility claims in the description hold for each component"]},"zh-Hans":{"summaryShort":"现成的 React 界面组件（按钮、表单、菜单），开发者可以复制到项目中并自由修改。","summary":"shadcn/ui 是一套用 React 和 Tailwind CSS 构建的网页界面组件集合，还附带一个命令行工具（`shadcn`），它会把每个组件的代码直接复制到你的项目里，而不是安装一个你无法修改的包。它是为想要搭建自己的组件库并掌控代码的开发者而做的。你需要 Node 和一个已有的 React 项目（Next.js、Vite、TanStack 和 Laravel 都在项目的主题列表中）。仓库的 README 没有任何说明：所有内容都在 ui.shadcn.com/docs 上。","easeRationale":"在 Windows、macOS 和 Linux 上都一样：先安装 Node，然后在你已有的 React 项目里运行 `shadcn` 命令来添加每个组件。没有东西需要下载和打开，仓库本身也没有任何说明——README 只链接到 ui.shadcn.com/docs。","costNote":"免费，采用 MIT 许可证，仓库中没有任何付费层级。","notVerified":["这些组件是否能配合你已经在用的 React、Tailwind 及框架版本工作","这个命令到底会在你的项目里写入什么内容，只有运行后才能看到","后续版本是否会改变你已经复制过的组件，因为代码添加后就归你所有","磁盘占用，按经验估算为 100 到 500 MB，并非来自真实下载测得","描述中关于无障碍功能的说法是否对每个组件都成立"]}}},{"id":"MDEwOlJlcG9zaXRvcnk3NjAwNDA5","slug":"shadowsocks__shadowsocks-windows","name":"Shadowsocks for Windows","owner":"shadowsocks","fullName":"shadowsocks/shadowsocks-windows","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B"},"risk":"attention","signals":[{"code":"stale_releases","severity":"attention","evidence":"最近一次发布在 2022-02-08（1723 天前）","source":"check","title":"发布版本已久未更新"},{"code":"low_scorecard","severity":"attention","evidence":"OpenSSF Scorecard 1.8/10","source":"check","title":"Scorecard 评分偏低"},{"code":"legal_status_varies_by_country","severity":"attention","evidence":"该应用的用途是让流量经由 Shadowsocks 代理转发（topics 'proxy, shadowsocks'），默认的 PAC 规则会让非中国域名走代理（README：'geositeProxiedGroups is initialized with geolocation-!cn'）。使用绕过网络封锁的工具在许多国家是合法的，但在另一些国家受到限制或被禁止。","source":"ai","title":"各国的法律地位不同"},{"code":"no_recent_commits","severity":"info","evidence":"最近一次提交在 2025-01-01（665 天前），最近一次发布是 2022-02-08 的 4.4.1.0。","source":"ai","title":"近期没有提交"},{"code":"no_files_in_latest_releases","severity":"info","evidence":"最近三个发布条目（4.4.1.0、4.4.0.0、4.3.3.0）在收集到的数据中没有列出任何平台文件，所以可能需要到发布页面的其他位置去找下载。","source":"ai","title":"最新发布中没有文件"}],"platforms":["windows"],"tools":["dotnet","other"],"buildTools":[],"disk":{"minMB":0,"maxMB":1,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"file"},"categories":["network"],"alternativeTo":[{"slug":"proxifier","name":"Proxifier","confirmed":true},{"slug":"surge","name":"Surge","confirmed":true}],"declaredAlternatives":[],"stars":59506,"downloads":144768712,"downloadsWeek":21192,"downloadsDays":5,"growth":0,"growthDays":5,"history":[{"date":"2026-10-26","stars":59522},{"date":"2026-10-27","stars":59518},{"date":"2026-10-28","stars":59509},{"date":"2026-10-29","stars":59509},{"date":"2026-10-30","stars":59512},{"date":"2026-10-31","stars":59506}],"firstPublishedAt":"2026-10-27T01:10:12.682Z","commitSha":"891d971682eefcaa2e640258d3b352a3ad3b2233","verifiedAt":"2026-10-29T01:39:54.993Z","lastCommitAt":"2025-01-01T08:08:23Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A small Windows tray app that sends your internet traffic through a Shadowsocks proxy server to get around network blocks.","summary":"Shadowsocks for Windows is a tray app that connects your computer to a Shadowsocks proxy server. It can set the Windows system proxy, send only some websites through the proxy using rules (PAC mode), switch between several servers and use plugins. It is for people who already have a Shadowsocks server or provider, often to get around censorship. It needs .NET Framework 4.8 and the Visual C++ 2015 runtime. The last release is from February 2022, so the app is no longer actively updated.","easeRationale":"Windows is the only platform: you download the release package and run it from the tray, then type in your server details; it also needs .NET Framework 4.8 (built into recent Windows) and the Visual C++ 2015 x86 runtime.","costNote":"Free (GPL-3.0); you still need a Shadowsocks server or a paid provider.","notVerified":["Whether the 2022 release still works on current Windows 11 builds.","Whether its encryption options are still up to date against current blocking methods.","How the server you connect to handles your traffic; that depends on who runs it.","Whether it is legal to use where you live.","Which file you actually download from the release page."]},"zh-Hans":{"summaryShort":"一个小巧的 Windows 系统托盘应用,通过 Shadowsocks 代理服务器转发你的网络流量,绕过网络封锁。","summary":"Shadowsocks for Windows 是一个系统托盘应用,可以把你的电脑连接到 Shadowsocks 代理服务器。它可以设置 Windows 系统代理,用规则(PAC 模式)只让部分网站走代理,在多个服务器之间切换,并支持插件。它适合已经拥有 Shadowsocks 服务器或提供商的人,通常用于绕过网络审查。需要 .NET Framework 4.8 和 Visual C++ 2015 运行库。最新版本发布于 2022 年 2 月,此后该应用不再持续更新。","easeRationale":"仅支持 Windows:下载发布包并从托盘运行,然后输入你的服务器信息;还需要 .NET Framework 4.8(近期 Windows 已内置)和 Visual C++ 2015 x86 运行库。","costNote":"免费(GPL-3.0);你仍然需要一个 Shadowsocks 服务器或付费提供商。","notVerified":["2022 年的版本是否仍能在当前的 Windows 11 版本上运行。","它的加密方式面对当前的封锁手段是否仍然有效。","你连接的服务器如何处理你的流量,这取决于运营者是谁。","在你居住的地方使用它是否合法。","你从发布页面实际下载的是哪个文件。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxMzQyODI2NA==","slug":"sharex__sharex","name":"ShareX","owner":"ShareX","fullName":"ShareX/ShareX","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows"],"tools":[],"buildTools":[],"disk":{"minMB":126,"maxMB":377,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["image","video","productivity"],"alternativeTo":[{"slug":"snagit","name":"Snagit","confirmed":true},{"slug":"camtasia","name":"Camtasia","confirmed":true}],"declaredAlternatives":[],"stars":40553,"downloads":34246165,"downloadsWeek":57391,"downloadsDays":5,"growth":118,"growthDays":5,"history":[{"date":"2026-10-26","stars":40435},{"date":"2026-10-27","stars":40463},{"date":"2026-10-28","stars":40477},{"date":"2026-10-29","stars":40510},{"date":"2026-10-30","stars":40531},{"date":"2026-10-31","stars":40553}],"firstPublishedAt":"2026-10-27T01:10:12.683Z","commitSha":"f3ae963af1c03c242f58adf162d3dffc1d45c657","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T18:07:50Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Take screenshots or record your screen with one key, mark them up, and save or share them with a link.","summary":"ShareX is a Windows app for capturing your screen. You can grab the whole screen, a window or an area, take scrolling screenshots, and record videos or GIFs. A built-in editor lets you add arrows, text and blur before you save, copy or upload the image, and it can then copy a share link for you. It also includes extras such as text recognition (OCR), a color picker, QR codes and image and video converters. It is for anyone who takes a lot of screenshots. It installs with a normal Windows setup file and needs no account.","easeRationale":"The releases include a ready Windows installer (ShareX-22.0.0-setup-x64.exe, about 126 MB); download it, install and press a hotkey to capture.","costNote":"Free and open source, with no ads according to the README. Donations are accepted; it is also listed on Steam and the Microsoft Store.","notVerified":["Which upload service, if any, is turned on by default after a capture, and where those files end up.","Whether OCR and the background remover run fully offline or download extra parts on first use.","Real disk and memory use while recording long screen videos."]},"zh-Hans":{"summaryShort":"一键截图或录屏，加上标注，再保存或通过链接分享。","summary":"ShareX 是一款用于捕获屏幕的 Windows 应用。你可以截取整个屏幕、某个窗口或某个区域，进行滚动截图，并录制视频或 GIF。内置编辑器可以在你保存、复制或上传图片之前添加箭头、文字和模糊效果，之后还能为你复制分享链接。它还自带文字识别（OCR）、取色器、二维码以及图片和视频转换器等附加功能。它适合经常截图的人。它用普通的 Windows 安装文件安装，不需要账号。","easeRationale":"发布页包含现成的 Windows 安装程序（ShareX-22.0.0-setup-x64.exe，约 126 MB）；下载、安装后，按下快捷键即可截图。","costNote":"免费开源，据 README 称没有广告。接受捐赠；也上架了 Steam 和 Microsoft Store。","notVerified":["截图后默认开启哪个上传服务（如果有的话），以及这些文件最终存到哪里。","文字识别和背景移除是完全离线运行，还是首次使用时会下载额外组件。","录制长时间屏幕视频时实际占用的磁盘和内存。"]}}},{"id":"R_kgDOUpnk2g","slug":"shihabal3amri__diplay","name":"DiPlay","owner":"shihabal3amri","fullName":"shihabal3amri/DiPlay","type":"needs_setup","status":"alert","grade":"E","easeByPlatform":{},"risk":"high","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"33 天内获得 12567 个星标","source":"check","title":"新仓库，星标很多"},{"code":"reuses_accessory_identity_from_other_firmware","severity":"high","evidence":"README.md：\"This is not an Apple-certified product. The APK bundles an experimental accessory identity recovered from public Carlinkit firmware, not a newly provisioned MFi identity for DiPlay. A bundled private key is extractable.\" 该应用通过复用另一家公司的配件凭据来让 CarPlay 接受它，而这既未获得 Apple 的授权，也未获得那家公司的授权，并且在一些国家提取此类密钥是违法的。","source":"ai","title":"复用其他固件的配件身份"},{"code":"public_preview_unverified_compatibility","severity":"attention","evidence":"README.md：\"This release invites community testing; it is not a guarantee of universal compatibility\"、\"Android 7.0-8.1 support is not yet confirmed on a vehicle\"、\"wheel-speed dead reckoning in tunnels remains unverified\" 以及 \"General stutter, calls/Siri, decoder and model-specific reports still need current-device evidence\"。","source":"ai","title":"公开预览版，兼容性未经验证"},{"code":"may_stop_working_after_updates","severity":"attention","evidence":"README.md：\"Acceptance after future iOS updates, reliability across head units and suitability of that identity for general distribution are unresolved.\" 手机或汽车的更新可能让它无法使用，而且共用的身份可能被封锁。","source":"ai","title":"更新后可能停止工作"},{"code":"brand_scope_limited","severity":"info","evidence":"README.md：\"These projects focus on BYD cars. They may work on other brands, but other brands are unsupported and there are no plans to add support or fix brand-specific incompatibilities.\"","source":"ai","title":"仅限特定品牌"},{"code":"mixed_copyleft_licenses","severity":"info","evidence":"README.md：\"Based on xcertplay, GPL-3.0. The home/settings UI and website adapt DiAuto, AGPL-3.0 ... Preserve those notices when distributing modifications\"，而 GitHub 将该仓库报告为 GPL-3.0。","source":"ai","title":"混合的 copyleft 许可证"}],"platforms":[],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["hardware"],"alternativeTo":[{"slug":"carlinkit-wireless-carplay-adapter","name":"wireless CarPlay adapter","confirmed":true}],"declaredAlternatives":[],"stars":12964,"downloads":835612,"downloadsWeek":58764,"downloadsDays":5,"growth":482,"growthDays":5,"history":[{"date":"2026-10-26","stars":12482},{"date":"2026-10-27","stars":12561},{"date":"2026-10-28","stars":12685},{"date":"2026-10-29","stars":12785},{"date":"2026-10-30","stars":12893},{"date":"2026-10-31","stars":12964}],"firstPublishedAt":"2026-10-27T01:14:22.104Z","commitSha":"a2dc2e70b3ff24e9e18e56db71cde776b30a4eec","verifiedAt":"2026-10-28T01:41:23.896Z","lastCommitAt":"2026-10-28T09:01:38Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Adds wired and wireless CarPlay to the Android screen of some BYD cars, without buying an adapter.","summary":"DiPlay is an app you install on the Android screen built into certain BYD cars, not on the iPhone, so the car can show CarPlay over USB or wirelessly, including BYD's windshield navigation. It is a public preview by one developer: the head unit must allow installing app files, some extras need developer access (ADB) to the car, and only BYD is supported. It is not an Apple-approved product: it works by reusing an accessory identity taken from another company's adapter firmware, and that may stop being accepted at any time.","easeRationale":"There is nothing to run on Windows, Mac, Linux or the browser, so it is grade E here: the app is installed on a car's Android screen (\"Install on the car, not the iPhone\"), the head unit must permit installing app files, and some features need developer access to the car over ADB. Car head units are not a system Radar grades.","costNote":"Free and open source (GPL-3.0). No account, dongle or paid server is needed, according to the README.","notVerified":["Whether it works on your exact car, head unit firmware and iPhone version","Whether a car or phone update makes it stop working, and whether the shared identity gets blocked","What the saved diagnostic report contains before you send it to the project","Whether installing it can disturb the car's own software or the factory projection app","Whether using it this way breaks the terms of your car or phone warranty where you live"]},"zh-Hans":{"summaryShort":"为部分比亚迪(BYD)汽车的Android车机添加有线和无线CarPlay功能,不需要购买适配器。","summary":"DiPlay 是一款安装在部分比亚迪汽车自带Android车机上的应用,不是装在iPhone上,它让车机能够通过USB有线或无线方式显示CarPlay,包括比亚迪的前挡风玻璃导航。这是由一位开发者发布的公开预览版:车机必须允许安装应用文件,部分附加功能需要对车机进行开发者(ADB)访问,目前只支持比亚迪。这不是苹果官方认可的产品:它的原理是复用另一家公司适配器固件中的配件身份标识,这种做法随时可能不再被接受。","easeRationale":"在Windows、Mac、Linux或浏览器上都没有可运行的内容,所以这里评级为E:这款应用安装在汽车的Android车机屏幕上(“请装在车机上,不要装在iPhone上”),车机必须允许安装应用文件,部分功能需要通过ADB获得对车机的开发者访问权限。Radar不对汽车车机这类系统进行评级。","costNote":"免费且开源(GPL-3.0许可)。根据README的说明,不需要账号、硬件适配器(dongle)或付费服务器。","notVerified":["是否适用于你具体的汽车、车机固件版本和iPhone版本","汽车或手机的更新是否会导致它失效,以及共用的身份标识是否会被屏蔽","在你把保存的诊断报告发给项目之前,报告里到底包含哪些内容","安装它是否会干扰汽车自身的软件或原厂的投屏应用","在你所在地区,这样使用是否违反了汽车或手机质保条款"]}}},{"id":"R_kgDOJKSTjA","slug":"significant-gravitas__autogpt","name":"AutoGPT","owner":"Significant-Gravitas","fullName":"Significant-Gravitas/AutoGPT","type":"needs_setup","status":"active","grade":"B","easeByPlatform":{"windows":"D","mac":"D","linux":"D","web":"B"},"risk":"attention","signals":[{"code":"platform_folder_not_open_source_license","severity":"attention","evidence":"LICENSE：\"Everything inside the autogpt_platform folder is under the Polyform Shield License. Everything outside the autogpt_platform folder is under the MIT License.\" README.md：Polyform Shield 是 \"Free for personal and internal business use; cannot be sold as a competing hosted service\"。Polyform 文本还增加了一条禁止竞争条款：\"Any purpose is a permitted purpose, except for providing any product that competes with the software\"。","source":"ai","title":"平台文件夹不是开源许可证"},{"code":"readme_promotes_paid_hosted_service","severity":"info","evidence":"README.md 多次出现带有跟踪参数（utm_source=github）的 \"Sign up for a trial\" 链接，并声明 \"The hosted Platform is a paid service.\"","source":"ai","title":"README 推广付费托管服务"},{"code":"agents_act_on_connected_accounts","severity":"info","evidence":"README.md：\"Each Expert has a role you can shape with your instructions, context, skills, and connected apps\" 以及 \"You choose which accounts each Expert can access, set spending controls\"。","source":"ai","title":"智能体可在已连接的账户上执行操作"},{"code":"platform_releases_marked_beta","severity":"info","evidence":"版本标签本身就写着 beta：autogpt-platform-beta-v0.10.0（2026-10-27）和 autogpt-platform-beta-v0.9.0（2026-10-23）。LICENSE 也称它为 \"our in-developlemt platform\"。","source":"ai","title":"平台版本标记为测试版"},{"code":"marketplace_workflows_from_strangers","severity":"info","evidence":"README.md：\"Marketplace: discover workflows you can adapt to your work.\" 你导入的工作流是别人写的，可能会使用你已连接的应用和密钥。","source":"ai","title":"市场中的工作流来自陌生人"}],"platforms":["windows","mac","linux","web"],"tools":["docker"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["AI model provider credentials for self-hosting (or a local model)"],"cost":{"model":"freemium"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["ai_agents","automation","productivity"],"alternativeTo":[{"slug":"zapier","name":"Zapier","confirmed":true},{"slug":"make","name":"Make","confirmed":true},{"slug":"manus","name":"Manus","confirmed":true}],"declaredAlternatives":[],"stars":187850,"downloads":3745,"downloadsWeek":15,"downloadsDays":5,"growth":71,"growthDays":5,"history":[{"date":"2026-10-26","stars":187779},{"date":"2026-10-27","stars":187791},{"date":"2026-10-28","stars":187804},{"date":"2026-10-29","stars":187819},{"date":"2026-10-30","stars":187840},{"date":"2026-10-31","stars":187850}],"firstPublishedAt":"2026-10-27T01:10:12.685Z","commitSha":"07212df377c4ea0ac5ed6a7c9c8ff72203564650","verifiedAt":"2026-10-30T01:44:22.950Z","lastCommitAt":"2026-10-31T23:09:06Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Set up a team of AI assistants that write content, research prospects and handle recurring work, hosted or on your own computer.","summary":"AutoGPT is a platform where AI \"Experts\" (for content, sales research, email drafts and more) take a plain-English brief, work together under a coordinator called Otto, and can run routines and visual workflows connected to your apps. You can pay for the hosted version in a browser, or run it yourself with Docker and your own AI model credentials or a local model. It is for small teams and power users who are comfortable with some setup. The README mostly promotes the paid hosted service.","easeRationale":"The easiest route is the maker's hosted Platform in a browser: nothing to install, but you sign up for a paid service with a trial. Running it yourself on Windows, Mac or Linux is grade D: the README's quickest path is a long `docker run` command followed by `docker exec autogpt autogpt-admin promote you@example.com`, and even the one-command installer it mentions sets up the same Docker image.","costNote":"Self-hosting is free, but you pay for your own servers and AI model usage (or use a local model). The hosted Platform is a paid service with a trial; prices are on agpt.co/pricing, not in the package.","notVerified":["Whether the one-command installer works smoothly on Windows and what it installs besides Docker","Real disk and memory use of the self-hosted container (the check could not estimate disk use)","Real AI model cost when the Experts run routines on their own","What the agents can do in the accounts you connect and how well spending controls work","How the self-hosted version differs from the hosted one in features"]},"zh-Hans":{"summaryShort":"组建一支AI助手团队来撰写内容、调研潜在客户并处理重复性工作,可以用托管版,也可以在自己电脑上运行。","summary":"AutoGPT 是一个平台,AI\"专家\"(负责内容、销售调研、邮件草稿等)接收一份用简单语言写的任务说明,在一个叫Otto的协调者下协同工作,还可以运行连接到你各类应用的例行任务和可视化工作流。你可以在浏览器里付费使用托管版,也可以用Docker和自己的AI模型凭证或本地模型自己运行。它面向需要一些配置经验的小团队和高级用户。README主要是在推广付费托管服务。","easeRationale":"最简单的方式是使用开发者的浏览器托管平台:不需要安装任何东西,但你要注册一个带试用期的付费服务。自己在Windows、Mac或Linux上运行则是D级:README里最快的方式是一条很长的`docker run`命令,后面还要跟上`docker exec autogpt autogpt-admin promote you@example.com`,就连文档提到的一键安装程序,最终配置的也是同一个Docker镜像。","costNote":"自己运行是免费的,但你要承担自己服务器和AI模型使用的费用(或者使用本地模型)。托管平台是带试用期的付费服务;价格在agpt.co/pricing上,而不在这个代码包里。","notVerified":["一键安装程序在Windows上是否能顺利运行,以及除了Docker之外它还安装了什么","自行托管容器的真实磁盘和内存占用(检查工具无法估算磁盘占用)","专家自行运行例行任务时真实的AI模型费用","代理在你连接的账户里能做什么,以及支出控制机制效果如何","自行托管版本和托管版本在功能上有什么区别"]}}},{"id":"R_kgDOVQBDQw","slug":"simbasjungles__free-my-tv","name":"Free My TV","owner":"simbasjungles","fullName":"simbasjungles/free-my-tv","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"9 天内获得 5238 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"tv_adb_stays_enabled","severity":"attention","evidence":"README.md，How it works：\"The app connects to 127.0.0.1:5555 with its own key ... and runs the same commands you would: cmd package set-home-activity, ... pm disable-user\"。切换回原状时，看门狗（watchdog）和开机检查都依赖 ADB，因此电视的调试端口 5555 会一直开启，并且在你的家庭网络中可以访问。","source":"ai","title":"电视的 ADB 保持开启"},{"code":"ai_assistant_gets_shell_access","severity":"info","evidence":"README.md，The easy way：让 AI 编程助手来安装它，助手会 \"downloads the code, installs the tools it needs, builds the app and puts it on your TV\"，并在你的电脑上运行命令。","source":"ai","title":"AI 助手获得命令行权限"},{"code":"self_updating_apk","severity":"info","evidence":"README.md：\"Once a week the APK from the release looks for a newer release and downloads it\"；它通过 Android 的安装程序进行安装，安装前会先询问，前提是用户已允许 Free My TV 安装应用。","source":"ai","title":"APK 会自动更新"},{"code":"play_protect_warning_bypass","severity":"info","evidence":"README.md：\"On Android 14, Google Play Protect may hold the install with Risky app blocked: choose More details → Install anyway.\"","source":"ai","title":"绕过 Play Protect 警告"},{"code":"accessibility_and_notification_access","severity":"info","evidence":"README.md，What it changes：在 TCL 和其他品牌的电视上，一个 \"small accessibility service that only reads those buttons\" 负责处理遥控器按键，可选的 Now Playing 小组件则使用通过电视 ADB 授予权限的通知监听器。","source":"ai","title":"无障碍和通知权限"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["TMDB","Watchmode","Anthropic (only for the translation helper tools/translate.py)"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["hardware","system"],"alternativeTo":[{"slug":"projectivy-launcher","name":"Launcher","confirmed":true}],"declaredAlternatives":[],"stars":5575,"downloads":24222,"downloadsWeek":11535,"downloadsDays":5,"growth":712,"growthDays":5,"history":[{"date":"2026-10-26","stars":4863},{"date":"2026-10-27","stars":5056},{"date":"2026-10-28","stars":5235},{"date":"2026-10-29","stars":5393},{"date":"2026-10-30","stars":5488},{"date":"2026-10-31","stars":5575}],"firstPublishedAt":"2026-10-27T01:10:12.685Z","commitSha":"aeffdb4c4faa781069ab5713890fa0b9efebb4ee","verifiedAt":"2026-10-29T01:56:29.679Z","lastCommitAt":"2026-10-31T03:42:25Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Replace your TV's ad-filled home screen with a simple one showing your apps, the weather and trending picks, and undo it anytime.","summary":"Free My TV is a replacement home screen for Google TV and Android TV, with app versions for LG and Samsung TVs. It shows your streaming apps, trending titles from those apps, the weather and optional crypto prices, with no ads. On Google TV it turns off (does not uninstall) the stock home screen and some preinstalled promo apps, and one setting brings them back. Installing needs a computer on the same Wi-Fi, the TV's developer mode and the adb tool, or an AI coding assistant to do it. Trending picks need a free TMDB key, which you add on the TV itself.","easeRationale":"There is a ready FreeMyTV.apk, but on Windows you must install adb, turn on developer mode and USB debugging on the TV, and type adb commands (or let an AI assistant do it); Mac and Linux are the same, and LG and Samsung need Python or a community installer.","costNote":"MIT license. The TMDB key for trending picks and the optional Watchmode key have free plans. The suggested 'easy way' uses an AI coding assistant such as Claude Code, which may need a paid plan.","notVerified":["Whether it works on your exact TV model and firmware","Whether 'Original' really brings back every app that was turned off","Whether a TV firmware update undoes the changes or breaks the home screen","Which commands an AI coding assistant actually runs when it follows the instructions","What the accessibility service and the in-app ADB connection do beyond what the README describes"]},"zh-Hans":{"summaryShort":"用一个干净的主屏幕替换电视上满是广告的主屏幕,展示你的应用、天气和热门推荐,随时可以撤销。","summary":"Free My TV 是 Google TV 和 Android TV 的替代主屏幕,也有适用于 LG 和三星电视的应用版本。它显示你的流媒体应用、这些应用中的热门内容、天气以及可选的加密货币价格,没有广告。在 Google TV 上,它会关闭(而不是卸载)原生主屏幕和部分预装的推广应用,一个设置选项可以把它们恢复回来。安装需要一台连接同一 Wi-Fi 的电脑、电视的开发者模式和 adb 工具,或者让 AI 编程助手代为完成。热门推荐需要一个免费的 TMDB 密钥,可以直接在电视上添加。","easeRationale":"有现成的 FreeMyTV.apk,但在 Windows 上你必须安装 adb,在电视上打开开发者模式和 USB 调试,并输入 adb 命令(或者让 AI 助手代劳);Mac 和 Linux 操作相同,LG 和三星则需要 Python 或社区提供的安装工具。","costNote":"MIT 许可证。用于热门推荐的 TMDB 密钥和可选的 Watchmode 密钥都有免费额度。推荐的'简便方式'会用到 AI 编程助手,比如 Claude Code,这可能需要付费计划。","notVerified":["是否适用于你具体的电视型号和固件版本","'Original'是否真的能恢复所有被关闭的应用","电视固件更新是否会撤销这些更改或破坏主屏幕","AI 编程助手在执行安装说明时实际运行了哪些命令","应用内的无障碍服务和 ADB 连接除了 README 所述之外还做了什么"]}}},{"id":"R_kgDOVS6VyQ","slug":"snapintosh__snapintosh","name":"Snapintosh","owner":"Snapintosh","fullName":"Snapintosh/Snapintosh","type":"framework_infra","status":"alert","grade":"E","easeByPlatform":{"mac":"E"},"risk":"high","signals":[{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 4 天前","source":"check","title":"所有者账号较新"},{"code":"runs_macos_outside_apples_licence","severity":"high","evidence":"README 中写明了整个目的：\"Snapintosh boots Apple's macOS 27 (build 26A428) on an ASUS Zenbook A16 laptop with a Qualcomm Snapdragon X2 Elite\"，其自带的 Legal 部分也说 \"Running macOS on non-Apple hardware may conflict with Apple's macOS software licence agreement.\" 该监控程序提供 \"the SPTM and TXM monitor calls\"，让苹果的内核接受非苹果硬件，用户还必须用 tools/fetch-ipsw.py 获取苹果的恢复镜像。","source":"ai","title":"在苹果许可协议之外运行 macOS"},{"code":"can_destroy_data_on_the_laptop","severity":"attention","evidence":"README Warning：\"It writes the internal NVMe SSD. Installing macOS changes the partition table... A bug can corrupt or destroy data on the SSD, including the Windows installation\"，并且 \"programs clocks, voltages, the GPU and memory-bandwidth votes directly\"。","source":"ai","title":"可能毁掉笔记本上的数据"},{"code":"big_claims_almost_nobody_can_check","severity":"attention","evidence":"仓库创建于 2026-10-22，已有 1012 个星标，没有 GitHub 发布版本，README 说它只能在一台机器上运行：\"An ASUS Zenbook A16 with the Snapdragon X2 Elite X2E-96-100 (UX3607OA). Nothing else is supported.\" 再加上对创建仅 4 天的所有者账号的检查，几乎没有人能复现这些说法。","source":"ai","title":"宏大的说法几乎无人能验证"},{"code":"mixed_licences_in_one_project","severity":"info","evidence":"LICENSE 文件：\"Snapintosh is MIT with GPL-2.0 components\"，而使用 Adreno 表构建的二进制文件 \"is a combined work and is distributable under GPL-2.0\"，因此任何重新分发构建版本的人都要遵守 GPL-2.0，而不是 MIT。GitHub 本身把该许可证显示为 NOASSERTION。","source":"ai","title":"同一项目混用多种许可证"},{"code":"pulls_firmware_from_other_sources","severity":"info","evidence":"README \"Bring your own Apple software\"：GPU 微码（gen80100_gmu.bin、gen80100_sqe.fw）和 Wi-Fi 固件来自 linux-firmware，Wi-Fi 板文件来自华硕的 Windows 驱动包；这些工具会按固定的 SHA-256 检查每个文件。","source":"ai","title":"从其他来源获取固件"}],"platforms":["mac"],"tools":["python","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["system","hardware"],"alternativeTo":[],"declaredAlternatives":[],"stars":1086,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":74,"growthDays":4,"history":[{"date":"2026-10-27","stars":1012},{"date":"2026-10-28","stars":1033},{"date":"2026-10-29","stars":1051},{"date":"2026-10-30","stars":1063},{"date":"2026-10-31","stars":1086}],"firstPublishedAt":"2026-10-27T18:40:28.046Z","commitSha":"940eeb95ba637528dc45ba098e6b8091163dd489","verifiedAt":"2026-10-28T01:38:38.686Z","lastCommitAt":"2026-10-25T04:18:35Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An experimental hypervisor that boots Apple's macOS on one specific ASUS Snapdragon laptop, driven from a Mac over USB-C.","summary":"A low-level monitor (hypervisor) plus build tools that make Apple's macOS 27 kernel start on an ASUS Zenbook A16 with a Snapdragon X2 Elite chip, including a hand-written graphics driver for the laptop's Adreno GPU, keyboard, touchpad and NVMe storage. Nothing else is supported. You need that exact laptop, a second Mac running macOS 27 connected by USB-C, Xcode, Apple's Kernel Debug Kit, Python 3 and several build tools, and you must supply Apple's macOS restore image yourself. The authors call it experimental and say to expect crashes.","easeRationale":"On macOS, the only system the tools run on, this is an E: there are no releases or ready files, and the Building section asks for Xcode with the macOS 27 SDK, Apple's Kernel Debug Kit for build 26A428, Python 3, Homebrew LLVM, Meson and Ninja, a second repository checked out next to this one, and a boot cycle driven over USB-C from the Mac.","costNote":"The project's own code is free (MIT, with GPL-2.0 parts). You supply the ASUS laptop, a Mac host, Apple's macOS restore image and the Kernel Debug Kit from Apple's developer downloads.","notVerified":["Whether it really boots to a working macOS desktop as the status table says; there are no releases and only one laptop model is supported.","Whether the pinned file hashes still match the firmware Apple and ASUS ship today.","Whether the battery and thermal guards prevent damage to the laptop; the README says they are \"not a guarantee\".","How much disk space the build, the restore image and the Kernel Debug Kit take together.","Whether Apple's kernel really runs unmodified in practice, since the docs also describe opt-in kernel patches."]},"zh-Hans":{"summaryShort":"一个实验性的虚拟机监控程序,可在某款特定的华硕骁龙笔记本上启动苹果 macOS,由一台 Mac 通过 USB-C 驱动控制。","summary":"这是一个底层监控程序(虚拟机监控程序)加上一套编译工具,能让苹果 macOS 27 的内核在搭载骁龙 X2 Elite 芯片的华硕 Zenbook A16 上启动,其中包括为该笔记本的 Adreno GPU、键盘、触控板和 NVMe 存储手写的显卡驱动。除此之外不支持任何其他设备。你需要这台特定型号的笔记本、一台通过 USB-C 连接并运行 macOS 27 的第二台 Mac、Xcode、苹果的 Kernel Debug Kit、Python 3 以及若干编译工具,并且必须自行提供苹果的 macOS 还原镜像。作者称这是实验性项目,并提醒会出现崩溃。","easeRationale":"在 macOS 上(这些工具唯一能运行的系统),评级是 E:没有发布版本,也没有现成文件,编译部分要求安装带 macOS 27 SDK 的 Xcode、适用于 26A428 版本的苹果 Kernel Debug Kit、Python 3、Homebrew LLVM、Meson 和 Ninja,还需要在旁边克隆第二个仓库,并通过 USB-C 从 Mac 驱动整个启动流程。","costNote":"该项目自身的代码是免费的(MIT 许可,部分为 GPL-2.0)。你需要自行提供华硕笔记本、作为主机的 Mac、苹果的 macOS 还原镜像,以及来自苹果开发者下载页面的 Kernel Debug Kit。","notVerified":["它是否真的能像状态表所说的那样启动到可用的 macOS 桌面;目前没有发布版本,且只支持一种笔记本型号。","固定的文件哈希是否仍与苹果和华硕目前发布的固件相符。","电池和温度保护措施是否真的能防止笔记本受损;README 说这些措施\"并非保证\"。","编译过程、还原镜像和 Kernel Debug Kit 加在一起需要多少磁盘空间。","苹果内核在实际中是否真的未经修改运行,因为文档中也提到了可选的内核补丁。"]}}},{"id":"R_kgDORpCz1g","slug":"stablyai__orca","name":"Orca","owner":"stablyai","fullName":"stablyai/orca","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"agents_act_on_your_computer","severity":"attention","evidence":"README 写道：'Computer Use — Let agents operate desktop apps and visible UI when a workflow needs real interaction'，而 Orca 的命令行工具还提供了 'orca worktree create, snapshot, click, and fill'，让代理可以操作 Orca 本身。代理还能使用终端、你的文件和 git worktree。","source":"ai","title":"代理可以操作你的电脑"},{"code":"telemetry_on_unless_you_opt_out","severity":"attention","evidence":"README 的 'Community & Support' 部分写道：'See the privacy & telemetry docs for what anonymous usage data Orca collects and how to opt out.'","source":"ai","title":"遥测默认开启，除非你自己关闭"},{"code":"phone_control_through_a_relay","severity":"attention","evidence":"README 的 'Developing' 部分写道：'The relay that pairs the mobile app with a desktop host is also in this repository under cloud/'，所以从手机操控你的代理要经过一个配对好的中继服务。","source":"ai","title":"通过中继服务从手机控制"},{"code":"android_app_installed_from_a_website","severity":"info","evidence":"README 的 'Mobile Companion' 部分：iOS 版本来自 App Store，但 Android 版本是从 www.onorca.dev/download/android 下载的 'Android APK'，有自己的安装指南，而不是来自 Google Play。","source":"ai","title":"android 应用需从网站安装"},{"code":"fast_releases_and_large_issue_backlog","severity":"info","evidence":"GitHub 数据：该仓库创建于 2026-03-17，已有 994 个发布版本和 7873 个未关闭的 issue，README 写道 'we ship daily, so this list is perpetually behind.'（我们每天都发版，所以这份列表永远滞后）。package.json 里标注的版本仍是 1.4.214，而最新发布版本是 v1.4.245。","source":"ai","title":"发版很快，issue 积压很多"},{"code":"confusable_package_name","severity":"info","evidence":"README 的安装说明写道：'Always use the full name; bare `orca` is an unrelated Plotly cask'（务必使用完整名称；单独的 `orca` 是另一个与此无关的 Plotly cask），对应命令 'brew install --cask stablyai/orca/orca'。","source":"ai","title":"包名容易混淆"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node"],"disk":{"minMB":198,"maxMB":593,"basis":"installer"},"apiKeys":["An account for at least one coding agent (Claude Code, Codex, Grok, Cursor, OpenCode and many others)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","development"],"alternativeTo":[{"slug":"cursor","name":"Cursor","confirmed":true},{"slug":"conductor","name":"Conductor","confirmed":true}],"declaredAlternatives":[],"stars":111742,"downloads":140885841,"downloadsWeek":12980500,"downloadsDays":6,"growth":5818,"growthDays":6,"history":[{"date":"2026-10-25","stars":105924},{"date":"2026-10-26","stars":107076},{"date":"2026-10-27","stars":108077},{"date":"2026-10-28","stars":109057},{"date":"2026-10-29","stars":110199},{"date":"2026-10-30","stars":111129},{"date":"2026-10-31","stars":111742}],"firstPublishedAt":"2026-10-25T23:19:28.267Z","commitSha":"591399840216d05fc65aad59bc6c6a6e8623c1bb","verifiedAt":"2026-11-01T01:47:39.256Z","lastCommitAt":"2026-11-01T01:26:07Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A desktop app to run several coding agents side by side, each in its own copy of your project, plus a phone companion.","summary":"Orca is a desktop app for running coding agents such as Claude Code, Codex, Grok or OpenCode side by side. Each agent works in its own git worktree, so you can send one prompt to several of them and compare the results, with a built-in editor, terminals, a browser, and GitHub and Linear views in the same window. A phone app lets you watch and answer agents while you are away. It is for developers: you install the agents yourself and use your own subscriptions. Ready installers exist for Windows, macOS and Linux.","easeRationale":"All three systems have ready installers (orca-windows-setup.exe, .dmg, AppImage, .deb, .rpm, Homebrew cask and the AUR), and the README says the Windows build is code-signed through SignPath. The grade stays at C because Orca only drives agents you install yourself: 'Works with any CLI agent — if it runs in a terminal, it runs in Orca', so you still install something like Claude Code or Codex and log into it in a terminal.","costNote":"The app is free and MIT-licensed. The repository description says you 'run any coding agent with your own subscription', so the cost is whatever those agents charge.","notVerified":["Whether each listed agent really works, and with which versions","What the telemetry sends and what the pairing relay sees of your code","What you end up paying for the agent subscriptions behind it","How much memory several agents in parallel need on your machine","Whether the macOS and Linux builds are signed, since only Windows signing is mentioned"]},"zh-Hans":{"summaryShort":"一款桌面应用，可并排运行多个编程代理，每个代理在自己的项目副本中工作，并配有手机端应用。","summary":"Orca 是一款桌面应用，可以并排运行 Claude Code、Codex、Grok 或 OpenCode 等编程代理。每个代理都在自己独立的 git worktree 中工作，所以你可以把同一个提示发给多个代理并比较结果，应用内置编辑器、终端、浏览器，以及同一窗口中的 GitHub 和 Linear 视图。手机端应用让你在外出时也能查看并回复代理。它是为开发者准备的：你自己安装这些代理，使用自己的订阅。Windows、macOS 和 Linux 都有现成的安装程序。","easeRationale":"三大系统都有现成的安装程序（orca-windows-setup.exe、.dmg、AppImage、.deb、.rpm、Homebrew cask 和 AUR），README 说 Windows 版本通过 SignPath 进行了代码签名。评级保持在 C，因为 Orca 只是驱动你自己安装的代理：'Works with any CLI agent — if it runs in a terminal, it runs in Orca'，所以你仍然需要安装类似 Claude Code 或 Codex 的工具，并在终端里登录它。","costNote":"该应用免费，采用 MIT 许可证。仓库描述中说 'run any coding agent with your own subscription'（用你自己的订阅运行任何编程代理），所以费用取决于这些代理各自收取多少。","notVerified":["列出的每个代理是否真的能用，分别对应哪些版本","遥测数据发送了什么，配对中继又能看到你代码的哪些内容","最终为背后那些代理的订阅要付多少钱","多个代理并行运行在你的电脑上需要多少内存","macOS 和 Linux 的构建版本是否经过签名，因为只提到了 Windows 的签名"]}}},{"id":"R_kgDOVQJmWw","slug":"stackedlol__ascii-sharks","name":"ASCII Sharks","owner":"stackedlol","fullName":"stackedlol/ascii-sharks","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"very_new_and_very_small","severity":"info","evidence":"仓库创建于 2026-10-19，最后一次提交在 2026-10-24，顶层只有 .gitignore、LICENSE、README.md、demo.ts、index.html、package.json、src/ 和 tsconfig.json，却已有 1141 个星标。","source":"ai","title":"非常新且非常小"},{"code":"not_published_as_a_package","severity":"info","evidence":"package.json 中有 \"private\": true、版本 0.1.0 和 \"main\": \"src/index.ts\"，并且没有 GitHub 发布版本，所以你需要把源代码复制到自己的项目里，而不是直接安装。","source":"ai","title":"没有作为软件包发布"},{"code":"almost_no_documentation","severity":"info","evidence":"整个 README 只有 ASCII 图案、一行说明、一条安装命令和三行代码示例；提到的唯一生物是 \"hammerhead\"，也没有给出选项列表。","source":"ai","title":"几乎没有文档"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","image"],"alternativeTo":[],"declaredAlternatives":[],"stars":1219,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":79,"growthDays":4,"history":[{"date":"2026-10-27","stars":1140},{"date":"2026-10-28","stars":1165},{"date":"2026-10-29","stars":1188},{"date":"2026-10-30","stars":1207},{"date":"2026-10-31","stars":1219}],"firstPublishedAt":"2026-10-27T18:40:28.055Z","commitSha":"a0074c16a106f0abc665fe9712ca445f8f98ad8e","verifiedAt":"2026-10-28T01:39:09.860Z","lastCommitAt":"2026-10-24T16:07:31Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A small TypeScript code library that draws animated ASCII fish and sharks swimming on a web page.","summary":"Code you drop into your own web project to draw fish and sharks made of text characters, animated on an HTML canvas. You create an ocean engine, tell it which creatures and sizes you want, and it animates them; the README says it has no outside dependencies. It is not a program you open: to see the included demo you install Node, run two commands and open the local page. Written in TypeScript and meant for people building a web page or a toy project. Free, MIT-licensed, and only a few days old.","easeRationale":"Windows, Mac and Linux all land on C for the same reason: the only instruction is `npm install && npm run dev`, so you need Node installed and a terminal, and what you get is a developer preview page rather than an app. There are no releases and nothing ready to download.","notVerified":["Which creatures, sizes and settings the engine actually accepts, beyond the \"hammerhead\" shown in the README.","Whether the animation stays smooth with many creatures on screen, and how much CPU it uses.","Which browsers it works in.","Whether the demo runs as written, since there is no test or build output in the repository."]},"zh-Hans":{"summaryShort":"一个小型 TypeScript 代码库,可在网页上绘制游动的 ASCII 字符鱼和鲨鱼动画。","summary":"这是一段可以嵌入你自己网页项目的代码,用文本字符绘制鱼和鲨鱼,并在 HTML canvas 上制作动画。你创建一个海洋引擎,告诉它你想要哪些生物和尺寸,它就会让它们动起来;README 说它没有外部依赖。它不是一个可以打开的程序:要查看自带的演示,你需要安装 Node,运行两条命令,再打开本地页面。该项目用 TypeScript 编写,面向正在搭建网页或小项目的人。免费,采用 MIT 许可,只有几天历史。","easeRationale":"Windows、Mac 和 Linux 都被评为 C,原因相同:唯一的操作说明是 `npm install && npm run dev`,所以你需要安装好 Node 并打开终端,得到的只是一个开发者预览页面,而不是一个应用程序。目前没有发布版本,也没有现成的可下载内容。","notVerified":["这个引擎实际支持哪些生物、尺寸和设置,而不只是 README 中展示的“hammerhead”。","屏幕上生物很多时动画是否依然流畅,以及会占用多少 CPU。","它在哪些浏览器中可用。","演示是否真的能按原样运行,因为仓库中没有测试或构建产物。"]}}},{"id":"R_kgDOI2oX4A","slug":"stirling-tools__stirling-pdf","name":"Stirling-PDF","owner":"Stirling-Tools","fullName":"Stirling-Tools/Stirling-PDF","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"open_core_license","severity":"info","evidence":"LICENSE：\"app/proprietary/\"、\"app/saas/\"、\"engine/\" 和 \"frontend/src/editor/desktop/\"（等）下的内容 \"is licensed under the license defined in\" 单独的 LICENSE 文件，而不是 MIT；README：\"Stirling PDF is open-core.\"","source":"ai","title":"开放核心（open core）许可"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":257,"maxMB":770,"basis":"installer"},"apiKeys":[],"cost":{"model":"freemium"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["office","productivity"],"alternativeTo":[{"slug":"acrobat","name":"Acrobat","confirmed":true}],"declaredAlternatives":[],"stars":95481,"downloads":2871587,"downloadsWeek":61782,"downloadsDays":6,"growth":474,"growthDays":6,"history":[{"date":"2026-10-25","stars":95007},{"date":"2026-10-26","stars":95084},{"date":"2026-10-27","stars":95181},{"date":"2026-10-28","stars":95266},{"date":"2026-10-29","stars":95363},{"date":"2026-10-30","stars":95425},{"date":"2026-10-31","stars":95481}],"firstPublishedAt":"2026-10-25T23:19:29.142Z","commitSha":"684608d143779bf3a8ffc67639f077a1202c62ff","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-30T14:09:11Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Merge, split, sign, compress, convert and edit PDF files on your own computer or server.","summary":"Stirling PDF is a PDF toolbox with more than 50 tools: merge, split, sign, redact, convert, compress, read text from scans (OCR) and edit PDFs. You can install it as a desktop app, or run it on your own server and use it in a web browser, so documents do not have to go to an outside website. It also offers no-code automation and an API for businesses. The core is open source; some parts and the Server and Enterprise plans are paid.","easeRationale":"The latest release includes Windows installers (Stirling-PDF-windows-x86_64.msi and an arm64 setup.exe); the Docker command in the README is only needed for the server version.","costNote":"Open-core: most code is MIT, but some folders have their own licenses, and the README links to paid Server and Enterprise plans.","notVerified":["Which features in the desktop app are free and which need a paid plan","Whether the desktop app sends any data or usage statistics online","How well PDF editing keeps the original layout on complex documents","Real disk use after installing, which Radar estimates from the installer size"]},"zh-Hans":{"summaryShort":"在你自己的电脑或服务器上合并、拆分、签名、压缩、转换和编辑 PDF 文件。","summary":"Stirling PDF 是一个拥有 50 多种工具的 PDF 工具箱：合并、拆分、签名、涂黑敏感内容、转换、压缩、识别扫描件中的文字（OCR）以及编辑 PDF。你可以把它安装为桌面应用，也可以在自己的服务器上运行并通过网页浏览器使用，这样文档就不必上传到外部网站。它还提供无代码自动化功能和面向企业的 API。核心部分是开源的；部分功能以及 Server 和 Enterprise 套餐需要付费。","easeRationale":"最新版本包含 Windows 安装程序（Stirling-PDF-windows-x86_64.msi 和一个 arm64 的 setup.exe）；README 中的 Docker 命令只在使用服务器版本时才需要。","costNote":"开放核心（open-core）模式：大部分代码采用 MIT 许可，但部分文件夹有各自的许可，README 还链接到付费的 Server 和 Enterprise 套餐。","notVerified":["桌面应用中哪些功能免费，哪些需要付费套餐","桌面应用是否会在网上发送任何数据或使用统计","在复杂文档上，PDF 编辑能否很好地保留原有版式","安装后实际占用的磁盘空间，Radar 是根据安装程序大小估算的"]}}},{"id":"R_kgDOU_DMSg","slug":"storytold__cadcraft","name":"CADCraft","owner":"storytold","fullName":"storytold/cadcraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"19 天内获得 6905 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"unsupported_entities_lost_on_save","severity":"attention","evidence":"README 的 'What works today' 表格：'Entities CADCraft doesn't model yet are not kept on save: see file-format parity'。保存在其他程序中制作的 DWG 或 DXF 文件时，可能会丢掉其中的一部分内容。","source":"ai","title":"不支持的图元在保存时丢失"},{"code":"early_development","severity":"info","evidence":"README 徽章 'Status: early development' 以及 'CADCraft is in early, fast development.'","source":"ai","title":"处于早期开发阶段"},{"code":"unusual_fork_count","severity":"info","evidence":"GitHub 数据：一个创建于 19 天前的仓库有 3008 个 fork、6905 个星标，fork 占比异常地高。","source":"ai","title":"fork 数量异常"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":50,"maxMB":149,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["design_cad"],"alternativeTo":[{"slug":"autocad","name":"AutoCAD","confirmed":true}],"declaredAlternatives":[],"stars":7325,"downloads":1310412,"downloadsWeek":246985,"downloadsDays":5,"growth":416,"growthDays":5,"history":[{"date":"2026-10-26","stars":6909},{"date":"2026-10-27","stars":7015},{"date":"2026-10-28","stars":7101},{"date":"2026-10-29","stars":7194},{"date":"2026-10-30","stars":7253},{"date":"2026-10-31","stars":7325}],"firstPublishedAt":"2026-10-27T01:10:12.687Z","commitSha":"c3b8e7b7fe3f8cec4f1353d680e6cdd27fe10979","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T22:52:40Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A free AutoCAD-style drawing program for 2D technical drawings and floor plans that opens DXF and DWG files.","summary":"CADCraft is a computer-aided design app that works like AutoCAD: you type commands, snap to points and use layers, dimensions, hatches and blocks. It opens and saves DXF and DWG files and exports PDF, SVG and PNG. It is for drafters, architects, engineers and hobbyists who want a free CAD tool, and AI agents can drive it too. Windows has signed installers; macOS and Linux builds also exist. The project is in early development, and parts of a drawing it does not understand yet are dropped when you save.","easeRationale":"Each release ships code-signed Windows .msi installers and portable .zip files for x64, arm64 and x86 (about 50–60 MB), so you download and open it.","costNote":"MIT or Apache-2.0, no account and no subscription.","notVerified":["How faithfully real-world DWG files from AutoCAD open and save without losing content.","Whether the app starts on every Windows graphics driver; the README describes crashes with some AMD drivers and a workaround.","How close it is to AutoCAD for daily professional work, beyond the feature list in the README.","Whether the downloaded installers match the published source code."]},"zh-Hans":{"summaryShort":"一款免费的类 AutoCAD 绘图程序，用于 2D 技术图纸和平面图，可打开 DXF 和 DWG 文件。","summary":"CADCraft 是一款计算机辅助设计应用，用法与 AutoCAD 相似：输入命令、捕捉点位，并使用图层、标注、填充图案和图块。它可以打开和保存 DXF、DWG 文件，并导出 PDF、SVG 和 PNG。它面向希望使用免费 CAD 工具的绘图员、建筑师、工程师和爱好者，AI 智能体也可以操作它。Windows 提供带签名的安装程序，也有 macOS 和 Linux 版本。项目处于早期开发阶段，保存时会丢弃图纸中它暂时还不能识别的部分。","easeRationale":"每个版本都提供带代码签名的 Windows .msi 安装程序，以及适用于 x64、arm64 和 x86 的便携 .zip 文件（约 50–60 MB），下载后即可打开使用。","costNote":"MIT 或 Apache-2.0，无需账户，也无需订阅。","notVerified":["来自 AutoCAD 的真实 DWG 文件在打开和保存时能多忠实地保留全部内容。","应用能否在所有 Windows 显卡驱动上启动；README 提到部分 AMD 驱动会崩溃，并给出了变通办法。","除了 README 中的功能列表之外，它在日常专业工作中与 AutoCAD 的接近程度。","下载的安装程序是否与公开的源代码一致。"]}}},{"id":"R_kgDOVDHGvA","slug":"storytold__craft-launcher","name":"Craft Launcher","owner":"storytold","fullName":"storytold/craft-launcher","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[{"code":"early_alpha_young_project","severity":"info","evidence":"README.md：\"Status: ArtCraft Launcher is new and in early alpha. Expect rough edges\"。该仓库创建于 2026-10-09，已有 14 个发布版本。","source":"ai","title":"早期 alpha 版本，项目很新"},{"code":"installs_and_updates_other_programs","severity":"info","evidence":"README.md（Where apps are installed）：在 Windows 上，每个应用都会通过 \"The release MSI, through Windows Installer\" 安装到 \"C:\\Program Files\\<App>\"，并且 \"Update and restart downloads it, verifies it, puts it where this copy is installed\"。README 说每次下载 \"is checked against the release's published SHA-256 before it is installed\"。","source":"ai","title":"会安装和更新其他程序"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":9,"maxMB":27,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["productivity","system"],"alternativeTo":[{"slug":null,"name":"Adobe Creative Cloud desktop app","confirmed":false}],"declaredAlternatives":[],"stars":4433,"downloads":4706258,"downloadsWeek":684268,"downloadsDays":5,"growth":305,"growthDays":5,"history":[{"date":"2026-10-26","stars":4128},{"date":"2026-10-27","stars":4194},{"date":"2026-10-28","stars":4252},{"date":"2026-10-29","stars":4319},{"date":"2026-10-30","stars":4366},{"date":"2026-10-31","stars":4433}],"firstPublishedAt":"2026-10-27T01:10:12.688Z","commitSha":"7aafad661a11594a70ae949471d481f30d8fe64a","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-11-01T00:39:02Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"One app to install, update and open the free Craft creative apps, such as PhotoCraft and WordCraft, on your computer.","summary":"ArtCraft Launcher is a small desktop app that lists the free, open-source Craft App Suite (image, video, vector, PDF, office, CAD and audio tools), installs the right version for your computer, checks each download against its published checksum, and tells you when updates are out. It can sit in the system tray. It is for anyone who uses the Craft apps and does not want to visit a dozen download pages. Windows, Mac and Linux get ready installers. The project says it is in early alpha.","easeRationale":"The releases include a Windows installer (artcraft-launcher-0.8.1-windows-x64.msi) that the README says installs for the current user without admin rights, plus a portable zip.","costNote":"Free (MIT or Apache-2.0). The ArtCraft name and logo are trademarks and are not covered by that license.","notVerified":["Whether installing an app into C:\\Program Files asks for administrator permission on Windows","How much disk space the Craft apps you install take; the 9–27 MB figure covers only the launcher","How stable the launcher is, given its early alpha status","Whether update checks keep working when GitHub limits how often it can be asked","The Craft apps themselves, which this card does not cover"]},"zh-Hans":{"summaryShort":"一个应用就能在你的电脑上安装、更新和打开免费的 Craft 创意应用，例如 PhotoCraft 和 WordCraft。","summary":"ArtCraft Launcher 是一个小型桌面应用，它列出免费开源的 Craft App Suite（图像、视频、矢量、PDF、办公、CAD 和音频工具），为你的电脑安装合适的版本，用已发布的校验和核对每次下载，并在有更新时通知你。它可以驻留在系统托盘。它适合使用 Craft 应用、又不想逐个访问十几个下载页面的人。Windows、Mac 和 Linux 都有现成的安装程序。项目自称处于早期 alpha 阶段。","easeRationale":"发布版本包含一个 Windows 安装程序（artcraft-launcher-0.8.1-windows-x64.msi），README 称它为当前用户安装，不需要管理员权限，另有便携 zip。","costNote":"免费（MIT 或 Apache-2.0）。ArtCraft 的名称和标志是商标，不在该许可证的覆盖范围内。","notVerified":["在 Windows 上把应用安装到 C:\\Program Files 时是否会要求管理员权限","你安装的 Craft 应用会占用多少磁盘空间；9–27 MB 这个数字只涵盖 Launcher 本身","鉴于它处于早期 alpha 阶段，Launcher 的稳定性如何","当 GitHub 限制访问频率时，更新检查是否仍能正常工作","Craft 应用本身，本卡片不涉及"]}}},{"id":"R_kgDOU3RjOg","slug":"storytold__effectcraft","name":"EffectCraft","owner":"storytold","fullName":"storytold/effectcraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"25 天内获得 7968 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"early_alpha_windows_bugs","severity":"attention","evidence":"README \"Where it stands\"：\"its first commit was on 1 October 2026\"、\"It isn't yet recommended for production client work\" 以及 \"macOS is the most tested platform. Linux and Windows users have hit basic interaction bugs\"。","source":"ai","title":"早期 alpha 版本，Windows 上有错误"},{"code":"unusual_fork_and_issue_volume","severity":"attention","evidence":"GitHub 数据：一个创建于 2026-10-01 的仓库（距检查时 25 天），有 4262 个 fork 和 1018 个未解决的 issue，星标为 7968 个。","source":"ai","title":"fork 和 issue 数量异常"},{"code":"optional_model_downloads","severity":"info","evidence":"README：\"Roto Brush can use MobileSAM (an optional 40 MB download in Settings ▸ Roto Brush) and face tracking can use Google's MediaPipe Face Landmarker (an optional 3.8 MB download)\"。","source":"ai","title":"可选的模型下载"},{"code":"local_control_port","severity":"info","evidence":"README：\"effectcraft --control 9877 accepts JSON lines to run commands, inspect and click any widget by its automation id, and take screenshots\"（仅在使用该选项启动时）。","source":"ai","title":"本地控制端口"},{"code":"third_party_effect_names","severity":"info","evidence":"README 的效果列表使用了另一款产品自带的商业插件效果的名称，例如 \"CC Particle World\"、\"CC Power Pin\" 和 \"CC Rainfall\"，同时又声称这项工作是净室（clean room）开发。","source":"ai","title":"使用第三方效果名称"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust","ffmpeg"],"disk":{"minMB":49,"maxMB":147,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["video","image","design_cad"],"alternativeTo":[{"slug":"after-effects","name":"After Effects","confirmed":true}],"declaredAlternatives":[],"stars":8276,"downloads":1532338,"downloadsWeek":237677,"downloadsDays":5,"growth":308,"growthDays":5,"history":[{"date":"2026-10-26","stars":7968},{"date":"2026-10-27","stars":8044},{"date":"2026-10-28","stars":8097},{"date":"2026-10-29","stars":8163},{"date":"2026-10-30","stars":8211},{"date":"2026-10-31","stars":8276}],"firstPublishedAt":"2026-10-27T01:10:12.689Z","commitSha":"cca8ce06f3945ea9ec950c9837f73550279a7698","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-11-01T00:38:57Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Make animated titles, motion graphics and visual effects with layers, keyframes and hundreds of effects, then export video.","summary":"EffectCraft is a desktop studio for motion graphics and visual effects. You build a scene from layers (text, shapes, video, images), animate them over time, add effects, 3D cameras and lights, and export video, image sequences, GIFs or Lottie web animations. Its panels and shortcuts copy the style of well-known motion design tools. It is for motion designers and video creators. Windows, macOS and Linux installers are ready to download. The project is about a month old and says it is in alpha and not yet recommended for client work.","easeRationale":"Code-signed Windows MSI installers and portable zips (x64, x86, ARM64) are attached to every release; the README says video encoding is built in, with no FFmpeg inside.","costNote":"Free and open source (MIT or Apache-2.0).","notVerified":["Whether the Windows version is stable enough for everyday work, given the reported interaction bugs.","How closely effects and renders match the professional tools it imitates.","Speed and memory use on long or complex projects, and which graphics cards it needs.","Whether the app really makes no network connections unless asked, as the README states."]},"zh-Hans":{"summaryShort":"用图层、关键帧和数百种效果制作动画标题、动态图形和视觉特效，并导出视频。","summary":"EffectCraft 是一款用于动态图形和视觉特效的桌面工作室。你可以用图层（文字、形状、视频、图片）搭建场景，随时间为它们设置动画，添加效果、3D 摄像机和灯光，并导出视频、图像序列、GIF 或 Lottie 网页动画。它的面板和快捷键模仿了知名动态设计工具的风格。它面向动态设计师和视频创作者。提供可直接下载的 Windows、macOS 和 Linux 安装程序。该项目大约只有一个月历史，自称处于 alpha 阶段，暂不建议用于客户项目。","easeRationale":"每个版本都附带带代码签名的 Windows MSI 安装程序和便携 zip 包（x64、x86、ARM64）；README 称视频编码已内置，内部不含 FFmpeg。","costNote":"免费开源（MIT 或 Apache-2.0）。","notVerified":["鉴于已报告的交互问题，Windows 版本是否稳定到足以日常使用。","效果和渲染结果与它所模仿的专业工具有多接近。","处理长时间或复杂项目时的速度和内存占用，以及需要什么样的显卡。","应用是否真如 README 所述，在未被要求时不会建立任何网络连接。"]}}},{"id":"R_kgDOU1UwWQ","slug":"storytold__filmcraft","name":"FilmCraft","owner":"storytold","fullName":"storytold/filmcraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"26 天内获得 16415 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"unusual_fork_and_issue_counts","severity":"info","evidence":"GitHub API：16415 个星标对应 6858 个 fork（约 42%）和 1838 个未解决的 issue，这一切都发生在仓库于 2026-09-30 创建后的 26 天之内。","source":"ai","title":"fork 和 issue 数量异常"},{"code":"readme_lists_files_not_in_releases","severity":"info","evidence":"README.md 写道 \"every release ships it as filmcraft-web-<version>.zip\"，并列出了 filmcraft-<ver>-freebsd-x86_64.tar.gz 构建，但这两个文件都没有出现在 v0.11.0、v0.12.0 或 v0.13.0 的发布文件列表中。","source":"ai","title":"README 列出的文件不在发布版本中"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust","ffmpeg"],"disk":{"minMB":80,"maxMB":239,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["video","audio"],"alternativeTo":[{"slug":"premiere-pro","name":"Premiere Pro","confirmed":true}],"declaredAlternatives":[],"stars":17088,"downloads":2086863,"downloadsWeek":337118,"downloadsDays":5,"growth":669,"growthDays":5,"history":[{"date":"2026-10-26","stars":16419},{"date":"2026-10-27","stars":16581},{"date":"2026-10-28","stars":16731},{"date":"2026-10-29","stars":16865},{"date":"2026-10-30","stars":16958},{"date":"2026-10-31","stars":17088}],"firstPublishedAt":"2026-10-27T01:10:12.690Z","commitSha":"4764b1a481be6aed25e2e64aa09e18c04c5f6baf","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-11-01T00:38:52Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Edit videos on a timeline: cut clips, grade color, add effects, titles and captions, mix sound and export.","summary":"FilmCraft is a desktop video editor with a multi-track timeline, color grading, over 90 effects, titles, captions and an audio mixer. Its panels and shortcuts follow professional editors, and it can exchange timelines with other editors through XML, AAF and EDL files. AI agents can also control it through a command-line tool. The project is less than a month old, and its README calls it alpha and estimates it is about 56% ready for real production work. Windows has ready .msi installers and portable .zip files.","easeRationale":"Each release has Windows .msi installers and portable .zip files for x64, ARM64 and 32-bit PCs (about 80–96 MB), so you download, install and open it.","costNote":"Open source under MIT or Apache-2.0.","notVerified":["How stable it is for real editing work, given the README's alpha status and how new the project is","How well it handles real camera and phone footage on Windows, which the README says gets far less testing than macOS","Whether the Windows installers are really code-signed, as the README states","What the built-in update check (craft-update library) connects to","Whether the very fast growth in stars and forks reflects real use"]},"zh-Hans":{"summaryShort":"在时间线上剪辑视频：剪切片段、调色、添加特效、标题和字幕、混音并导出。","summary":"FilmCraft 是一款桌面视频编辑器，具有多轨时间线、调色、90 多种特效、标题、字幕和音频混音器。它的面板和快捷键参照专业剪辑软件，并能通过 XML、AAF 和 EDL 文件与其他剪辑软件交换时间线。AI 智能体也可以通过命令行工具控制它。该项目诞生不到一个月，其 README 称它处于 alpha 阶段，并估计距离真正用于生产大约完成了 56%。Windows 提供现成的 .msi 安装程序和便携 .zip 文件。","easeRationale":"每个版本都提供适用于 x64、ARM64 和 32 位电脑的 Windows .msi 安装程序和便携 .zip 文件（约 80–96 MB），下载、安装后即可打开使用。","costNote":"开源，采用 MIT 或 Apache-2.0 许可证。","notVerified":["鉴于 README 所说的 alpha 状态以及项目很新，它用于真实剪辑工作时稳定性如何","在 Windows 上处理真实相机和手机素材的表现如何；README 称 Windows 的测试远少于 macOS","Windows 安装程序是否真如 README 所述带有代码签名","内置的更新检查（craft-update 库）会连接到哪里","星标和复刻数的飞速增长是否反映了真实使用"]}}},{"id":"R_kgDOU_C7jg","slug":"storytold__gridcraft","name":"GridCraft","owner":"storytold","fullName":"storytold/gridcraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"19 天内获得 6602 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"unusual_fork_and_issue_counts","severity":"info","evidence":"GitHub API：6602 个星标对应 3060 个 fork（约 46%）和 1313 个未解决的 issue，这一切都发生在仓库于 2026-10-07 创建后的 19 天之内。","source":"ai","title":"fork 和 issue 数量异常"},{"code":"readme_lists_files_not_in_releases","severity":"info","evidence":"README.md 列出了 gridcraft-<ver>-freebsd-x86_64.tar.gz 和 gridcraft-web-<ver>.zip 两个构建，但这两个文件都没有出现在 v0.10.0、v0.11.1 或 v0.12.1 的发布文件列表中。","source":"ai","title":"README 列出的文件不在发布版本中"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":14,"maxMB":43,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["office","productivity"],"alternativeTo":[{"slug":"excel","name":"Excel","confirmed":true}],"declaredAlternatives":[],"stars":6938,"downloads":1508978,"downloadsWeek":296238,"downloadsDays":5,"growth":337,"growthDays":5,"history":[{"date":"2026-10-26","stars":6601},{"date":"2026-10-27","stars":6680},{"date":"2026-10-28","stars":6741},{"date":"2026-10-29","stars":6820},{"date":"2026-10-30","stars":6881},{"date":"2026-10-31","stars":6938}],"firstPublishedAt":"2026-10-27T01:10:12.691Z","commitSha":"8117b66635e79d0fa6bb61661768e8a82fd62454","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T22:53:12Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Make spreadsheets with formulas, tables, charts and pivot tables, and open and save Excel .xlsx files.","summary":"GridCraft is a desktop spreadsheet program laid out like Excel, with a ribbon, formula bar, over 500 functions, tables, conditional formatting, 17 chart types, pivot tables and PDF export. Its main file format is .xlsx, and it can also read CSV and older .xls files. AI agents can control it through a command-line tool. The project is less than three weeks old, and its README calls it alpha and estimates it is about 50% ready for real work. Windows has ready .msi installers and portable .zip files.","easeRationale":"Each release has Windows .msi installers and portable .zip files for x64, ARM64 and 32-bit PCs (about 13–19 MB), so you download, install and open it.","costNote":"Open source under MIT or Apache-2.0; the README says no subscription and no licence server.","notVerified":["How faithfully real-world Excel files with complex formatting, macros or charts open and save, given the README's alpha status","How it copes with very large workbooks, which the README lists as future work","Whether the Windows installers are really code-signed, as the README states","What the built-in update check (craft-update library) connects to, given the README's claim of no telemetry","Whether the very fast growth in stars and forks reflects real use"]},"zh-Hans":{"summaryShort":"制作带公式、表格、图表和数据透视表的电子表格，可打开和保存 Excel .xlsx 文件。","summary":"GridCraft 是一款桌面电子表格程序，界面布局与 Excel 相似，有功能区、公式栏、500 多个函数、表格、条件格式、17 种图表类型、数据透视表和 PDF 导出。它的主要文件格式是 .xlsx，也能读取 CSV 和较旧的 .xls 文件。AI 智能体可以通过命令行工具控制它。该项目诞生不到三周，其 README 称它处于 alpha 阶段，并估计距离真正可用大约完成了 50%。Windows 提供现成的 .msi 安装程序和便携 .zip 文件。","easeRationale":"每个版本都提供适用于 x64、ARM64 和 32 位电脑的 Windows .msi 安装程序和便携 .zip 文件（约 13–19 MB），下载、安装后即可打开使用。","costNote":"开源，采用 MIT 或 Apache-2.0 许可证；README 称无需订阅，也没有许可证服务器。","notVerified":["鉴于 README 所说的 alpha 状态，带有复杂格式、宏或图表的真实 Excel 文件在打开和保存时能多忠实地保留内容","它如何应对非常大的工作簿（README 将其列为未来工作）","Windows 安装程序是否真如 README 所述带有代码签名","鉴于 README 声称没有遥测，内置的更新检查（craft-update 库）会连接到哪里","星标和复刻数的飞速增长是否反映了真实使用"]}}},{"id":"R_kgDOU1ac_A","slug":"storytold__lightcraft","name":"LightCraft","owner":"storytold","fullName":"storytold/lightcraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"26 天内获得 14756 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"alpha_software","severity":"info","evidence":"README.md：\"LightCraft is young and moving fast: **alpha**.\" 以及 \"As a day-to-day tool we're nearer 61% for the whole product\"。","source":"ai","title":"alpha 阶段的软件"},{"code":"optional_models_installed_separately","severity":"info","evidence":"README.md：Object 和 Describe 蒙版 \"use SAM 3 ... with a separately installed model\"；人脸检测使用 \"optional models installed through Settings → Faces; no weights are bundled\"。","source":"ai","title":"可选模型需单独安装"},{"code":"built_in_updater","severity":"info","evidence":"Cargo.toml 依赖来自 github.com/storytold/craft-libs 的 craft-update（features = [\"egui\"]），这表明该应用可以检查并下载更新。","source":"ai","title":"内置更新程序"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":87,"maxMB":261,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["image","productivity"],"alternativeTo":[{"slug":"lightroom","name":"Lightroom","confirmed":true},{"slug":"capture-one","name":"Capture One","confirmed":true},{"slug":"adobe-camera-raw","name":"Camera Raw","confirmed":true}],"declaredAlternatives":[],"stars":15188,"downloads":1760725,"downloadsWeek":280690,"downloadsDays":5,"growth":430,"growthDays":5,"history":[{"date":"2026-10-26","stars":14758},{"date":"2026-10-27","stars":14869},{"date":"2026-10-28","stars":14982},{"date":"2026-10-29","stars":15054},{"date":"2026-10-30","stars":15108},{"date":"2026-10-31","stars":15188}],"firstPublishedAt":"2026-10-27T01:10:12.692Z","commitSha":"bb08a697a41b2561a54f1b740245119503b24758","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T22:53:05Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Organize your photo library and edit photos, including camera RAW files, without ever changing the original files.","summary":"LightCraft is a photo library and RAW photo editor for photographers. You can rate and sort photos, adjust light and color, paint masks, crop, merge panoramas and export. Edits never touch the original files, and it works without an account or cloud. There are ready installers for Windows, Mac and Linux. The project calls itself alpha and says support varies by camera. Some AI features (object masks, face recognition, AI noise removal) need models you install separately.","easeRationale":"The latest release has a code-signed Windows .msi installer and a portable .zip for x64, arm64 and 32-bit PCs; Rust is only needed to build it from source.","costNote":"No account or subscription, according to the README.","notVerified":["Whether your specific camera's RAW files open with correct colors (the README says support differs by camera).","Real disk use once the optional AI models for masks, faces and denoise are installed.","Where the optional AI models are downloaded from and under what license terms.","Whether the built-in updater contacts the internet without being asked.","Speed on PCs without a strong graphics card."]},"zh-Hans":{"summaryShort":"整理你的照片库并编辑照片（包括相机 RAW 文件），而且永远不会改动原始文件。","summary":"LightCraft 是面向摄影师的照片库和 RAW 照片编辑器。你可以给照片评级和排序、调整光线和色彩、绘制蒙版、裁剪、合成全景图并导出。编辑从不改动原始文件，无需账户或云端即可使用。提供适用于 Windows、Mac 和 Linux 的现成安装程序。项目自称处于 alpha 阶段，并表示对不同相机的支持程度各不相同。部分 AI 功能（对象蒙版、人脸识别、AI 降噪）需要另行安装模型。","easeRationale":"最新版本提供带代码签名的 Windows .msi 安装程序，以及适用于 x64、arm64 和 32 位电脑的便携 .zip；只有从源代码构建时才需要 Rust。","costNote":"据 README 称，无需账户，也无需订阅。","notVerified":["你的具体相机拍的 RAW 文件打开后颜色是否正确（README 称对不同相机的支持各不相同）。","安装可选的蒙版、人脸和降噪 AI 模型后实际占用多少磁盘空间。","可选的 AI 模型从哪里下载，适用什么许可条款。","内置更新程序是否会在未被要求时联网。","在没有高性能显卡的电脑上的速度。"]}}},{"id":"R_kgDOU1UaEg","slug":"storytold__pdfcraft","name":"PdfCraft","owner":"storytold","fullName":"storytold/pdfcraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"26 天内获得 18048 个星标","source":"check","title":"新仓库获得大量星标"},{"code":"self_described_alpha","severity":"info","evidence":"README.md：\"PdfCraft is **alpha**\" 以及 \"fuzzing still turns up crashes and hangs on hostile files\"。","source":"ai","title":"自称处于 alpha 阶段"},{"code":"installer_needs_admin_and_adds_menus","severity":"info","evidence":"README.md：\"The MSI installs for all users and requires administrator privileges. It adds \\\"Edit with PdfCraft\\\" to the right-click menu of PDF files\"；便携版 .zip 可以避免这一点。","source":"ai","title":"安装程序需要管理员权限并添加菜单"},{"code":"homepage_name_mismatch","severity":"info","evidence":"仓库主页是 https://getartcraft.com/apps/printcraft，而 README 指向的是 https://getartcraft.com/apps/pdfcraft。","source":"ai","title":"主页名称与项目不一致"},{"code":"update_component_included","severity":"info","evidence":"Cargo.toml 列出了 `craft-update = { git = \"https://github.com/storytold/craft-libs\", ... features = [\"egui\"] }`，这表明该应用可以在线检查更新，尽管 README 写着 \"no telemetry\"。","source":"ai","title":"包含更新组件"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":70,"maxMB":211,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["office","productivity"],"alternativeTo":[{"slug":"acrobat","name":"Acrobat","confirmed":true}],"declaredAlternatives":[],"stars":18945,"downloads":2674368,"downloadsWeek":465420,"downloadsDays":5,"growth":894,"growthDays":5,"history":[{"date":"2026-10-26","stars":18051},{"date":"2026-10-27","stars":18247},{"date":"2026-10-28","stars":18455},{"date":"2026-10-29","stars":18637},{"date":"2026-10-30","stars":18792},{"date":"2026-10-31","stars":18945}],"firstPublishedAt":"2026-10-27T01:10:12.693Z","commitSha":"9a9813bf7d97b6786471a4158dcef8fc709d6cbb","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T22:42:20Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A free desktop app to read PDFs, reorder, combine and split pages, add comments, fill forms and set passwords.","summary":"PdfCraft is a free PDF reader and editor for Windows, Mac and Linux. You can read documents, search text, rotate, delete and reorder pages, combine or split files, add comments, fill in forms and protect files with a password. It works offline and needs no account. There are ready installers and a portable version for Windows. The project calls itself alpha: editing existing text, office file conversion and some advanced features are still missing or weak. A command-line tool is also offered for scripts and AI agents.","easeRationale":"Each release has a signed Windows .msi installer and a portable .zip for x64, x86 and ARM64, so you download and open it.","costNote":"Open source under MIT or Apache-2.0.","notVerified":["Whether the app checks the internet for updates and what it sends when it does.","How well it handles large or complex PDFs compared with paid PDF editors.","Whether the Windows installer's code signature matches the publisher named in the README.","How reliable saving is for documents with forms, signatures or encryption in real use."]},"zh-Hans":{"summaryShort":"一款免费桌面应用，可阅读 PDF、重排、合并和拆分页面、添加批注、填写表单并设置密码。","summary":"PdfCraft 是适用于 Windows、Mac 和 Linux 的免费 PDF 阅读器和编辑器。你可以阅读文档、搜索文字、旋转、删除和重排页面、合并或拆分文件、添加批注、填写表单，并用密码保护文件。它可离线使用，无需账户。Windows 有现成的安装程序和便携版。项目自称处于 alpha 阶段：编辑已有文字、办公文件转换以及一些高级功能仍然缺失或较弱。它还提供命令行工具，供脚本和 AI 智能体使用。","easeRationale":"每个版本都提供带签名的 Windows .msi 安装程序，以及适用于 x64、x86 和 ARM64 的便携 .zip，下载后即可打开使用。","costNote":"开源，采用 MIT 或 Apache-2.0 许可证。","notVerified":["应用是否会联网检查更新，以及检查时会发送什么。","与付费 PDF 编辑器相比，它处理大型或复杂 PDF 的能力如何。","Windows 安装程序的代码签名是否与 README 中所述的发布者一致。","在真实使用中，带有表单、签名或加密的文档保存起来有多可靠。"]}}},{"id":"R_kgDOU1UDDw","slug":"storytold__photocraft","name":"PhotoCraft","owner":"storytold","fullName":"storytold/photocraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"31 天内获得 75575 个星标","source":"check","title":"仓库很新但星标很多"},{"code":"early_alpha_self_declared","severity":"attention","evidence":"README 的状态栏写道：\"PhotoCraft is in early alpha ... it is not yet a Photoshop replacement for daily professional work. The biggest gaps are AI/generative features, 15 missing tools, depth in typography and pro workflows, and plug-in compatibility ... Expect rough edges\"。当前版本为 0.18.0，仓库有 3628 个未关闭的 issue。","source":"ai","title":"项目自称仍处于早期 alpha"},{"code":"clean_room_claim_unverified","severity":"info","evidence":"README 称 PhotoCraft 是 \"an open-source, clean-room reimplementation of Adobe Photoshop\"，说它是 \"implemented from public specs and observed behaviour only. No proprietary code, shaders or assets\"，并声明它 \"is not affiliated with, sponsored by or endorsed by Adobe Inc.\"。这些说法无法从项目外部核实。","source":"ai","title":"“洁净室”重制说法无法核实"},{"code":"local_control_channel_and_mcp_server","severity":"info","evidence":"README 写道，该应用提供 \"an authenticated, loopback-only control channel (`photocraft --control`) for inspecting UI state, driving tools with pointer events, and taking offscreen screenshots\"，而 `photocraft-cli mcp` 会启动一个 MCP 服务器，这样其他程序或 AI 代理就能操作这个编辑器。","source":"ai","title":"本地控制通道和 mcp 服务器"},{"code":"builds_depend_on_another_repository","severity":"info","evidence":"Cargo.toml 从 git 仓库 `https://github.com/storytold/craft-libs` 的固定版本拉取 `craft-ui`、`craft-print`、`craft-jpeg`、`craft-docpath` 和 `craft-update`，其中 `craft-update` 意味着应用启动时会检查新版本。","source":"ai","title":"构建依赖另一个仓库"},{"code":"known_limitations_on_linux_wayland","severity":"info","evidence":"README 写道：\"On a Wayland session, files dropped on the window don't open yet\"（winit 在 Wayland 上没有拖放功能，issue #386），而 XWayland 的变通方案会在分数缩放的显示器上导致界面变模糊（#1072）。","source":"ai","title":"linux wayland 下的已知限制"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["docker","rust"],"disk":{"minMB":102,"maxMB":305,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["image","design_cad","automation"],"alternativeTo":[{"slug":"photoshop","name":"Photoshop","confirmed":true},{"slug":"pixelmator-pro","name":"Pixelmator Pro","confirmed":true}],"declaredAlternatives":[{"target":"photoshop","stance":"denies","evidence":"is in early alpha, and we want to be straight about where it stands: much of Photoshop's feature surface exists in some form, but it is not yet a Photoshop replacement for daily professional work"}],"stars":75573,"downloads":3492183,"downloadsWeek":634996,"downloadsDays":6,"growth":2708,"growthDays":6,"history":[{"date":"2026-10-25","stars":72865},{"date":"2026-10-26","stars":73378},{"date":"2026-10-27","stars":73950},{"date":"2026-10-28","stars":74418},{"date":"2026-10-29","stars":74839},{"date":"2026-10-30","stars":75230},{"date":"2026-10-31","stars":75573}],"firstPublishedAt":"2026-10-25T23:19:30.018Z","commitSha":"1f984bffb3793a284f861e4b753fc5da1ac5214d","verifiedAt":"2026-11-01T01:43:51.264Z","lastCommitAt":"2026-10-31T22:53:08Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A Photoshop-style image editor with layers, masks, type and real PSD files, installed like a normal program.","summary":"PhotoCraft is a desktop image editor written in Rust: layers, masks, adjustment layers, layer styles, text, vectors, brushes, filters and real PSD files, and it also opens Paint.NET, GIMP, Krita, OpenRaster and Affinity documents. Signed installers are published for Windows, macOS and Linux (roughly 100-230 MB), plus a command-line version that scripts or an AI agent can drive. The team says it is in early alpha and, in their words, \"not yet a Photoshop replacement for daily professional work\".","easeRationale":"A on all three: each release has a ready installer — a signed .msi (or a portable .zip) for Windows, a signed and notarized .dmg for macOS, and an AppImage, .deb, .rpm, Flatpak or tarball for Linux, with SHA256SUMS.txt for checking the download. Nothing else has to be installed.","costNote":"Dual-licensed MIT or Apache-2.0, no paid version mentioned.","notVerified":["Whether it is stable enough for real work, which is what \"early alpha\" leaves open","Whether your own PSD files survive a round trip with all layers and effects intact","How it performs on large documents and on your graphics card","Whether the installers were built from this source code and what the update check sends"]},"zh-Hans":{"summaryShort":"一款 Photoshop 风格的图像编辑器，支持图层、蒙版、文字和真正的 PSD 文件，像普通程序一样安装。","summary":"PhotoCraft 是一款用 Rust 编写的桌面图像编辑器：图层、蒙版、调整图层、图层样式、文字、矢量、笔刷、滤镜和真正的 PSD 文件，还能打开 Paint.NET、GIMP、Krita、OpenRaster 和 Affinity 的文档。Windows、macOS 和 Linux 都发布了经过签名的安装程序（大约 100 到 230 MB），另外还有一个脚本或 AI 代理可以驱动的命令行版本。团队表示它还在早期 alpha 阶段，用他们自己的话说，\"not yet a Photoshop replacement for daily professional work\"。","easeRationale":"三个系统都是 A：每个版本都带有现成的安装程序——Windows 上是经过签名的 .msi（或便携版 .zip），macOS 上是经过签名并通知公证的 .dmg，Linux 上是 AppImage、.deb、.rpm、Flatpak 或 tarball，并附有 SHA256SUMS.txt 用于校验下载内容。不需要再安装别的东西。","costNote":"采用 MIT 或 Apache-2.0 双重许可证，没有提到任何付费版本。","notVerified":["它是否足够稳定可用于实际工作，这正是 \"early alpha\" 留下的疑问","你自己的 PSD 文件经过一次往返后，图层和效果是否完整保留","在大型文档和你的显卡上表现如何","安装程序是否由这份源代码构建而成，更新检查又会发送什么内容"]}}},{"id":"R_kgDOU1VGZg","slug":"storytold__vectorcraft","name":"VectorCraft","owner":"storytold","fullName":"storytold/vectorcraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"26 天内获得 10760 个星标","source":"check","title":"新仓库却有很多星标"},{"code":"unusual_fork_ratio","severity":"attention","evidence":"GitHub API：创建于 2026-09-30，星标：10760，fork：5255。不到一个月内几乎每两个星标就对应一个 fork，远高于面向普通用户的应用的常见水平。","source":"ai","title":"fork 比例异常"},{"code":"alpha_software","severity":"info","evidence":"README.md：\"Where we are (2026-10-10): alpha.\" 以及 \"we estimate ~65% ready for real work for a mainstream illustrator\"；这些评分被描述为 \"self-assessed\"。","source":"ai","title":"处于 alpha 阶段的软件"},{"code":"readme_files_missing_from_release","severity":"info","evidence":"README.md 列出了 `SHA256SUMS.txt`、`vectorcraft-<ver>-freebsd-x86_64.tar.gz` 和 `vectorcraft-web-<ver>.zip`，但 v0.17.0 版本的文件中一个也没有。","source":"ai","title":"README 提到的文件未出现在发布版本中"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":102,"maxMB":305,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["design_cad","image"],"alternativeTo":[{"slug":"illustrator","name":"Illustrator","confirmed":true},{"slug":"coreldraw","name":"CorelDRAW","confirmed":true},{"slug":"affinity-designer","name":"Affinity Designer","confirmed":true}],"declaredAlternatives":[],"stars":11133,"downloads":1962527,"downloadsWeek":321053,"downloadsDays":5,"growth":372,"growthDays":5,"history":[{"date":"2026-10-26","stars":10761},{"date":"2026-10-27","stars":10855},{"date":"2026-10-28","stars":10940},{"date":"2026-10-29","stars":11006},{"date":"2026-10-30","stars":11074},{"date":"2026-10-31","stars":11133}],"firstPublishedAt":"2026-10-27T01:10:12.694Z","commitSha":"5815205324eaf7873265348e33a3513db181e5cf","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-11-01T01:25:50Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Draw and edit vector illustrations, logos and posters in a desktop app with tools like those in pro design software.","summary":"VectorCraft is a free vector drawing app for illustrations, logos, posters and simple technical drawings. Its layout, tools and shortcuts copy the style of mainstream illustration software. It opens and saves SVG and PDF, and can open .ai, EPS and Affinity files. It is still alpha: the team itself estimates it is about 65% ready for real work, and reliable .ai exchange is listed as missing. There are installers for Windows, Mac and Linux. It also has an MCP server so AI agents such as Claude can draw and export with it.","easeRationale":"The latest release has a Windows .msi installer and a portable .zip for x64, ARM and 32-bit PCs, so you download it and open it.","notVerified":["How stable the alpha version is in daily use on Windows.","How well real .ai and Affinity files from other people open.","Whether the built-in update component (craft-update in Cargo.toml) contacts a server and what it downloads.","Whether the Windows installers are really code-signed, as the README says.","Why the repository gained so many stars and forks so quickly."]},"zh-Hans":{"summaryShort":"在桌面应用中绘制和编辑矢量插画、标志和海报，工具与专业设计软件相似。","summary":"VectorCraft 是一款免费的矢量绘图应用，可用于插画、标志、海报和简单的技术图纸。它的布局、工具和快捷键模仿了主流插画软件的风格。它可以打开和保存 SVG 与 PDF，也能打开 .ai、EPS 和 Affinity 文件。它仍处于 alpha 阶段：团队自己估计，离可用于实际工作还差一些，目前约完成了 65%，并且列出了尚缺少可靠的 .ai 文件互通。提供适用于 Windows、Mac 和 Linux 的安装程序。它还带有 MCP 服务器，让 Claude 等 AI 智能体可以用它来绘图和导出。","easeRationale":"最新版本提供 Windows .msi 安装程序，以及适用于 x64、ARM 和 32 位电脑的便携 .zip，下载后即可打开使用。","notVerified":["alpha 版本在 Windows 上日常使用的稳定程度。","他人制作的真实 .ai 和 Affinity 文件能打开到什么程度。","内置更新组件（Cargo.toml 中的 craft-update）是否会连接服务器，以及会下载什么。","Windows 安装程序是否真的像 README 所说那样经过代码签名。","该仓库为什么能在这么短的时间内获得这么多 star 和 fork。"]}}},{"id":"R_kgDOU_PZLA","slug":"storytold__wordcraft","name":"WordCraft","owner":"storytold","fullName":"storytold/wordcraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"19 天内获得 16224 个星标","source":"check","title":"新仓库却有很多星标"},{"code":"alpha_software","severity":"info","evidence":"README.md，Roadmap：\"WordCraft is in alpha.\" 以及 \"we estimate it is about 60% ready for real work\"；beta 版本仍需要 \"testing against real-world .docx files\" 和 \"native printing\"。","source":"ai","title":"处于 alpha 阶段的软件"},{"code":"many_open_issues_young_repo","severity":"info","evidence":"GitHub API：一个创建于 2026-10-07 的仓库（检查前 19 天）有 1871 个未关闭的 issue 和 4429 个 fork。","source":"ai","title":"新仓库有大量未关闭的 issue"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":81,"maxMB":242,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["office","productivity"],"alternativeTo":[{"slug":"word","name":"Word","confirmed":true}],"declaredAlternatives":[{"target":"word","stance":"claims","evidence":"`), dashes; word, sentence, paragraph selection; drag-select; clipboard with formatting; undo/redo; find and replace with regex |"}],"stars":16864,"downloads":1877346,"downloadsWeek":370152,"downloadsDays":5,"growth":637,"growthDays":5,"history":[{"date":"2026-10-26","stars":16227},{"date":"2026-10-27","stars":16370},{"date":"2026-10-28","stars":16481},{"date":"2026-10-29","stars":16613},{"date":"2026-10-30","stars":16746},{"date":"2026-10-31","stars":16864}],"firstPublishedAt":"2026-10-27T01:10:12.695Z","commitSha":"f54ea731cc584002786498b603383c85f2e7ee89","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-31T22:53:02Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A free word processor that looks and works like Microsoft Word and opens and saves .docx files.","summary":"WordCraft is a free desktop word processor with a Word-style ribbon, styles, tables, track changes, comments, footnotes, citations and mail merge. It opens and saves .docx and also handles .odt, .rtf, Markdown and PDF export. It is for anyone who writes documents and wants an open-source option. On Windows you download an installer or a portable zip. The project calls itself alpha and estimates it is about 60% ready for real work, so complex Word files may not look the same.","easeRationale":"The latest release has Windows .msi installers and portable .zip files for x64, ARM64 and 32-bit PCs, so you download and open it.","costNote":"Free and open source (MIT or Apache-2.0).","notVerified":["How faithfully real-world .docx files from Microsoft Word keep their layout after opening and saving.","Whether the app starts on your graphics card; the README documents DirectX 12 and driver crash workarounds on Windows.","Whether the built-in update component (craft-update in Cargo.toml) contacts a server, and what it sends.","Stability with long documents, since the project says a stability sweep is still pending.","Whether the code-signed release files match the source code."]},"zh-Hans":{"summaryShort":"一款免费文字处理软件，外观和用法都像 Microsoft Word，可打开和保存 .docx 文件。","summary":"WordCraft 是一款免费的桌面文字处理软件，具有 Word 风格的功能区、样式、表格、修订、批注、脚注、引文和邮件合并。它可以打开和保存 .docx，也支持 .odt、.rtf、Markdown 和导出 PDF。适合需要写文档、又想用开源软件的人。在 Windows 上可以下载安装程序或便携 zip。项目自称处于 alpha 阶段，估计大约完成了 60%，可用于实际工作，所以复杂的 Word 文件显示效果可能不一样。","easeRationale":"最新版本提供 Windows .msi 安装程序，以及适用于 x64、ARM64 和 32 位电脑的便携 .zip 文件，下载后即可打开。","costNote":"免费开源（MIT 或 Apache-2.0）。","notVerified":["来自 Microsoft Word 的真实 .docx 文件在打开并保存后，版式能保持到什么程度。","应用能否在你的显卡上启动；README 记录了 Windows 上 DirectX 12 和驱动崩溃的应对办法。","内置更新组件（Cargo.toml 中的 craft-update）是否会连接服务器，以及会发送什么。","处理长文档时的稳定性，因为项目称稳定性排查仍未完成。","经过代码签名的发布文件是否与源代码一致。"]}}},{"id":"R_kgDOVKM4cg","slug":"supermedo__uncharted_pc","name":"Uncharted PC","owner":"Supermedo","fullName":"Supermedo/uncharted_pc","type":"ready_app","status":"alert","grade":"B","easeByPlatform":{"windows":"B"},"risk":"high","signals":[{"code":"needs_a_decrypted_copy_of_a_commercial_game","severity":"high","evidence":"README：\"No game files are included. You need your own decrypted dump of the collection (CUSA02343, CUSA02320, ...: the folder with eboot.bin, big2-ps4_Shipping.elf, ... u1data, u2data and u3data).\" PS4 的光盘和下载内容都是加密的，所以获取这些文件意味着绕过主机的保护措施，这在许多国家是违法的。此外，该项目会运行游戏本身的代码，并声明它 \"is not affiliated with Sony Interactive Entertainment or Naughty Dog\"。","source":"ai","title":"需要一份已解密的商业游戏副本"},{"code":"very_new_and_crash_prone","severity":"attention","evidence":"该仓库创建于 2026-10-15，当前版本为 0.3.9，有 408 个未关闭的 issue。README 的 \"Known problems\" 列表包括图形设备崩溃、加载时崩溃、Intel 显卡上黑屏以及旧处理器上崩溃，每一项都已在最近的 0.3.x 版本中修复。","source":"ai","title":"非常新，容易崩溃"},{"code":"heavy_hardware_requirements","severity":"info","evidence":"README 的要求：支持 Vulkan 1.3 的显卡，并且 \"6 GB of video memory or more\"；文中说 GTX 1650 或 RX 570 这类 4 GB 显卡 \"run out of video memory and crash after a while\"。另外还需要约 8 GB 的可用内存。","source":"ai","title":"硬件要求较高"},{"code":"bundles_closed_source_libraries","severity":"info","evidence":"致谢部分：下载内容包含 NVIDIA 的 nvngx_dlss.dll（\"under NVIDIA's license\"）和 Intel 的 libxess.dll（\"under Intel's license\"），同时还有项目自己的 GPL v2 代码。","source":"ai","title":"附带闭源库"}],"platforms":["windows"],"tools":["gpu_any","ffmpeg"],"buildTools":["ffmpeg"],"disk":{"minMB":117,"maxMB":352,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["games"],"alternativeTo":[],"declaredAlternatives":[],"stars":2110,"downloads":146461,"downloadsWeek":18741,"downloadsDays":4,"growth":64,"growthDays":4,"history":[{"date":"2026-10-27","stars":2046},{"date":"2026-10-28","stars":2070},{"date":"2026-10-29","stars":2086},{"date":"2026-10-30","stars":2097},{"date":"2026-10-31","stars":2110}],"firstPublishedAt":"2026-10-27T18:40:28.063Z","commitSha":"754ed2ab4f1fdd21250c8785d4d4f49517d31292","verifiedAt":"2026-10-27T18:24:33.987Z","lastCommitAt":"2026-10-30T22:25:35Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Runs the three PS4 Uncharted games on Windows, using game files you have to supply yourself.","summary":"A Windows launcher that runs the PS4 code of Uncharted 1, 2 and 3 natively and translates their graphics to Vulkan. It adds higher resolutions and frame rates, ultrawide screens, DLSS and FSR, mouse and keyboard, 5.1 and 7.1 sound, trophies and cheats. You unzip it, run Uncharted.exe and point it at your game folder. No game files are included: the README says you need your own decrypted dump of the PS4 collection. It needs a Vulkan 1.3 graphics card with 6 GB of video memory. GPL v2.","easeRationale":"The download is a ready zip: unpack it and run Uncharted.exe. The extra step is the hard one — you must already have your own decrypted dump of the PS4 collection, which the project does not provide and which a normal PS4 does not produce.","costNote":"The launcher is free. You still need a copy of the PS4 game, which is a paid product.","notVerified":["Whether it runs the games well on your own graphics card and processor.","What the zip actually contains and whether the published build matches the source in this repository.","How much disk space you need once your own game files are added.","Whether the automatic update feature in the launcher only downloads from this project's releases."]},"zh-Hans":{"summaryShort":"在Windows上运行PS4版的三款Uncharted游戏,游戏文件需要你自己提供。","summary":"一个Windows启动器,原生运行PS4版《神秘海域》1、2和3的代码,并将画面转换为Vulkan渲染。它加入了更高的分辨率和帧率、超宽屏支持、DLSS和FSR、鼠标键盘操作、5.1和7.1音效、奖杯和作弊功能。你只需解压、运行Uncharted.exe,然后指向你的游戏文件夹。不附带任何游戏文件:README说你需要自己准备一份已解密的PS4游戏合集转存文件。需要一块支持Vulkan 1.3且显存6GB的显卡。采用GPL v2许可。","easeRationale":"下载的是一个现成的压缩包:解压后运行Uncharted.exe即可。真正困难的额外步骤是——你必须已经拥有自己解密好的PS4游戏合集转存文件,这个项目不提供,普通PS4也不会生成这种文件。","costNote":"启动器本身是免费的。但你仍需要一份PS4游戏的拷贝,那是付费产品。","notVerified":["它在你自己的显卡和处理器上运行效果如何。","压缩包里实际包含什么内容,发布的版本是否与本仓库的源码一致。","加入你自己的游戏文件后,实际需要多少磁盘空间。","启动器的自动更新功能是否只从本项目的发布版本下载。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxNDcxMjg1MA==","slug":"syncthing__syncthing","name":"Syncthing","owner":"syncthing","fullName":"syncthing/syncthing","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"low","signals":[{"code":"listens_on_network_ports","severity":"info","evidence":"Dockerfile：\"EXPOSE 8384 22000/tcp 22000/udp 21027/udp\" — 该程序会打开一个用于设置的网页，并使用网络端口与你的其他设备通信，这可能需要路由器或防火墙的许可。","source":"ai","title":"监听网络端口"},{"code":"built_in_auto_upgrade","severity":"info","evidence":"README.md：\"There is also a built-in automatic upgrade mechanism (disabled in some distribution channels) which uses a compiled in ECDSA signature.\" 该程序可以自行下载并安装新版本。","source":"ai","title":"内置自动升级"},{"code":"signed_releases","severity":"info","evidence":"README.md：\"Release binaries are GPG signed with the key available from https://syncthing.net/security/ ... macOS and Windows binaries are also code-signed.\"","source":"ai","title":"发布版本带签名"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["docker","go"],"disk":{"minMB":14,"maxMB":41,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["system","network","productivity"],"alternativeTo":[{"slug":"dropbox","name":"Dropbox","confirmed":true},{"slug":"resilio-sync","name":"Sync","confirmed":true},{"slug":"icloud-photos","name":"iCloud Photos","confirmed":true}],"declaredAlternatives":[],"stars":89951,"downloads":111943088,"downloadsWeek":60438,"downloadsDays":6,"growth":205,"growthDays":6,"history":[{"date":"2026-10-25","stars":89746},{"date":"2026-10-26","stars":89781},{"date":"2026-10-27","stars":89818},{"date":"2026-10-28","stars":89845},{"date":"2026-10-29","stars":89879},{"date":"2026-10-30","stars":89916},{"date":"2026-10-31","stars":89951}],"firstPublishedAt":"2026-10-25T23:19:30.883Z","commitSha":"ed38528d7fba3dd6a42c9c9fc6780af432dc15d2","verifiedAt":"2026-10-30T01:42:04.246Z","lastCommitAt":"2026-10-27T11:25:15Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Keep folders automatically in sync between your own devices, directly and without a cloud service.","summary":"Syncthing copies changes in the folders you choose between two or more of your devices as they happen, so the same files are on each one. Files travel straight from device to device, encrypted, without being stored on a company's server. It is for anyone who wants Dropbox-style syncing without cloud storage or a subscription; it is not a backup, because there is no online copy. You run a small program on each device and manage it in your web browser. Ready downloads exist for Windows, macOS and Linux (the Windows one is a 14 MB zip).","easeRationale":"On Windows the release is a ready program in a zip (syncthing-windows-amd64-v2.1.7.zip, about 14 MB) that you unzip and run, and then you pair devices by exchanging device IDs in the browser page; macOS is a zip with the same program and Linux also has .deb packages, so all three need that same pairing step and some extra setup to start with the system.","notVerified":["How it behaves on Windows when files are open or locked by other programs during sync.","Whether conflicts are handled the way you expect when the same file changes on two devices.","Whether your router or firewall lets the devices find each other without manual changes.","How the separate community helper apps that add a Windows or Mac interface work; they are not part of this repository."]},"zh-Hans":{"summaryShort":"在你自己的设备之间自动保持文件夹同步，直接传输，不需要云服务。","summary":"Syncthing 会在你选择的文件夹发生变化时，立即把变化复制到你两台或更多设备之间，让每台设备上的文件保持一致。文件直接从一个设备传到另一个设备，并经过加密，不会存放在任何公司的服务器上。它适合那些想要类似 Dropbox 的同步效果、但不想用云存储或订阅的人；它不是备份工具，因为没有在线保存的副本。你需要在每台设备上运行一个小程序，并通过网页浏览器来管理它。Windows、macOS 和 Linux 都已提供可直接使用的下载（Windows 版是一个 14 MB 的 zip 文件）。","easeRationale":"在 Windows 上，发行版是一个压缩包里的现成程序（syncthing-windows-amd64-v2.1.7.zip，约 14 MB），你解压并运行它，然后在浏览器页面上通过交换设备 ID 来配对设备；macOS 版本是包含同一程序的压缩包，Linux 还提供 .deb 安装包，所以这三个系统都需要同样的配对步骤，以及一些让程序随系统启动的额外设置。","notVerified":["在 Windows 上，当文件在同步过程中被其他程序打开或锁定时会怎样处理。","当同一个文件在两台设备上都发生变化时，冲突是否会按你预期的方式处理。","你的路由器或防火墙是否能让设备之间互相找到对方，而不需要手动调整设置。","社区提供的、用于添加 Windows 或 Mac 界面的独立辅助应用是如何工作的；它们并不属于这个代码仓库。"]}}},{"id":"R_kgDOVAlDig","slug":"t-auto__dsh-ops","name":"DSH Ops","owner":"T-Auto","fullName":"T-Auto/dsh-ops","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B"},"risk":"low","signals":[{"code":"hides_host_tools","severity":"info","evidence":"README.md：\"提供新增的ops系列工具并隐藏部分官方工具\"（即新增 ops 系列工具并隐藏部分官方工具）以及 \"（仅windows平台）启用与dsh原生bash行为一致的ops_bash，并可选禁用powershell\"；package.json 导出了一个 \"./hide-official\" 组件和一个 \"cordis.patch.yml\" 打包补丁。","source":"ai","title":"隐藏宿主程序的工具"},{"code":"third_party_npm_mirror","severity":"info","evidence":"README.md 让用户从自定义的注册表安装：\"选择自定义地址，输入 https://mirrors.huaweicloud.com/repository/npm/\"，而不是使用官方 npm 注册表。","source":"ai","title":"第三方 npm 镜像"},{"code":"installs_latest_without_pinning","severity":"info","evidence":"README.md 的安装和更新命令：\"npx --yes dsh-ops@latest install --profile desktop\"。每次运行都会获取 npm 上最新的版本。","source":"ai","title":"安装最新版本而不锁定版本"},{"code":"bundled_bash_payload","severity":"info","evidence":"发布文件 \"dsh-ops-bash-win32-x64-0.2.1.tgz (windows, 154 MB)\" 以及 README.md：可选包 @dsh-ops/bash-win32-x64 含有采用 GPL-2.0 及其他许可证的 Git for Windows 组件，与插件本身的 MIT 许可证相互独立。","source":"ai","title":"附带体积很大的 bash 组件包"},{"code":"unpublished_benchmark","severity":"info","evidence":"README.md 的图片说明：\"ops在自用benchmark上取得的的成绩。完整benchmark将随后续更新发布\"（即自用基准测试的结果，完整基准测试将在后续发布）。","source":"ai","title":"基准测试尚未公开"}],"platforms":["windows","mac","linux"],"tools":["other"],"buildTools":["node"],"disk":{"minMB":154,"maxMB":461,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":4941,"downloads":5892,"downloadsWeek":1295,"downloadsDays":5,"growth":500,"growthDays":5,"history":[{"date":"2026-10-26","stars":4441},{"date":"2026-10-27","stars":4576},{"date":"2026-10-28","stars":4689},{"date":"2026-10-29","stars":4779},{"date":"2026-10-30","stars":4866},{"date":"2026-10-31","stars":4941}],"firstPublishedAt":"2026-10-27T01:10:12.696Z","commitSha":"dfafddc941695090df2c6e2e323193785aec4eb6","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-30T16:12:44Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"A plugin for the DeepSeek Harness (DSH) AI coding app that adds leaner file tools to cut token use and task time.","summary":"dsh-ops is a plugin for DSH (DeepSeek Harness), an AI coding assistant app. It adds its own file and document tools (including PDF and Word reading and bulk edits), hides some of DSH's built-in tools, and returns shorter, line-numbered results so the AI spends fewer tokens. On Windows it can add a Bash shell based on Git for Windows and optionally turn off PowerShell. It is for people who already use DSH 0.2.0-rc.2 or 0.2.1-rc.2. You install it from DSH's plugin marketplace or with an npx command.","easeRationale":"If DSH is already installed, you add it in DSH's plugin marketplace by typing the package name and a custom npm mirror address, then enable it; the npx route needs Node.js.","costNote":"The plugin is free under the MIT license. DSH itself runs on AI model tokens, which may cost money.","notVerified":["Whether it really reduces token use and task time as claimed.","Whether hiding DSH's built-in tools or turning off PowerShell breaks other plugins or workflows.","Whether it keeps working with DSH versions other than 0.2.0-rc.2 and 0.2.1-rc.2.","What exactly is inside the 154 MB Windows Bash package.","Whether the Huawei Cloud npm mirror serves the same files as the official npm registry."]},"zh-Hans":{"summaryShort":"DeepSeek Harness（DSH）AI 编程应用的插件，提供更精简的文件工具，以减少 token 用量和任务耗时。","summary":"dsh-ops 是 DSH（DeepSeek Harness）的插件，DSH 是一款 AI 编程助手应用。它添加了自己的文件和文档工具（包括读取 PDF 和 Word 以及批量编辑），隐藏 DSH 的部分内置工具，并返回更短、带行号的结果，让 AI 少消耗 token。在 Windows 上，它可以添加基于 Git for Windows 的 Bash shell，并可选择关闭 PowerShell。适合已经在使用 DSH 0.2.0-rc.2 或 0.2.1-rc.2 的人。可通过 DSH 的插件市场或 npx 命令安装。","easeRationale":"如果已经装好 DSH，就在 DSH 的插件市场里输入包名和自定义 npm 镜像地址来添加，然后启用；npx 方式需要 Node.js。","costNote":"插件本身在 MIT 许可证下免费。DSH 本身要消耗 AI 模型 token，这可能需要花钱。","notVerified":["它是否真的像宣称的那样减少了 token 用量和任务耗时。","隐藏 DSH 的内置工具或关闭 PowerShell 是否会破坏其他插件或工作流程。","它在 0.2.0-rc.2 和 0.2.1-rc.2 之外的 DSH 版本上是否还能正常使用。","154 MB 的 Windows Bash 包里究竟有什么。","华为云 npm 镜像提供的文件是否与官方 npm 仓库一致。"]}}},{"id":"R_kgDOVVf_hg","slug":"t3dotgg__tstack","name":"tstack","owner":"t3dotgg","fullName":"t3dotgg/tstack","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"agent_can_merge_pull_requests_unattended","severity":"attention","evidence":"README 的技能表格：`full-send` \"Takes a change to a merged PR with nobody watching: proves it, reviews it, files it, babysits it, merges it.\" `full-stop` 技能被列为在合并前停下来的变体。","source":"ai","title":"代理可以无人值守地合并拉取请求"},{"code":"acts_on_your_github_account","severity":"attention","evidence":"README 的要求：\"An authenticated GitHub CLI (gh)\"。这些技能会开拉取请求、以你的身份发表评论（`leaving-pr-comments`），还会接管别人的分支，全部都在你的账号下进行。","source":"ai","title":"以你的 github 账号行事"},{"code":"some_features_need_another_tool","severity":"info","evidence":"README：一些技能 \"use T3 Code features when they are available and fall back to native tools when they are not\"，而 `council` 和 `sol-loop` \"need subagents on other providers' models\"，T3 Code 通过 `delegate_task` 来实现这一点。","source":"ai","title":"部分功能需要另一个工具"},{"code":"very_new_repository_fast_growth","severity":"info","evidence":"GitHub 数据：仓库创建于 2026-10-24，六天后就有 2471 个星标，没有发行版，只有一个 README 和技能文件夹。","source":"ai","title":"仓库非常新，增长很快"},{"code":"instructions_run_as_your_assistant","severity":"info","evidence":"整个仓库都是文本，由你的 AI 助手读取并执行（顶层文件：LICENSE、README.md、skills/）。更新技能意味着再复制一遍新文本，README 还让你去编辑它们：\"These are starting points. Edit them.\"","source":"ai","title":"指令以你的助手身份运行"}],"platforms":["windows","mac","linux"],"tools":["python","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["GitHub (through an authenticated gh CLI)","Models from other providers, for the council and sol-loop reviews"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","automation"],"alternativeTo":[{"slug":"coderabbit","name":"CodeRabbit","confirmed":true},{"slug":"github-copilot","name":"Copilot","confirmed":false}],"declaredAlternatives":[],"stars":2536,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":2536,"growthDays":7,"history":[{"date":"2026-10-27","stars":2008},{"date":"2026-10-28","stars":2265},{"date":"2026-10-29","stars":2396},{"date":"2026-10-30","stars":2469},{"date":"2026-10-31","stars":2536}],"firstPublishedAt":"2026-10-27T18:40:28.072Z","commitSha":"1085050f3baed1ac724caa4a8166145fb2ac88af","verifiedAt":"2026-10-31T01:40:59.979Z","lastCommitAt":"2026-10-28T02:38:02Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Nine agent skills for Claude Code and Codex that carry a code change through review, pull request, CI and merge.","summary":"tstack is a set of nine instruction packs (\"skills\") that you drop into Claude Code or Codex. Once installed you say things like \"full send\" or \"babysit\", and the assistant takes a code change through review by other AI models, opens a pull request on GitHub, watches the CI checks and review bots, fixes what they find and can merge it. It is for developers who already use an AI coding assistant. You need the GitHub CLI logged in and Python 3; the files are copied in by hand, there is no installer.","easeRationale":"The same on every platform: no installer. You clone the repository and copy the skill folders into ~/.claude/skills or ~/.codex/skills, then install and log in to the GitHub CLI and have Python 3 available. On Windows the README's cp commands need a shell like Git Bash.","costNote":"The skills are MIT. The AI assistants they run in, and the extra models the review skills call, are paid separately.","notVerified":["Whether an unattended run really stops at a bad change, since the only guard described is other AI models reviewing it.","How much the multi-model review loops cost in tokens for one pull request.","Whether the skills behave the same outside T3 Code, where the fallback path is used.","Whether the automatic merge respects your repository's branch protection and required reviews."]},"zh-Hans":{"summaryShort":"面向 Claude Code 和 Codex 的九个代理技能，带着代码改动走完审查、拉取请求、CI 和合并全流程。","summary":"tstack 是一套九个指令包（“技能”），你把它们放进 Claude Code 或 Codex。安装后，你只需说“full send”或“babysit”之类的话，助手就会让其他 AI 模型审查这次代码改动，在 GitHub 上开一个拉取请求，盯着 CI 检查和审查机器人，修复它们发现的问题，还能完成合并。它面向已经在用 AI 编程助手的开发者。你需要已登录的 GitHub CLI 和 Python 3；文件是手动复制进去的，没有安装程序。","easeRationale":"在任何平台上都一样：没有安装程序。你克隆仓库，把技能文件夹复制到 ~/.claude/skills 或 ~/.codex/skills，然后安装并登录 GitHub CLI，确保有 Python 3 可用。在 Windows 上，README 里的 cp 命令需要像 Git Bash 这样的 shell。","costNote":"这些技能是 MIT 许可的。它们所运行的 AI 助手，以及审查技能调用的额外模型，需要单独付费。","notVerified":["无人值守运行时是否真的会在改动出问题时停下来，因为文中描述的唯一保障就是其他 AI 模型的审查。","一次拉取请求的多模型审查循环在 token 上要花多少钱。","在 T3 Code 之外使用回退路径时，这些技能是否表现一致。","自动合并是否遵守你仓库的分支保护和必需的审查要求。"]}}},{"id":"R_kgDOU_9jPg","slug":"tangency-labs__solidcraft","name":"SolidCraft","owner":"tangency-labs","fullName":"tangency-labs/solidcraft","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"19 天内获得 10824 个星标","source":"check","title":"新仓库却有很多星标"},{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 10 天前","source":"check","title":"所有者账号很新"},{"code":"unsigned_downloads","severity":"attention","evidence":"README.md：\"The downloads aren't signed yet: on Windows choose **More info**, then **Run anyway** in SmartScreen\"。","source":"ai","title":"下载文件未签名"},{"code":"early_stage_software","severity":"info","evidence":"README.md：\"Early but usable for simple parts\"。","source":"ai","title":"早期阶段的软件"},{"code":"many_issues_in_short_time","severity":"info","evidence":"一个创建于 2026-10-07 的仓库（检查前 19 天）有 3547 个未关闭的 issue，在此期间发布了 58 个版本。","source":"ai","title":"短时间内出现大量 issue"},{"code":"repository_owner_mismatch","severity":"info","evidence":"Cargo.toml 设置了 repository = \"https://github.com/bherbruck/solidcraft\"，而该项目发布在 github.com/tangency-labs/solidcraft；README 还链接到 github.com/bherbruck/solidcore。","source":"ai","title":"仓库所有者不一致"}],"platforms":["windows","mac","linux","web"],"tools":[],"buildTools":["rust"],"disk":{"minMB":136,"maxMB":407,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["design_cad"],"alternativeTo":[{"slug":"autodesk-fusion","name":"Fusion","confirmed":true},{"slug":"solidworks","name":"SolidWorks","confirmed":true},{"slug":null,"name":"Fusion 360","confirmed":false}],"declaredAlternatives":[],"stars":12639,"downloads":765848,"downloadsWeek":293314,"downloadsDays":5,"growth":1809,"growthDays":5,"history":[{"date":"2026-10-26","stars":10830},{"date":"2026-10-27","stars":11257},{"date":"2026-10-28","stars":11663},{"date":"2026-10-29","stars":12062},{"date":"2026-10-30","stars":12380},{"date":"2026-10-31","stars":12639}],"firstPublishedAt":"2026-10-27T01:10:12.697Z","commitSha":"56bcd872cb57aabcfdedb0767f1fbc198f923991","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-11-01T00:44:48Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Design 3D parts from measured sketches, change a size and watch the whole model update, then export them for 3D printing.","summary":"SolidCraft is a 3D design (CAD) app for making mechanical parts. You draw a sketch with exact sizes, turn it into a solid, and add holes, rounded edges, threads and more. Change a number later and the whole part rebuilds. It also handles assemblies and sheet metal, and opens and saves common formats such as STEP, STL and 3MF. The project calls itself early but usable for simple parts. There are installers for Windows, Mac and Linux and a version that runs in the browser.","easeRationale":"Windows has a ready .msi installer, a .exe and a portable .zip, and there is a browser version with no install; Rust is only needed to build it from source.","notVerified":["Whether complex parts and assemblies rebuild correctly without errors.","Whether STEP files from other CAD programs open accurately.","Whether the app sends crash reports, and what they contain.","Whether the built-in update process downloads code without asking.","Speed on PCs without a dedicated graphics card."]},"zh-Hans":{"summaryShort":"根据带尺寸的草图设计 3D 零件，修改一个尺寸，整个模型随之更新，再导出用于 3D 打印。","summary":"SolidCraft 是一款用于制作机械零件的 3D 设计（CAD）应用。你先画出带精确尺寸的草图，把它变成实体，再添加孔、圆角、螺纹等特征。之后只要修改一个数字，整个零件就会重新生成。它还支持装配体和钣金，并能打开和保存 STEP、STL、3MF 等常见格式。项目自称仍处于早期阶段，但简单零件已经可以使用。提供适用于 Windows、Mac 和 Linux 的安装程序，还有可在浏览器中运行的版本。","easeRationale":"Windows 上有现成的 .msi 安装程序、.exe 和便携 .zip，另有无需安装的浏览器版；只有从源代码构建时才需要 Rust。","notVerified":["复杂零件和装配体能否无误地正确重新生成。","来自其他 CAD 程序的 STEP 文件能否被准确打开。","应用是否会发送崩溃报告，以及报告里包含什么。","内置更新流程是否会在不询问的情况下下载代码。","在没有独立显卡的电脑上的运行速度。"]}}},{"id":"R_kgDOSIqPOQ","slug":"tashfeenahmed__freellmapi","name":"FreeLLMAPI","owner":"tashfeenahmed","fullName":"tashfeenahmed/freellmapi","type":"ready_app","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"B"},"risk":"attention","signals":[{"code":"author_says_personal_experimentation_only","severity":"attention","evidence":"仓库描述结尾写道 \"Personal experimentation only.\"，Limitations 部分写道：\"no frontier models, variable latency, no SLA — and the effective intelligence of the endpoint dips late in the day as top models hit their daily caps\"，并指向 \"the honest list ... before building anything real on this\"。","source":"ai","title":"作者说明这仅供个人实验"},{"code":"depends_on_other_companies_free_tier_rules","severity":"attention","evidence":"整个项目的目的就是把 34 家公司的免费计划（\"7.4 billion tokens per month\"）叠加在一个地址后面。每一家的免费额度都有自己的条款、配额和关于账号与自动化使用的规则，服务商随时可能收紧配额、封锁密钥或关闭账号；README 自己也说 \"the free-tier landscape shifts weekly\"（免费额度的情况每周都在变化）。付费目录正是因此而存在。","source":"ai","title":"依赖其他公司的免费额度规则"},{"code":"install_one_liner_pipes_a_script_to_bash","severity":"attention","evidence":"快速开始：`curl -fsSL https://freellmapi.co/install.sh | bash`，从项目网站下载一个脚本并立即执行。README 确实提供了可先阅读的脚本内容，桌面安装程序则避开了这一步。","source":"ai","title":"一行安装命令把脚本直接传给 bash 执行"},{"code":"keeps_all_your_provider_keys_in_one_database","severity":"attention","evidence":"各服务商密钥会 \"AES-256-GCM encrypted in SQLite and decrypted in-memory per request\"（在 SQLite 中以 AES-256-GCM 加密，每次请求时在内存中解密）。在非生产环境下，加密密钥会自动生成并写入该数据库旁边一个名为 .encryption-key 的文件，权限为 0600，等于把锁和箱子放在同一个文件夹里。桌面应用还会 \"with a hidden local account\" 登录面板，无需密码。","source":"ai","title":"把你所有服务商的密钥都存在一个数据库里"},{"code":"contacts_the_vendor_twice_a_day","severity":"info","evidence":"路由器 \"pulls a signed catalog from freellmapi.co twice a day\"（每天两次拉取一份签名目录），并用固定的 Ed25519 密钥验证。README 说 \"The catalog server never sees your prompts, completions, or provider keys\"，而付费计划正是让这份目录做到当日更新的原因。","source":"ai","title":"每天两次联系厂商服务器"},{"code":"optional_auto_update_needs_the_docker_socket","severity":"info","evidence":"docker-compose.yml 中有一个可选启用的 `autoupdate` 配置，会运行挂载了 `/var/run/docker.sock` 的 Watchtower，其注释写道这 \"is root-equivalent on the host — leave the profile off if that is not acceptable\"（在主机上等同于 root 权限，如不能接受就别启用这个配置）。","source":"ai","title":"可选的自动更新需要用到 docker socket"},{"code":"network_exposure_is_the_users_responsibility","severity":"info","evidence":"compose 文件把端口绑定在 127.0.0.1，并声明 FreeLLMAPI \"is single-user and must not be exposed to the internet\"（单用户，不得暴露到互联网）；设置 HOST_BIND=0.0.0.0 会把它开放给本地网络，\"guarded only by the unified API key\"（仅由统一的 API 密钥保护）。","source":"ai","title":"联网暴露的风险由用户自己承担"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node","docker"],"disk":{"minMB":104,"maxMB":311,"basis":"installer"},"apiKeys":["Free-tier keys from the providers you choose (Google, Groq, Cerebras, Mistral, OpenRouter, Cloudflare, Cohere, NVIDIA, Hugging Face and 25 more)","FreeLLMAPI premium key (fla_), for the live catalogue"],"cost":{"model":"freemium"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["chat_ai","development"],"alternativeTo":[{"slug":"openrouter","name":"OpenRouter","confirmed":true},{"slug":"portkey","name":"Portkey","confirmed":true},{"slug":"chatgpt-plus","name":"ChatGPT Plus","confirmed":true}],"declaredAlternatives":[],"stars":45200,"downloads":396123,"downloadsWeek":34083,"downloadsDays":2,"growth":3018,"growthDays":5,"history":[{"date":"2026-10-29","stars":44036},{"date":"2026-10-30","stars":44685},{"date":"2026-10-31","stars":45200}],"firstPublishedAt":"2026-10-29T01:54:21.478Z","commitSha":"eae1a4038d5908c7a9a6ad771df96d324731c78a","verifiedAt":"2026-11-01T01:48:30.103Z","lastCommitAt":"2026-10-31T19:26:23Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Puts the free tiers of many AI providers behind one local address, so your apps and coding tools can share them.","summary":"FreeLLMAPI runs a small server on your computer that collects the free plans you already have with providers such as Google, Groq, Cerebras and OpenRouter. You paste each key once into its dashboard; your programs then use one local address with one key, and it picks a model that still has quota and moves on when a provider refuses. It works with OpenAI, Anthropic, Gemini and Ollama style clients, including Claude Code and Cursor. Desktop installers, phone apps and Docker. The author labels it for personal experimentation only.","easeRationale":"Windows is the easiest: the FreeLLMAPI-Setup .exe from the releases page, which the README calls the easiest path, and the desktop app needs no account or password. macOS has a signed-looking .dmg for Apple Silicon and Intel, and Linux has AppImage, .deb and .rpm. It is a B because nothing routes until you have signed up with providers yourself and pasted their keys into the Keys page. The server route (one-line script, Docker Compose) needs Docker and is harder.","costNote":"The program is MIT and free. A paid plan ($19/year or $49 once, by Stripe) only unlocks the same-day model catalogue; the free install gets a monthly snapshot and the README says it \"currently sits about 303 models behind\". The provider free tiers themselves cost nothing but are capped.","notVerified":["Whether the advertised capacity (7.4 billion tokens a month, 635 endpoints) is reachable in practice, and how much of it your own accounts actually get.","How well the answers hold up when requests bounce between many different free models.","Whether checking key health spends money: the configuration notes that ModelScope validates a key with a paid one-token request that consumes quota on each probe.","Whether the desktop installers are signed, and what Windows or macOS warn about when you open them.","What the free-tier providers log about your prompts on their side."]},"zh-Hans":{"summaryShort":"把许多 AI 服务商的免费额度集中到一个本地地址上，供你的应用和编程工具共用。","summary":"FreeLLMAPI 在你的电脑上运行一个小型服务器，把你已经拥有的 Google、Groq、Cerebras 和 OpenRouter 等服务商的免费额度汇集起来。你把每个密钥粘贴到它的面板里一次；之后你的程序只需用一个本地地址和一个密钥，系统会挑选还有额度的模型，遇到某个服务商拒绝时就换下一个。它兼容 OpenAI、Anthropic、Gemini 和 Ollama 风格的客户端，包括 Claude Code 和 Cursor。提供桌面安装程序、手机应用和 Docker。作者说明这只是用于个人实验。","easeRationale":"Windows 最简单：从发布页面下载 FreeLLMAPI-Setup .exe，README 称这是最简单的方式，桌面应用不需要账号或密码。macOS 有看起来经过签名的 .dmg，分别支持 Apple 芯片和 Intel，Linux 则有 AppImage、.deb 和 .rpm。评级为 B，因为在你自己注册各家服务商并把密钥粘贴到 Keys 页面之前什么都用不了。服务器方式（一行脚本、Docker Compose）需要 Docker，更难一些。","costNote":"该程序免费，采用 MIT 许可证。付费计划（每年 19 美元或一次性 49 美元，通过 Stripe 支付）只解锁当日更新的模型目录；免费安装得到的是每月快照，README 说它 \"currently sits about 303 models behind\"（目前落后大约 303 个模型）。各服务商自己的免费额度本身不收费，但有上限。","notVerified":["宣传的容量（每月 74 亿 token、635 个接入点）在实际中能否达到，你自己的账号实际能拿到多少。","当请求在许多不同的免费模型之间切换时，回答质量能保持到什么程度。","检查密钥是否可用会不会花钱：配置说明提到 ModelScope 用一次付费的单 token 请求来验证密钥，每次探测都会消耗额度。","桌面安装程序是否经过签名，打开时 Windows 或 macOS 会给出什么警告。","各免费额度服务商在自己那一端会如何记录你的提示内容。"]}}},{"id":"R_kgDONjF_4A","slug":"tauricresearch__tradingagents","name":"TradingAgents","owner":"TauricResearch","fullName":"TauricResearch/TradingAgents","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"low","signals":[{"code":"not_financial_advice","severity":"info","evidence":"README：\"TradingAgents framework is designed for research purposes... It is not intended as financial, investment, or trading advice.\"","source":"ai","title":"不构成投资建议"},{"code":"results_change_from_run_to_run","severity":"info","evidence":"README 的 \"Reproducibility\" 部分：\"two runs of the same ticker and date can differ\"，以及 \"Backtest results are not guaranteed to match any published figure... Treat the framework as a research scaffold... not as a strategy with a fixed, replicable return.\"","source":"ai","title":"结果每次运行都会变化"},{"code":"ratings_rest_partly_on_social_media_posts","severity":"info","evidence":"README：Sentiment Analyst \"Aggregates news headlines, StockTwits, and Reddit chatter into a single sentiment read\"；如果没有可选的 TypeSafe 密钥，\"posts pass through unscreened\"，所以任何人发关于某只股票的帖子都可能被带入分析。","source":"ai","title":"评级部分依赖社交媒体帖子"},{"code":"startup_update_check","severity":"info","evidence":"README：\"At start-up the interactive CLI mentions a newer release and notices from Tauric Research. It checks at most once a day... set TRADINGAGENTS_NO_UPDATE_CHECK=1 to turn it off.\"","source":"ai","title":"启动时检查更新"},{"code":"stores_account_sign_in","severity":"info","evidence":"README：ChatGPT 套餐的登录信息 \"is kept in ~/.tradingagents/chatgpt-auth.json, and tradingagents logout chatgpt revokes it.\"","source":"ai","title":"保存账号登录信息"},{"code":"sends_a_default_contact_address_to_the_sec","severity":"info","evidence":"README 的 \"Fundamentals as filed\" 部分：\"SEC asks callers to identify themselves and refuses requests that carry no contact address, so a default one is sent\"，并要求你改用 `SEC_EDGAR_USER_AGENT` 设置你自己的姓名和邮箱。","source":"ai","title":"向 sec 发送默认联系地址"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python","docker"],"disk":{"minMB":100,"maxMB":300,"basis":"heuristic"},"apiKeys":["AI model provider of your choice (OpenAI, Anthropic, Google, DeepSeek, OpenRouter, Groq and others)","Alpha Vantage (market data)","FRED (US economic data, free key)","TypeSafe Jev (social post screening)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","chat_ai"],"alternativeTo":[],"declaredAlternatives":[],"stars":119062,"downloads":2130,"downloadsWeek":1035,"downloadsDays":5,"growth":2958,"growthDays":5,"history":[{"date":"2026-10-26","stars":116104},{"date":"2026-10-27","stars":117331},{"date":"2026-10-28","stars":117897},{"date":"2026-10-29","stars":118332},{"date":"2026-10-30","stars":118720},{"date":"2026-10-31","stars":119062}],"firstPublishedAt":"2026-10-27T01:10:12.698Z","commitSha":"c4544913a14ed3df5f1ed7b9e8483270ce20682a","verifiedAt":"2026-10-31T01:45:32.278Z","lastCommitAt":"2026-10-27T08:38:40Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Ask a team of AI agents to study a stock or crypto coin and write a report with a buy, hold or sell opinion.","summary":"TradingAgents is a research tool where several AI agents play the roles of a trading firm (analysts, researchers, a trader, risk managers) and debate a stock or coin using prices, news, company filings and social posts. It ends with a written report and a rating, and trades only go to a simulated exchange. It can also score past decisions and run backtests over a grid of dates. The README says it is for research and is not financial advice. You need Python 3.11+, a few commands, and an AI model: a paid API key, a ChatGPT plan sign-in or a local Ollama model.","easeRationale":"C on Windows, Mac and Linux alike: none of the 15 releases carries an installer, so on each one you install Python 3.11 or newer, download the code, run `pip install .`, put an AI key in a `.env` file and start the `tradingagents` command in a terminal. Docker is offered as an alternative route.","costNote":"The software is free (Apache-2.0). Each analysis makes many calls to an AI model, which usually means a paid API key or a ChatGPT Plus/Pro plan; a local Ollama model avoids that cost. Docker is an optional way to run it.","notVerified":["How much one analysis costs in AI API fees, since many agents call the model several times per run.","Whether the install steps work on Windows as written; the README shows Linux/macOS commands such as \"source .venv/bin/activate\" and \"export\".","How good or repeatable the ratings are; the README itself says two runs of the same stock can differ.","Whether free data sources such as Yahoo Finance keep working; the README mentions Yahoo's news feed being down.","What the memory log and the per-ticker checkpoint databases under ~/.tradingagents keep about your own portfolio once you pass one in."]},"zh-Hans":{"summaryShort":"让一队 AI 代理研究一只股票或一种加密货币，写出一份带买入、持有或卖出意见的报告。","summary":"TradingAgents 是一个研究工具，多个 AI 代理扮演一家交易公司里的各种角色（分析师、研究员、交易员、风险经理），用价格、新闻、公司文件和社交媒体帖子来讨论一只股票或一种代币。最后输出一份书面报告和一个评级，交易只会发给模拟交易所。它还可以给过去的决策打分，并在一组日期上运行回测。README 说这是用于研究的，不构成投资建议。你需要 Python 3.11 以上版本、一些命令，以及一个 AI 模型：一个付费 API 密钥、登录一个 ChatGPT 套餐，或者一个本地的 Ollama 模型。","easeRationale":"Windows、Mac 和 Linux 上都是 C 级：15 个发行版里没有一个带安装程序，所以在每个系统上你都要安装 Python 3.11 或更新版本，下载代码，运行 `pip install .`，把 AI 密钥放进 `.env` 文件，然后在终端里启动 `tradingagents` 命令。Docker 是另一种可选方式。","costNote":"软件本身是免费的（Apache-2.0）。每次分析都会多次调用 AI 模型，通常意味着需要付费 API 密钥或 ChatGPT Plus/Pro 套餐；使用本地 Ollama 模型可以省下这笔钱。Docker 是运行它的一种可选方式。","notVerified":["一次分析在 AI API 费用上要花多少钱，因为很多代理每次运行都会多次调用模型。","安装步骤是否能在 Windows 上照着文档原样运行；README 里给的是 Linux/macOS 的命令，比如 \"source .venv/bin/activate\" 和 \"export\"。","评级有多靠谱、能否重现；README 自己也说同一只股票跑两次结果可能不同。","像 Yahoo Finance 这样的免费数据源能否持续可用；README 提到过 Yahoo 的新闻源出现过中断。","一旦你传入自己的投资组合，~/.tradingagents 下的记忆日志和各个 ticker 的检查点数据库到底保存了关于它的什么内容。"]}}},{"id":"R_kgDOPng1Jw","slug":"thedotmack__claude-mem","name":"claude-mem","owner":"thedotmack","fullName":"thedotmack/claude-mem","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把一个远程脚本通过管道传给 shell：curl -fsSL https://install.cmem.ai/openclaw.sh | bash","source":"check","title":"curl 管道到 shell"},{"code":"readme_promotes_a_crypto_token","severity":"attention","evidence":"README.md 最后一节 \"What About CMEM?\"：\"CMEM is a token created by a 3rd party but officially embraced by the creator of Claude-Mem (Alex Newman, @thedotmack). The token acts as a community catalyst for growth\"，后面跟着 \"Official BASE CA: 0x76b1967eec0ccaeb001bbbb2b40dc4badba31ba3\"。一个开发者工具的 README 为一个加密货币合约地址背书，这一点在安装前值得了解。","source":"ai","title":"readme 推广了一种加密代币"},{"code":"records_everything_your_assistant_does","severity":"attention","evidence":"仓库描述：\"Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions.\" README.md 列出了 \"Privacy Control - Use <private> tags to exclude sensitive content from storage\"，截图 \"opt-in, off by default\"，保存在 ~/.claude-mem/media-v1/ 下，只有 \"only when Cloud Sync is on\" 时才会上传到 cmem.ai。压缩这一步会把你的会话内容发给你选择的模型服务商，Grok Bot 的安装说明写着：\"Default is CMEM Pro, the hosted memory. Local observer is opt-in: --provider host.\"","source":"ai","title":"记录你助手做的一切"},{"code":"installer_adds_other_runtimes_by_itself","severity":"info","evidence":"README.md 系统要求：\"Bun: JavaScript runtime and process manager (auto-installed if missing)\" 和 \"uv: Python package manager for vector search (auto-installed if missing)\"。安装程序还会把一个启动器放进你的 PATH（在 Windows 上是 %LOCALAPPDATA%\\claude-mem\\bin\\claude-mem.exe），并注册在每个会话事件上都会运行的生命周期钩子。","source":"ai","title":"安装程序会自己添加其他运行环境"},{"code":"product_analytics_library_bundled","severity":"info","evidence":"package.json 注明 posthog-node 被 \"esbuild-inlined into the worker/server/npx bundles\"，仓库根目录里还有 posthog-self-driving-report.md。README 没有说明具体上报了什么，也没说怎么关闭。","source":"ai","title":"内置了产品分析库"},{"code":"self_hosted_stack_not_for_the_open_internet","severity":"info","evidence":"docker-compose.yml：\"SECURITY: This file MUST NOT be deployed unmodified to any environment that is reachable from the public internet, including staging behind a VPN where lateral movement is possible.\" 它还提醒，用 API 密钥生成身份验证 \"bills per token and can be EXPENSIVE at high observation volume\"。","source":"ai","title":"自托管栈不适合暴露在公开互联网上"},{"code":"very_fast_release_churn","severity":"info","evidence":"GitHub 数据：自 2025-08-31 以来已有 381 个发行版，当前版本 15.7.0，仅 2026-10-29 和 2026-10-30 两天就发布了三个版本，open issue 有 139 个。README 还提醒，npm install -g claude-mem 只安装 \"the SDK/library only\"，并不会配置插件。","source":"ai","title":"发行节奏非常快"}],"platforms":["windows","mac","linux"],"tools":["node","docker"],"buildTools":["node","docker"],"disk":{"minMB":150,"maxMB":650,"basis":"heuristic"},"apiKeys":["A model provider for generating the memories (the claude-mem observer, your own OpenRouter or Gemini key, or your Anthropic plan)","claude-mem account sign-in by email magic link, which provisions a memory key (skippable with an explicit --provider flag or CLAUDE_MEM_ONLINE_OPTIN=false)"],"cost":{"model":"freemium"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","productivity"],"alternativeTo":[{"slug":"mem0","name":"Mem0","confirmed":true},{"slug":"zep","name":"Zep","confirmed":true},{"slug":"supermemory","name":"Supermemory","confirmed":true}],"declaredAlternatives":[],"stars":107881,"downloads":0,"downloadsWeek":0,"downloadsDays":0,"growth":4448,"growthDays":5,"history":[{"date":"2026-10-31","stars":107881}],"firstPublishedAt":"2026-10-31T01:54:33.221Z","commitSha":"70aa40042cfb8157a0d84954b9c0d2b30b50af80","verifiedAt":"2026-10-31T01:45:58.130Z","lastCommitAt":"2026-10-30T18:19:15Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A memory add-on for AI coding assistants: it records what each session did and feeds the relevant parts back into later sessions.","summary":"Claude-Mem is a plugin for AI coding assistants (Claude Code, OpenCode, Codex, Gemini, Copilot, OpenClaw and others). While you work it captures what the assistant did, has an AI model compress that into short observations stored in a local SQLite database, and puts the relevant parts back into the next session, so the assistant does not start from zero. It adds search tools, a local web viewer, optional cloud backup and an optional shared team workspace. You install it with one npx command; it needs Node 20 or newer and a model provider.","easeRationale":"On all three systems you need Node.js 20 or newer and an AI coding assistant already installed, then run npx claude-mem install (or two /plugin commands inside Claude Code) and restart the assistant; the installer also pulls in Bun and uv by itself. Windows needs Node and npm on your PATH and a terminal restart. Docker is only for the optional self-hosted server stack.","costNote":"The code is free (Apache-2.0). The README describes the claude-mem observer as a paid hosted service with a 30-day free trial that \"automatically falls back to your Anthropic plan unless you subscribe\", plus optional Cloud Sync and TeamBrain; you can instead use your own OpenRouter, Gemini or Anthropic plan and pay that provider.","notVerified":["How much the hosted observer costs after the 30-day trial, and what happens to memories if you stop paying.","What the bundled analytics library sends and whether it can be turned off.","How much extra model usage the compression step adds to a working day.","Real disk use of the memory database, vectors and converted screenshots over months of use.","Whether the <private> tags keep every piece of sensitive content out of storage.","What the remote install script for OpenClaw gateways does on your machine."]},"zh-Hans":{"summaryShort":"一个给 AI 编程助手用的记忆插件：记录每次会话做了什么，并把相关内容带回后续会话。","summary":"Claude-Mem 是一个面向 AI 编程助手（Claude Code、OpenCode、Codex、Gemini、Copilot、OpenClaw 等）的插件。在你工作的同时，它会记录助手做了什么，让一个 AI 模型把这些压缩成简短的观察记录，存进本地的 SQLite 数据库，然后把相关的部分带回下一次会话，这样助手就不用从零开始。它还提供搜索工具、一个本地网页查看器、可选的云端备份，以及可选的团队共享空间。用一条 npx 命令就能安装；需要 Node 20 或更新版本，以及一个模型服务商。","easeRationale":"三个系统上都需要 Node.js 20 或更新版本，以及一个已经安装好的 AI 编程助手，然后运行 npx claude-mem install（或者在 Claude Code 里执行两条 /plugin 命令），再重启助手；安装程序还会自己拉取 Bun 和 uv。Windows 上需要把 Node 和 npm 加入 PATH，并重启终端。Docker 只用于可选的自托管服务器栈。","costNote":"代码本身是免费的（Apache-2.0）。README 把 claude-mem 的观察者描述为一个付费托管服务，有 30 天免费试用，\"automatically falls back to your Anthropic plan unless you subscribe\"，还有可选的 Cloud Sync 和 TeamBrain；你也可以改用自己的 OpenRouter、Gemini 或 Anthropic 套餐，直接向那家服务商付费。","notVerified":["30 天试用结束后托管观察者要收多少钱，以及如果停止付费，记忆会怎么样。","内置的统计分析库发送了什么内容，是否可以关闭。","压缩这一步给一个工作日增加了多少额外的模型用量。","几个月使用之后，记忆数据库、向量和转换后的截图实际占用的磁盘空间。","<private> 标签是否能把所有敏感内容都挡在存储之外。","为 OpenClaw 网关提供的远程安装脚本在你的机器上做了什么。"]}}},{"id":"MDEwOlJlcG9zaXRvcnk2NzcwMjE4NA==","slug":"topjohnwu__magisk","name":"Magisk","owner":"topjohnwu","fullName":"topjohnwu/Magisk","type":"needs_setup","status":"active","grade":"D","easeByPlatform":{},"risk":"attention","signals":[{"code":"deep_system_access","severity":"attention","evidence":"README.MD：\"MagiskSU: Provide root access for applications\" 以及 \"Zygisk: Run code in every Android applications' processes\"；任何被授予 root 权限的应用都可以更改整部手机。","source":"ai","title":"可深入访问系统"},{"code":"unlocking_the_phone_has_consequences","severity":"attention","evidence":"文档中的安装方式（\"Installation Instruction\"）需要修补并刷入启动镜像，这要求手机的 bootloader 已解锁。在大多数手机上，解锁会清除所有数据，可能使保修失效，有些厂商甚至根本不允许解锁；刷入错误的启动镜像可能导致手机无法开机。","source":"ai","title":"解锁手机会带来后果"},{"code":"official_source_only","severity":"info","evidence":"README.MD：\"Github is the only source where you can get official Magisk information and downloads.\" 来自其他网站的副本可能已被改动。","source":"ai","title":"只认官方来源"},{"code":"android_only_no_desktop_app","severity":"info","evidence":"描述：\"The Magic Mask for Android\"；对发布版本的检查没有发现 Windows、Mac 或 Linux 的程序文件。","source":"ai","title":"仅限 Android，没有桌面应用"}],"platforms":[],"tools":["other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"GPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["system","hardware"],"alternativeTo":[],"declaredAlternatives":[],"stars":63655,"downloads":172873069,"downloadsWeek":255542,"downloadsDays":5,"growth":139,"growthDays":5,"history":[{"date":"2026-10-26","stars":63516},{"date":"2026-10-27","stars":63539},{"date":"2026-10-28","stars":63567},{"date":"2026-10-29","stars":63598},{"date":"2026-10-30","stars":63631},{"date":"2026-10-31","stars":63655}],"firstPublishedAt":"2026-10-27T01:10:12.699Z","commitSha":"33bfff7ce750c27f157ddb4580e36bf842d6d95b","verifiedAt":"2026-10-28T01:42:25.225Z","lastCommitAt":"2026-10-27T16:23:18Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Gives you full control (root access) of an Android phone and lets you install add-ons that change the system.","summary":"Magisk is a long-running tool for customizing Android phones and tablets running Android 7.0 or newer. It gives chosen apps full administrator access to the phone (called root), lets you install modules that change system files without overwriting them, and includes tools for advanced users and developers. It is for experienced Android users. It runs on the phone, not on Windows, Mac or Linux. Installing it usually means unlocking the phone's bootloader, which can erase the phone, then patching and flashing a system file with a computer and command-line tools.","easeRationale":"Android is the only system it runs on, and there it is a D: there is no desktop program to install, you need a phone whose bootloader can be unlocked, the Magisk app on the phone, and Android command-line tools on a computer to flash a patched boot image.","costNote":"Open source under GPL-3.0.","notVerified":["Whether your specific phone model can be unlocked and patched","Whether banking, payment or streaming apps keep working on a rooted phone","Whether unlocking the bootloader voids your warranty or erases your data on your model","Risk of the phone failing to start if the patching step goes wrong","What a third-party Magisk module does once it is installed, since modules come from outside this repository"]},"zh-Hans":{"summaryShort":"让你获得 Android 手机的完整控制权(root 权限),并可以安装修改系统的插件。","summary":"Magisk 是一款历史悠久的工具,用于定制运行 Android 7.0 或更新版本的手机和平板。它让你选定的应用获得对手机的完整管理员权限(称为 root),允许安装在不覆盖系统文件的情况下修改系统的模块,并包含面向高级用户和开发者的工具。它面向有经验的 Android 用户。它运行在手机上,而不是 Windows、Mac 或 Linux 电脑上。安装它通常意味着先解锁手机的 bootloader(这可能会清空手机数据),然后用电脑和命令行工具修补并刷入系统文件。","easeRationale":"Android 是它唯一支持的系统,在该系统上评级为 D:没有可安装的桌面程序,你需要一台 bootloader 可解锁的手机、手机上的 Magisk 应用,以及电脑上的 Android 命令行工具来刷入修补后的 boot 镜像。","costNote":"基于 GPL-3.0 许可的开源项目。","notVerified":["你的具体手机型号能否解锁并修补","银行、支付或流媒体应用在已 root 的手机上能否继续正常使用","解锁 bootloader 是否会使你型号的保修失效或清空数据","修补过程出错导致手机无法开机的风险","第三方 Magisk 模块安装后实际会做什么,因为模块来自本仓库之外"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxMzA2MjA2Mg==","slug":"torakiki__pdfsam","name":"PDFsam","owner":"torakiki","fullName":"torakiki/pdfsam","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A"},"risk":"low","signals":[],"platforms":["windows","mac","linux"],"tools":[],"buildTools":[],"disk":{"minMB":93,"maxMB":278,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["office","productivity"],"alternativeTo":[{"slug":"acrobat","name":"Acrobat","confirmed":true}],"declaredAlternatives":[],"stars":4653,"downloads":24326840,"downloadsWeek":112320,"downloadsDays":6,"growth":12,"growthDays":6,"history":[{"date":"2026-10-25","stars":4641},{"date":"2026-10-26","stars":4642},{"date":"2026-10-27","stars":4645},{"date":"2026-10-28","stars":4649},{"date":"2026-10-29","stars":4649},{"date":"2026-10-30","stars":4652},{"date":"2026-10-31","stars":4653}],"firstPublishedAt":"2026-10-25T23:19:31.763Z","commitSha":"4e4dd4dc5b14a1d328837c2b549fbe0b43cec83f","verifiedAt":"2026-10-27T00:49:36.422Z","lastCommitAt":"2026-10-30T09:10:04Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Split, merge, mix and rotate PDF files and pull out pages, all on your own computer.","summary":"PDFsam Basic is a desktop program for everyday PDF page tasks: joining several PDFs into one, splitting a PDF into parts, mixing pages from two files, rotating pages and extracting selected pages. It does not edit the text inside a PDF. It runs on Windows, macOS and Linux, and since version 4 it comes with its own Java built in, so nothing else needs to be installed.","easeRationale":"The releases include a Windows installer (pdfsam-basic-6.0.6-windows-x64.msi, about 93 MB) that bundles its own Java, so you download it and open it.","costNote":"PDFsam Basic is free and open source under the AGPL-3.0 license.","notVerified":["Whether it handles very large or password-protected PDFs well","Whether the app connects to the internet, for example to check for updates or show news","Real disk use after installation"]},"zh-Hans":{"summaryShort":"拆分、合并、混合和旋转 PDF 文件并提取页面，全部在你自己的电脑上完成。","summary":"PDFsam Basic 是一款桌面程序，用于日常的 PDF 页面操作：把多个 PDF 合并成一个，把一个 PDF 拆分成几部分，混合两个文件中的页面，旋转页面，以及提取选定的页面。它不能编辑 PDF 内部的文字。它可在 Windows、macOS 和 Linux 上运行，并且从第 4 版起自带 Java，因此无需再安装其他东西。","easeRationale":"发布版本包含 Windows 安装程序（pdfsam-basic-6.0.6-windows-x64.msi，约 93 MB），内置自带的 Java，下载后打开即可。","costNote":"PDFsam Basic 免费并开源，采用 AGPL-3.0 许可证。","notVerified":["它能否很好地处理超大或有密码保护的 PDF","该应用是否会连接互联网，例如检查更新或显示新闻","安装后的实际磁盘占用"]}}},{"id":"R_kgDOSDCHbQ","slug":"tt-a1i__archify","name":"Archify","owner":"tt-a1i","fullName":"tt-a1i/archify","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"readme_sponsor_links_to_model_resellers_with_referral_codes","severity":"attention","evidence":"README 的 Sponsors 表格推广了几项第三方服务，它们以远低于标价的价格转售 Claude、OpenAI 和 Gemini 模型的访问权限，每一项都通过带有该项目自己推荐码的链接：OpenLux（`openlux.ai/register?channel=c_qdvanbpc`，'as low as 8.82%, 4% and 8% of official rates'）、PackyCode（`packyapi.ai/register?aff=bN97`）、AICodeMirror（`aicodemirror.ai/register?invitecode=WC26FL`，'Codex pricing starts at 7% of standard rates'）和 Infistar（`infistar.cc/register?aff=9N89LEMV`，'starts at 1% of official rates'）。这些是其他公司的付费转售服务，不属于 Archify。","source":"ai","title":"README 链接到带推荐码的模型转售服务"},{"code":"optional_update_check_contacts_the_authors_server","severity":"info","evidence":"README 快速开始：'Archify may GET the fixed stable manifest solely to show an optional reminder; it never downloads or installs updates. (...) The server sees normal HTTP metadata (IP and time), but receives no version, Agent, project data, prompts, account/device ID, or ETag. (...) Set ARCHIFY_UPDATE_CHECK_DISABLED=1 to disable networking and reminder-state writes.'","source":"ai","title":"可选的更新检查会联系作者的服务器"},{"code":"zip_archive_committed_in_the_repository","severity":"info","evidence":"顶层文件列表中包含 `archify.zip`，README 要求你把它上传到 Claude.ai Settings → Capabilities → Skills。在仓库的文件列表里，无法以纯文本方式查看这个打包文件的内容。","source":"ai","title":"仓库中直接提交了 zip 压缩包"},{"code":"skill_tells_the_assistant_to_read_your_repository","severity":"info","evidence":"README：'Analyze this repository, then use archify to create a high-level runtime architecture diagram' 以及 'Evidence-backed Architecture nodes mark themselves SRC n and open Git-verified files and line ranges pinned to one public commit'。有源码依据的图表意味着助手会读取你的代码路径和文件片段，这些内容可能最终出现在你分享的 HTML 里。","source":"ai","title":"该 skill 会让助手读取你的仓库"}],"platforms":["windows","mac","linux"],"tools":["node","other"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","development","productivity"],"alternativeTo":[{"slug":"lucidchart","name":"Lucidchart","confirmed":true},{"slug":"microsoft-visio","name":"Visio","confirmed":true},{"slug":"miro","name":"Miro","confirmed":false}],"declaredAlternatives":[],"stars":92154,"downloads":36285,"downloadsWeek":1234,"downloadsDays":2,"growth":2341,"growthDays":5,"history":[{"date":"2026-10-29","stars":91440},{"date":"2026-10-30","stars":91837},{"date":"2026-10-31","stars":92154}],"firstPublishedAt":"2026-10-29T01:54:21.485Z","commitSha":"d6059331abbddb49bca380ff46dca8ce33158b04","verifiedAt":"2026-10-29T01:38:42.066Z","lastCommitAt":"2026-10-31T03:32:39Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Ask your AI coding assistant to turn an idea, a plan or a codebase into an interactive diagram saved as one HTML file.","summary":"Archify is a skill you add to an AI coding assistant such as Claude Code, Codex CLI, Cursor or OpenCode. You describe a system or a plan, or point it at a repository, and the assistant writes a diagram that comes out as one interactive HTML file you can open in a browser, explore, export as an image and send to others. Ten diagram shapes are covered, from architecture and sequence to timelines and database schemas. You need Node.js 18 or newer and one of those assistants. The README says it is not a general-purpose drawing editor, so it does not replace free-form tools like Lucidchart.","easeRationale":"Same work on Windows, macOS and Linux: install Node.js 18 or newer plus a supported AI assistant, then run one command in the terminal (`npx skills add tt-a1i/archify -g`) and ask the assistant for a diagram. There is no installer and no ready binary; the 23 releases carry no platform files.","costNote":"The project is free under Apache-2.0. It only works inside an AI coding assistant, which normally needs a paid plan or paid API use. The README also links a WeChat Pay and an Alipay QR code for donations.","notVerified":["Whether the generated diagrams are accurate for a real codebase, since the assistant writes them","How much AI usage, and therefore cost, one diagram or an explainer page consumes","Whether the Claude.ai upload path works, since the README says it 'depends on Node.js access in the sandbox'","What is inside the committed archify.zip compared with the source folders","Whether the optional update check really sends no project data, as the README states","The real disk use after installing the skill and its viewer assets"]},"zh-Hans":{"summaryShort":"让你的 AI 编程助手把一个想法、一份计划或一份代码库变成一个交互式图表,保存为单个 HTML 文件。","summary":"Archify 是一个可以添加到 AI 编程助手(如 Claude Code、Codex CLI、Cursor 或 OpenCode)中的技能。你描述一个系统或计划,或者指向一个代码仓库,助手就会生成一个图表,输出为一个可在浏览器中打开、浏览、导出为图片并发送给他人的交互式 HTML 文件。它支持十种图表形式,从架构图、序列图到时间线和数据库结构图。你需要 Node.js 18 或更新版本,以及上述助手之一。README 说明它不是通用的自由绘图编辑器,因此不能取代 Lucidchart 这类工具。","easeRationale":"在 Windows、macOS 和 Linux 上流程相同:安装 Node.js 18 或更新版本及一个受支持的 AI 助手,然后在终端运行一条命令(npx skills add tt-a1i/archify -g),再向助手请求生成图表。没有安装程序,也没有现成的二进制文件;23 个发布版本都不包含平台文件。","costNote":"该项目基于 Apache-2.0 协议免费提供。它只能在 AI 编程助手内使用,通常需要付费计划或付费的 API 调用。README 中还附有用于捐赠的微信支付和支付宝二维码。","notVerified":["生成的图表对真实代码库是否准确,因为图表是由助手编写的","生成一个图表或一页说明会消耗多少 AI 用量,从而产生多少费用","上传到 Claude.ai 的路径是否可用,因为 README 说这'取决于沙盒中 Node.js 的访问权限'","仓库中提交的 archify.zip 内容与源码文件夹相比有什么不同","可选的更新检查是否真的不发送任何项目数据,正如 README 所说","安装该技能及其查看器资源后,实际占用的磁盘空间"]}}},{"id":"R_kgDOVSMwTA","slug":"udhaykumarbala__cleanyourtv-app","name":"Clean Your TV","owner":"udhaykumarbala","fullName":"udhaykumarbala/cleanyourtv-app","type":"ready_app","status":"active","grade":"B","easeByPlatform":{},"risk":"attention","signals":[{"code":"opens_tv_network_debugging","severity":"attention","evidence":"README，Supported TVs：\"the TV needs ADB over the network (port 5555)\"。开启期间，同一 Wi-Fi 下的任何人都可以向电视发送命令。README 说明调试 \"is switched off again at the end unless you keep it on\"。","source":"ai","title":"开启电视的网络调试"},{"code":"very_new_and_in_flux","severity":"attention","evidence":"项目信息：创建于 2026-10-21，已发布 17 个版本，最近的三个版本是 v0.4.6-beta3、v0.4.6-beta2 和 v0.4.5，日期都是 2026-10-27。有 1274 个未关闭的 issue，而星标为 910 个。","source":"ai","title":"非常新，变动频繁"},{"code":"installed_outside_the_app_store","severity":"info","evidence":"README 唯一的安装方式是从 GitHub 发布页面 \"Download the APK\"，或使用 Obtainium。Android 会要求你允许安装来自未知来源的应用，而且没有任何商店的审核。每个版本都由同一个密钥签名，证书 SHA-256 为 eaf7af3867bb29ff4bb038854842c93f42ffe4198a087e611cb18f925201cd65。","source":"ai","title":"在应用商店之外安装"},{"code":"changes_tv_system_software","severity":"info","evidence":"该应用会为主用户停用电视上预装的应用，并可以替换主屏幕启动器；README：\"accessibility, casting, voice and updates go off only if you choose\"，在某些型号上它只做 \"clean-up only\"，因为更换主屏幕 \"would cost casting\"。","source":"ai","title":"更改电视的系统软件"},{"code":"written_mostly_by_ai_agents","severity":"info","evidence":"README，For developers：\"The app is developed with AI coding agents under human review: the maintainer set the design and reviewed and tested the app, and every change went through automated tests and review.\"","source":"ai","title":"主要由 AI 智能体编写"}],"platforms":[],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["hardware","system"],"alternativeTo":[{"slug":"projectivy-launcher","name":"Launcher","confirmed":true}],"declaredAlternatives":[],"stars":1278,"downloads":203177,"downloadsWeek":92208,"downloadsDays":3,"growth":372,"growthDays":4,"history":[{"date":"2026-10-28","stars":1011},{"date":"2026-10-29","stars":1105},{"date":"2026-10-30","stars":1184},{"date":"2026-10-31","stars":1278}],"firstPublishedAt":"2026-10-28T01:50:06.062Z","commitSha":"f58c8f7c5a6d8a85f0c4214a4beeb704142ab33e","verifiedAt":"2026-10-28T01:39:47.647Z","lastCommitAt":"2026-10-31T12:19:02Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An Android phone app that switches off ads and preinstalled bloat on an Android TV over Wi-Fi, with no computer.","summary":"You install this app on an Android phone (Android 9 or newer) on the same Wi-Fi as the TV, and it connects to the TV over network debugging. It reads the TV, shows a plan of what it would switch off — adverts, tracking, preinstalled apps, brand extras — and after you agree it disables them for the main user and can put the Clean Your TV home screen in place. Nothing is uninstalled, and a restore point can put things back. It uses community lists covering 173 TV models from 47 brands, and it is a community app built on Gathin23/cleanyourtv.","easeRationale":"Android is the only system it runs on, and there it is a B: the release page has a ready APK you install by hand on the phone, and the one extra step is switching on network debugging on the TV with the remote and allowing the phone. Some sets only offer wireless debugging with a pairing code, and those need a computer once for three commands. Computers are not a target of this app at all.","notVerified":["Whether it recognises and cleans your exact TV model, or falls back to the careful brand list","Whether undo really brings every app and the original home screen back","Whether network debugging on the TV is actually closed again when it finishes","Whether the published APK matches the public source, as the reproducible-build claim says","Whether the TV keeps working normally after its own next system update"]},"zh-Hans":{"summaryShort":"一款 Android 手机应用,通过 Wi-Fi 关闭 Android TV 上的广告和预装软件,无需电脑。","summary":"你在一台 Android 手机(Android 9 或更新版本)上安装这个应用,并让它与电视处于同一个 Wi-Fi,它通过网络调试连接到电视。它会读取电视的信息,显示一份将要关闭的内容清单——广告、跟踪、预装应用、品牌附加项——在你确认后,它会为主用户关闭这些内容,并可以替换成 Clean Your TV 的主屏幕。没有任何东西会被卸载,恢复点可以把一切还原。它使用社区整理的列表,覆盖 47 个品牌的 173 款电视型号,是基于 Gathin23/cleanyourtv 构建的社区应用。","easeRationale":"Android 是它唯一支持的系统,在该系统上评级为 B:发布页面提供了现成的 APK,可手动安装到手机上,唯一的额外步骤是用遥控器在电视上打开网络调试并授权手机。部分电视只提供带配对码的无线调试,这类情况需要用电脑执行一次性的三条命令。电脑完全不是这个应用的目标平台。","notVerified":["它是否能识别并清理你确切的电视型号,还是会退回到更谨慎的品牌通用列表","撤销操作是否真的能恢复所有应用和原来的主屏幕","电视上的网络调试在完成后是否真的会重新关闭","发布的 APK 是否与公开源代码一致,正如可复现构建所声称的那样","电视在自身下一次系统更新后是否仍能正常工作"]}}},{"id":"MDEwOlJlcG9zaXRvcnkyNjQ4MTg2ODY=","slug":"ultralytics__yolov5","name":"YOLOv5","owner":"ultralytics","fullName":"ultralytics/yolov5","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"stale_releases","severity":"attention","evidence":"最近一次发布是在 2022-11-22（1437 天前）","source":"check","title":"发布版本已过时"},{"code":"code_downloaded_at_run_time","severity":"info","evidence":"README 快速开始使用 torch.hub.load(\"ultralytics/yolov5\", \"yolov5s\") 加载模型，运行时会从 GitHub 获取仓库代码；README 还写道 \"Models are automatically downloaded from the latest YOLOv5 release\"。","source":"ai","title":"运行时下载代码"},{"code":"superseded_by_newer_package","severity":"info","evidence":"README：\"the actively maintained `ultralytics` package brings the latest Ultralytics YOLO models together in one place\"；requirements.txt 也依赖 \"ultralytics>=8.4.164\"。","source":"ai","title":"已被更新的软件包取代"},{"code":"commercial_license_upsell","severity":"info","evidence":"README：\"To request an Enterprise License, please complete the form at Ultralytics Licensing\"（代码本身采用 AGPL-3.0，该许可证要求你公开自己所做的修改，即使程序只是通过网络被访问也一样）。","source":"ai","title":"推销商业许可证"},{"code":"datasets_downloaded_automatically","severity":"info","evidence":"README 的训练部分：\"Both models and datasets are downloaded automatically from the latest YOLOv5 release\"，验证示例中也提到了类似 \"Download ImageNet validation split (6.3GB, 50,000 images)\" 的下载。这些命令可能不再询问就下载数 GB 的数据。","source":"ai","title":"自动下载数据集"}],"platforms":["windows","mac","linux"],"tools":["python","gpu_any"],"buildTools":["python","gpu_any"],"disk":{"minMB":1460,"maxMB":5920,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["image","video","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":58247,"downloads":135107808,"downloadsWeek":54733,"downloadsDays":5,"growth":20,"growthDays":5,"history":[{"date":"2026-10-26","stars":58227},{"date":"2026-10-27","stars":58231},{"date":"2026-10-28","stars":58233},{"date":"2026-10-29","stars":58238},{"date":"2026-10-30","stars":58247},{"date":"2026-10-31","stars":58247}],"firstPublishedAt":"2026-10-27T01:10:12.699Z","commitSha":"af08ba156fd58ed5b0fe7e4e58a22c72c3cdd0ce","verifiedAt":"2026-10-30T01:43:47.005Z","lastCommitAt":"2026-10-21T15:58:42Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Teach a computer to find and label objects (people, cars, animals) in photos, videos or a webcam feed.","summary":"YOLOv5 is an image recognition model and set of scripts from the company Ultralytics. It can spot and outline objects in pictures, videos, screen captures and live streams, sort images into categories, and be trained on your own photos. It is aimed at developers, students and researchers. You need Python 3.8 or newer and PyTorch, and you run it by typing commands. Training your own model realistically needs a graphics card. The README itself points new projects to the newer \"ultralytics\" package.","easeRationale":"The three systems are equally hard and all sit at C, with Linux the best documented (pyproject.toml lists Linux, macOS and Windows, and the only release file is a Linux one): there is no installer, so you install Python and PyTorch, clone the code, run pip install -r requirements.txt and then start detect.py or train.py from a terminal. Training on your own photos also needs a graphics card in practice.","costNote":"Free under the AGPL-3.0 license. Ultralytics sells an Enterprise License for companies that cannot follow the AGPL terms.","notVerified":["Whether the install and scripts work on Windows without errors.","Real disk use after installing PyTorch (with or without graphics card support) and downloading model files.","How fast detection runs on a normal computer without a graphics card.","Which files the scripts download from the internet at run time besides the model weights.","Whether the code still matches the last release, which dates from 2022, since commits continue."]},"zh-Hans":{"summaryShort":"教电脑在照片、视频或摄像头画面中找到并标注物体（人、汽车、动物）。","summary":"YOLOv5 是 Ultralytics 公司开发的一个图像识别模型及配套脚本。它可以在图片、视频、屏幕截图和实时画面中找出并框出物体，把图片分类，还可以用你自己的照片来训练。它主要面向开发者、学生和研究人员。你需要 Python 3.8 或更高版本以及 PyTorch，并通过输入命令来使用它。训练自己的模型在实际使用中通常需要一块显卡。README 本身也建议新项目改用更新的“ultralytics”包。","easeRationale":"三个系统的难度相同，评级都是 C，其中 Linux 的文档最完整（pyproject.toml 中列出了 Linux、macOS 和 Windows，而唯一发布的版本文件是 Linux 版）：没有安装程序，你需要先安装 Python 和 PyTorch，克隆代码，运行 pip install -r requirements.txt，然后在终端里启动 detect.py 或 train.py。实际使用中，用自己的照片训练模型也需要一块显卡。","costNote":"基于 AGPL-3.0 许可证免费提供。对于无法遵守 AGPL 条款的公司，Ultralytics 另外出售企业许可证。","notVerified":["安装过程和脚本在 Windows 上是否能无错误运行。","安装 PyTorch（无论是否带显卡支持）并下载模型文件之后，实际占用的磁盘空间。","在没有显卡的普通电脑上，检测速度有多快。","脚本在运行时除了模型权重之外，还会从网上下载哪些文件。","由于代码仍在不断提交更新，目前的代码是否还和 2022 年发布的最后一个版本一致。"]}}},{"id":"R_kgDOR1kXog","slug":"ultraworkers__claw-code","name":"Claw Code","owner":"ultraworkers","fullName":"ultraworkers/claw-code","type":"dev_tool","status":"alert","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"high","signals":[{"code":"unusual_star_rate","severity":"attention","evidence":"211 天内获得 194971 个星标（约每天 924 个）","source":"check","title":"星标增长速度异常"},{"code":"curl_pipe_shell","severity":"attention","evidence":"安装命令把远程脚本直接交给 shell 执行：curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh","source":"check","title":"把远程脚本直接交给 shell 执行"},{"code":"self_described_not_production","severity":"attention","evidence":"README.md：\"Claw Code is not the serious production project here. This repository is closer to a museum exhibit than a product pitch\"；仓库描述：\"developed and maintained with no human intervention\"。","source":"ai","title":"自称不是正式的生产项目"},{"code":"possible_reproduction_of_proprietary_product","severity":"attention","evidence":"README.md：\"This repository does not claim ownership of the original Claude Code source material\" 以及 \"not affiliated with, endorsed by, or maintained by Anthropic\"；PARITY.md 被描述为 \"Rust-port parity status\"。","source":"ai","title":"可能复刻了专有产品"},{"code":"unusual_fork_count","severity":"info","evidence":"194971 个星标对应 107666 个 fork（约 55%），而未关闭的 issue 只有 1 个，该仓库创建于 2026-03-31。","source":"ai","title":"fork 数量异常"},{"code":"readme_redirects_to_other_projects","severity":"info","evidence":"README.md：\"If you want to actually run work, start with LazyCodex or Gajae-Code\"，并有大幅横幅链接到这些仓库。","source":"ai","title":"README 把读者引向其他项目"},{"code":"package_name_confusion","severity":"info","evidence":"README.md：\"`cargo install claw-code` installs the wrong thing. The `claw-code` crate on crates.io is a deprecated stub\"。","source":"ai","title":"软件包名称容易混淆"},{"code":"release_files_contradict_readme","severity":"info","evidence":"README 说该仓库 \"build-from-source only\"，但 v0.1.9 版本却发布了现成的程序文件（claw-windows-x64.exe、claw-macos-arm64、claw-linux-x64），并且没有为它们提供任何安装说明。","source":"ai","title":"发布文件与 README 自相矛盾"},{"code":"possible_unlicensed_reproduction","severity":"high","evidence":"README.md：\"This repository does not claim ownership of the original Claude Code source material\" 以及 \"not affiliated with, endorsed by, or maintained by Anthropic\"；仓库结构部分描述了 \"PARITY.md — Rust-port parity status and migration notes\"，而 LICENSE 把整个仓库置于 MIT 许可证之下。以另一家公司的专有源代码材料为基础移植、再以 MIT 许可证重新分发，可能是在没有获得该材料许可的情况下发布的；是否复制了任何代码并未核实。","source":"ai","title":"可能是未经许可的复刻"}],"platforms":["windows","mac","linux"],"tools":["rust"],"buildTools":["docker"],"disk":{"minMB":15,"maxMB":45,"basis":"installer"},"apiKeys":["AI model provider key (Anthropic, OpenAI or a local OpenAI-compatible server)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","chat_ai"],"alternativeTo":[{"slug":"claude-code","name":"Claude Code","confirmed":true}],"declaredAlternatives":[],"stars":194997,"downloads":2121,"downloadsWeek":496,"downloadsDays":5,"growth":9,"growthDays":5,"history":[{"date":"2026-10-26","stars":194988},{"date":"2026-10-27","stars":194969},{"date":"2026-10-28","stars":194970},{"date":"2026-10-29","stars":194968},{"date":"2026-10-30","stars":194995},{"date":"2026-10-31","stars":194997}],"firstPublishedAt":"2026-10-27T01:10:12.701Z","commitSha":"f4fff38de1d47a6aeafe5b6b279d3f15d7cdc712","verifiedAt":"2026-10-29T01:40:54.125Z","lastCommitAt":"2026-10-28T19:59:12Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A terminal-based AI coding assistant that its own README calls an experimental exhibit rather than a real product.","summary":"Claw Code is a command-line AI coding assistant written in Rust. You type requests in a terminal and it talks to an AI model to work on code. The README says it is \"not the serious production project here\", calls it a \"museum exhibit\" run by AI agents with no human intervention, and points users to two other projects instead. It is for programmers curious about AI agent tools. The README says to install Rust and build it from source, though releases also include ready files for Windows, Mac and Linux. You need your own paid AI API key, such as Anthropic or OpenAI.","easeRationale":"All three platforms are the same work: the README says this repo is \"build-from-source only\", so you install Rust and Git, run `cargo build --workspace`, set an API key and use it from a terminal; bare release files (claw-windows-x64.exe, claw-macos-arm64, claw-linux-x64) also exist but the project does not document them as the install path.","costNote":"The software is free (MIT); it requires an API key, and Claude subscription login is not supported.","notVerified":["Whether the release files match this source code and work without building.","Which files and project content are sent to the AI service while you use it.","Real API cost for a typical coding session.","Whether any of the code was copied from another company's product.","How stable it is, given that AI agents maintain it without human review."]},"zh-Hans":{"summaryShort":"一个终端里的 AI 编程助手,其 README 自称是实验性展品,而不是真正的产品。","summary":"Claw Code 是一个用 Rust 编写的命令行 AI 编程助手。你在终端里输入请求,它会与一个 AI 模型沟通来处理代码。README 说这'不是这里认真的生产项目',称它是由 AI 代理在没有人工干预的情况下运行的'博物馆展品',并建议用户转向另外两个项目。它适合对 AI 代理工具感兴趣的程序员。README 要求安装 Rust 并从源码构建,不过各版本也附带了 Windows、Mac 和 Linux 的现成文件。你需要自备付费的 AI API 密钥,例如 Anthropic 或 OpenAI 的。","easeRationale":"三个平台所需的操作相同:README 说这个仓库'只能从源码构建',所以你要安装 Rust 和 Git,运行 cargo build --workspace,设置一个 API 密钥,然后在终端中使用;也存在独立的发布文件(claw-windows-x64.exe、claw-macos-arm64、claw-linux-x64),但项目没有把它们记录为安装方式。","costNote":"软件本身免费(MIT);需要 API 密钥,且不支持用 Claude 订阅登录。","notVerified":["发布文件是否与这份源码一致,能否不经编译直接运行。","使用期间,哪些文件和项目内容会被发送给 AI 服务。","一次典型编程会话的真实 API 费用。","其中是否有代码抄自其他公司的产品。","在没有人工审查、仅由 AI 代理维护的情况下,它有多稳定。"]}}},{"id":"R_kgDOVPbxGw","slug":"unixnu__unixnu","name":"UniXNU","owner":"UniXNU","fullName":"UniXNU/UniXNU","type":"framework_infra","status":"alert","grade":"E","easeByPlatform":{},"risk":"high","signals":[{"code":"young_owner_account","severity":"attention","evidence":"所有者账号创建于 8 天前","source":"check","title":"所有者账号很新"},{"code":"runs_apple_systems_on_non_apple_hardware","severity":"high","evidence":"仓库描述和 README：\"An independent project to run iOS and macOS on non-Apple ARM64 hardware through UEFI.\" Apple 仅授权 iOS 和 macOS 在 Apple 的硬件上使用，而该项目没有说明系统镜像从何而来，因此这种用法违反了 Apple 的许可协议，在你所在的地区还可能违法。","source":"ai","title":"在非 Apple 硬件上运行 Apple 系统"},{"code":"replaces_device_firmware","severity":"attention","evidence":"仓库的表格列出了 \"uefi-sheng | UEFI firmware for the Xiaomi Pad 6S Pro\"，所以使用它就意味着要替换一台平板的启动固件。尝试失败可能导致设备无法开机。","source":"ai","title":"替换设备固件"},{"code":"very_early_and_one_device","severity":"attention","evidence":"仓库创建于 2026-10-19，没有发布过版本，有 1095 个星标，检查记录显示所有者账号只有 8 天；唯一的设备仓库是面向 Xiaomi Pad 6S Pro 的 UniXNU-sheng，README 开头有一则 \"Migration notice\"，要求移植者更新他们的仓库。","source":"ai","title":"非常早期，且只支持一款设备"},{"code":"instructions_outside_the_repository","severity":"info","evidence":"README.md 把所有实际操作都指向 unixnu.com：\"Start with Port a device or Build and boot\"。仓库本身没有记录任何步骤，所以无法根据这里的代码判断你实际需要做什么。","source":"ai","title":"操作说明在仓库之外"}],"platforms":[],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"BSD-2-Clause","category":"permissive","detectedFrom":"file"},"categories":["system","hardware","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":1490,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":395,"growthDays":4,"history":[{"date":"2026-10-27","stars":1095},{"date":"2026-10-28","stars":1146},{"date":"2026-10-29","stars":1225},{"date":"2026-10-30","stars":1320},{"date":"2026-10-31","stars":1490}],"firstPublishedAt":"2026-10-27T18:40:28.081Z","commitSha":"120067ccc43ebb5e76ec62c9219a48c897052838","verifiedAt":"2026-10-28T01:42:08.111Z","lastCommitAt":"2026-11-01T00:55:14Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A boot and driver kit for people trying to start Apple's iOS or macOS on non-Apple ARM tablets.","summary":"UniXNU is a kit for developers who want to boot Apple's iOS or macOS on hardware Apple never made, such as a Xiaomi Pad 6S Pro. Like OpenCore on PCs, it is a UEFI boot environment plus build tools, drivers and system profiles that a device port is built on. It is not a program with an installer: there are no releases, the device support lives in separate repositories, and the build and boot instructions are on the project's own website. Only one tablet is listed as a target. Apple's systems are licensed for Apple hardware only.","easeRationale":"Grade E: there are no releases at all, no install or build steps in the repository (they are on unixnu.com), and the work consists of cloning several repositories with submodules, building UEFI firmware and porting drivers for a specific tablet. Nothing here runs on Windows, Mac, Linux or the browser as a finished program.","costNote":"Free and open source; the LICENSE file is BSD-2-Clause-Patent.","notVerified":["Whether iOS or macOS actually boots and is usable on any of the listed hardware","Where the Apple system files would come from, which the repository does not say","Whether a tablet can be restored to its original software after the firmware is replaced","Which parts work and which do not, since there is no release and no changelog in the repository"]},"zh-Hans":{"summaryShort":"一个启动和驱动工具包,面向想在非苹果 ARM 平板上启动苹果 iOS 或 macOS 的人。","summary":"UniXNU 是一个面向开发者的工具包,用于在苹果从未制造过的硬件上启动苹果的 iOS 或 macOS,例如小米 Pad 6S Pro。就像 PC 上的 OpenCore 一样,它是一个 UEFI 启动环境,加上编译工具、驱动程序和系统配置文件,设备适配工作就建立在这些之上。它不是带安装程序的软件:没有发布版本,设备支持存放在单独的仓库中,编译和启动说明则放在项目自己的网站上。目前列出的目标设备只有一款平板。苹果的系统仅授权用于苹果自家硬件。","easeRationale":"评级为 E:完全没有发布版本,仓库里也没有安装或编译步骤(这些说明在 unixnu.com 上),相关工作包括克隆带子模块的多个仓库、编译 UEFI 固件,以及为特定平板适配驱动程序。这里没有任何内容能作为成品程序运行在 Windows、Mac、Linux 或浏览器上。","costNote":"免费且开源;LICENSE 文件为 BSD-2-Clause-Patent。","notVerified":["iOS 或 macOS 是否真的能在列出的硬件上启动并可用","苹果系统文件应从何处获取,仓库中并未说明","固件被替换后,平板是否可以恢复到原始软件","哪些部分能用、哪些不能,因为仓库中没有发布版本,也没有更新日志"]}}},{"id":"R_kgDOHvghIw","slug":"upscayl__upscayl","name":"Upscayl","owner":"upscayl","fullName":"upscayl/upscayl","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"attention","signals":[{"code":"needs_vulkan_graphics_card","severity":"attention","evidence":"README 中标为 IMPORTANT：\"You'll need a Vulkan compatible GPU (Graphics Card) to upscale images. Many iGPUs (integrated graphics) do not work but, no harm in trying :)\"，常见问题（FAQ）也重复了这一点：\"Yes, unfortunately. NCNN Vulkan requires a Vulkan-compatible GPU. Upscayl won't work with most iGPUs or CPUs.\" 它可能顺利装上，却仍然无法放大图片。","source":"ai","title":"需要支持 Vulkan 的显卡"},{"code":"no_new_release_in_almost_two_years","severity":"attention","evidence":"最新版本是 2024-12-25 发布的 v2.15.0，所分析分支上的最后一次提交是 2026-03-27，距本次检查已过去 216 天。README 仍在宣布 \"v2.15 is out!\"。","source":"ai","title":"近两年没有新版本"},{"code":"installer_triggers_os_warning","severity":"attention","evidence":"Windows 的说明写道：\"If you get a SmartScreen warning - click 'More Info' and then 'Run Anyway' OR press 'YES' on the unverified publisher dialog\"，Mac 的步骤则要求你右键点击应用并按两次 'Open'。package.json 中设置了 `\"dmg\": { \"sign\": \"false\" }`。也就是说，你被要求绕过系统自带的检查。","source":"ai","title":"安装程序会触发系统警告"},{"code":"declared_alternative_comes_from_a_sponsor_banner","severity":"info","evidence":"检查发现了一个声称是 Postman 替代品的说法，出自这一行 \"Requestly - Free & Open-Source alternative to Postman\"。这一行是 README 顶部的付费赞助商横幅（旁边还有一个 Warp 的），并不是关于 Upscayl 的说法，Upscayl 只处理图片。","source":"ai","title":"所谓替代方案来自赞助商横幅"},{"code":"extra_models_from_elsewhere","severity":"info","evidence":"README 指向另一个仓库获取更多模型（\"More models can be taken from here: https://github.com/upscayl/custom-models\"），并注明社区模型托管在 openmodeldb.info。你自己添加的任何模型都来自这次下载之外。","source":"ai","title":"额外模型来自别处"}],"platforms":["windows","mac","linux"],"tools":["gpu_any"],"buildTools":["node"],"disk":{"minMB":249,"maxMB":746,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"AGPL-3.0","category":"copyleft","detectedFrom":"github"},"categories":["image"],"alternativeTo":[{"slug":"topaz-gigapixel-ai","name":"Topaz Gigapixel AI","confirmed":true},{"slug":"photoshop","name":"Photoshop","confirmed":false},{"slug":"lightroom","name":"Lightroom","confirmed":false}],"declaredAlternatives":[{"target":"postman","stance":"claims","evidence":"<b>Requestly - Free & Open-Source alternative to Postman</b>"}],"stars":51524,"downloads":84110417,"downloadsWeek":279426,"downloadsDays":5,"growth":419,"growthDays":5,"history":[{"date":"2026-10-26","stars":51105},{"date":"2026-10-27","stars":51179},{"date":"2026-10-28","stars":51229},{"date":"2026-10-29","stars":51301},{"date":"2026-10-30","stars":51358},{"date":"2026-10-31","stars":51524}],"firstPublishedAt":"2026-10-27T01:10:12.701Z","commitSha":"a00d55fee90e0f9435d5eaa86e76700df8199af8","verifiedAt":"2026-10-30T01:44:15.614Z","lastCommitAt":"2026-03-27T16:33:02Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Enlarges small or pixelated photos with AI on your own computer, with nothing uploaded and no account needed.","summary":"Upscayl is a desktop program that makes a low-resolution picture bigger while filling in detail, using AI models that run on your own graphics card. You pick an image or a whole folder, choose a model and a scale, and it saves the enlarged copy; nothing is uploaded and there is no account. It is for anyone with old photos, small scans or pixelated images. The AI models come inside the download, so there is nothing else to fetch, but you do need a graphics card that supports Vulkan, and the project warns that many built-in laptop graphics chips will not work.","easeRationale":"Every system has a ready download: a Windows installer (upscayl-2.15.0-win.exe, 249 MB), a Mac .dmg you drag to Applications, and for Linux an AppImage, .deb and .rpm plus Flathub, Snap and AUR packages. The models are bundled, so there is nothing to set up after installing — but the program only runs the AI if your graphics card supports Vulkan.","costNote":"Free and open source (AGPL-3.0). The download includes the AI models; the project asks only for donations.","notVerified":["Whether your particular graphics card is one of the supported ones, which decides if the program works at all","How good the result looks on your own pictures, and how long each image takes","Whether a build from December 2024 still runs on the newest Windows and macOS versions","Real disk use once you add extra community models","What the separate macOS App Store listing costs or contains, which Radar did not check"]},"zh-Hans":{"summaryShort":"在你自己的电脑上用 AI 放大模糊或像素化的照片，无需上传任何内容，也不需要账号。","summary":"Upscayl 是一款桌面程序，它使用在你自己显卡上运行的 AI 模型，把低分辨率图片放大并补充细节。你选择一张图片或整个文件夹，选择一个模型和放大倍数，程序就会保存放大后的副本；不会上传任何内容，也不需要账号。它适合任何有老照片、小尺寸扫描件或像素化图片的人。AI 模型已经包含在下载包里，所以不需要再下载别的东西，但你需要一块支持 Vulkan 的显卡，项目也提醒很多笔记本电脑自带的显卡芯片无法使用。","easeRationale":"每个系统都有现成的下载：Windows 安装程序（upscayl-2.15.0-win.exe，249 MB）、可拖到“应用程序”文件夹的 Mac .dmg 文件，以及 Linux 的 AppImage、.deb 和 .rpm，还有 Flathub、Snap 和 AUR 软件包。模型已经打包在内，安装后不需要再做任何设置——但程序只有在你的显卡支持 Vulkan 时才能运行 AI。","costNote":"免费且开源（AGPL-3.0）。下载包中已包含 AI 模型；项目只接受捐赠，不收取费用。","notVerified":["你的显卡具体型号是否在支持列表中，这决定了程序能不能运行","放大你自己的照片效果如何，以及每张图片需要多长时间","2024 年 12 月的版本是否仍能在最新的 Windows 和 macOS 系统上运行","添加社区提供的额外模型后，实际占用的磁盘空间","macOS App Store 中单独上架的版本收费多少或包含什么内容，Radar 未对此进行核实"]}}},{"id":"R_kgDOIFKaXA","slug":"usebruno__bruno","name":"Bruno","owner":"usebruno","fullName":"usebruno/bruno","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"attention","signals":[{"code":"collections_can_run_scripts","severity":"attention","evidence":"该项目自带用于请求的 JavaScript 引擎（package.json 的 workspaces 中有 `packages/bruno-js`），README 还链接了一个名为 \"Scriptmania\" 的社区讨论。因此，别人发给你的集合文件可能带有代码，当你运行该请求时，这些代码会在你的电脑上运行。","source":"ai","title":"集合文件可以运行脚本"},{"code":"secrets_live_in_plain_files","severity":"attention","evidence":"README：\"Bruno stores your collections directly in a folder on your filesystem. We use a plain text markup language, Bru, to save information about API requests\"，以及 \"You can use Git or any version control of your choice to collaborate over your API collections.\" 你在请求中填写的密钥和密码就存放在这些文件里，如果不小心，可能会被推送到共享仓库。","source":"ai","title":"密钥保存在明文文件里"},{"code":"owner_says_it_stays_offline","severity":"info","evidence":"README：\"Bruno is offline-only. There are no plans to add cloud-sync to Bruno, ever. We value your data privacy and believe it should stay on your device.\" 这是项目自己的说法；Radar 没有观察该程序实际发送了什么。","source":"ai","title":"作者称它只在本地运行"},{"code":"some_features_are_sold_separately","severity":"info","evidence":"README 的 \"Commercial Versions\" 一节：\"Majority of our features are free and open source. We strive to strike a harmonious balance between open-source principles and sustainability\"，并附有付费版本的链接。哪些功能需要付费由公司网站决定，而不是由这个仓库决定。","source":"ai","title":"部分功能单独收费"},{"code":"many_open_issues","severity":"info","evidence":"47931 个星标对应 1969 个未关闭的 issue（问题反馈），最后一次提交就在本次检查当天，4.3.0 版本发布于 2026-10-22。","source":"ai","title":"未解决的问题很多"},{"code":"name_is_a_trademark","severity":"info","evidence":"README：\"`Bruno` is a trademark held by Anoop M D\"。代码采用 MIT 许可，但如果你重新发布修改后的版本，名称和标志并不能随意复用。","source":"ai","title":"名称是注册商标"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":129,"maxMB":386,"basis":"installer"},"apiKeys":[],"cost":{"model":"freemium"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","automation"],"alternativeTo":[{"slug":"postman","name":"Postman","confirmed":true},{"slug":"insomnia","name":"Insomnia","confirmed":true}],"declaredAlternatives":[],"stars":47965,"downloads":74698964,"downloadsWeek":897478,"downloadsDays":5,"growth":109,"growthDays":5,"history":[{"date":"2026-10-26","stars":47856},{"date":"2026-10-27","stars":47879},{"date":"2026-10-28","stars":47909},{"date":"2026-10-29","stars":47932},{"date":"2026-10-30","stars":47956},{"date":"2026-10-31","stars":47965}],"firstPublishedAt":"2026-10-27T01:10:12.703Z","commitSha":"b569a7288a6ca38377f23878d9ab43da7dc3d511","verifiedAt":"2026-10-30T01:50:32.445Z","lastCommitAt":"2026-10-30T14:12:33Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Try out and test web APIs from a desktop app that keeps your requests as plain files you can put in Git.","summary":"Bruno is a desktop program for sending requests to web APIs and checking what comes back: you build a request, fill in the address, headers and body, send it and read the response. Each collection of requests is saved as plain text files in a folder on your computer, so you can keep them in Git next to the code and share them with your team without an account. There is also a command-line version, `bru`, for running a whole collection automatically. It is for developers and testers. Installers are ready for Windows, macOS and Linux.","easeRationale":"Release 4.3.0 has ready installers for all three systems (.exe and .msi for Windows, .dmg and .pkg for macOS on both chips, .deb, .rpm and AppImage for Linux), and the README also lists Homebrew, Chocolatey, Scoop, winget, Snap, Flatpak, AUR and an apt repository. You install it and start sending requests; nothing else is needed.","costNote":"The program in this repository is MIT-licensed and free. The README says \"Majority of our features are free and open source\" and points to paid versions on usebruno.com/pricing for extra team features; the repository does not list prices.","notVerified":["Whether the program really sends nothing anywhere, which Radar did not test","Which features need a paid version, since the repository only links to a pricing page","Whether importing an existing Postman or Insomnia collection keeps everything intact","What a collection from someone else does when you run it, since requests can contain scripts","Real disk use, which the checks estimate between 129 MB and 386 MB"]},"zh-Hans":{"summaryShort":"通过一个桌面应用来尝试和测试网络 API，它把你的请求保存为可以放进 Git 的普通文件。","summary":"Bruno 是一款桌面程序，用于向网络 API 发送请求并查看返回结果：你构建一个请求，填写地址、请求头和请求体，发送后查看响应。每一组请求集合都以纯文本文件的形式保存在你电脑上的一个文件夹中，这样你可以把它们和代码一起放进 Git，并与团队共享，不需要账号。它还提供一个命令行版本 `bru`，可以自动运行整组请求集合。它适合开发者和测试人员使用。Windows、macOS 和 Linux 都有现成的安装程序。","easeRationale":"4.3.0 版本为三大系统都提供了现成的安装程序（Windows 的 .exe 和 .msi，macOS 两种芯片的 .dmg 和 .pkg，Linux 的 .deb、.rpm 和 AppImage），README 中还列出了 Homebrew、Chocolatey、Scoop、winget、Snap、Flatpak、AUR 和一个 apt 仓库。安装之后就可以直接发送请求，不需要其他任何操作。","costNote":"这个代码仓库中的程序采用 MIT 许可证，可免费使用。README 中写道“我们大部分功能都是免费且开源的”，并指向 usebruno.com/pricing 上的付费版本以获取额外的团队功能；代码仓库本身没有列出价格。","notVerified":["该程序是否真的不会把任何数据发送到别处，Radar 未对此进行测试","哪些功能需要付费版本，因为代码仓库只给出了一个价格页面的链接","导入现有的 Postman 或 Insomnia 请求集合时，是否能完整保留所有内容","运行别人创建的请求集合时会发生什么，因为请求中可能包含脚本","实际占用的磁盘空间，检查结果估计在 129 MB 到 386 MB 之间"]}}},{"id":"R_kgDOVbwqRA","slug":"valentderah__totk-pc-recomp","name":"TOTK PC Recomp","owner":"valentderah","fullName":"valentderah/totk-pc-recomp","type":"needs_setup","status":"alert","grade":"C","easeByPlatform":{"windows":"C","linux":"D"},"risk":"high","signals":[{"code":"runs_a_commercial_game_from_console_files_you_must_dump","severity":"high","evidence":"README 写道：\"No game files are included. You need your own legally obtained copy of Tears of the Kingdom, dumped from your own console: the base game and the 1.2.1 or 1.4.3 update. Instructions for obtaining those files will not be provided.\" 从 Switch 中取出这些文件意味着要绕过主机自身的保护机制，项目的致谢名单中列出了 hactool（一个解包并解密 Switch 内容的工具）和 Ryujinx 模拟器。README 还补充说 \"the game is built from your files on your machine, so the result contains the game. It is for your own use. Do not share it\"，并说 MIT 许可证 \"grants nothing for Nintendo's game\"。任天堂并未授权该项目，项目自称是 \"an independent, non-commercial fan project\"。","source":"ai","title":"运行一个商业游戏，需要你自己转储主机文件"},{"code":"linux_download_without_documented_linux_support","severity":"attention","evidence":"v0.2.8 和 v0.2.1 两个发布版本都附带 TotK-Setup-x86_64.AppImage（210 MB），但 README 的 Features 部分写道 \"The game is playable on Windows\"，Planned 部分仍把 \"Linux and the Steam Deck\" 列为计划项。README 中完全没有任何 Linux 的要求或步骤。","source":"ai","title":"提供 linux 下载但没有记录 linux 支持"},{"code":"early_development_crashes_expected","severity":"attention","evidence":"README 的 Status 部分写道：\"Early development. The game is playable on Windows; visual bugs and crashes are still expected.\" 该仓库创建于 2026-10-29，三天内发布了 5 个版本，目前为 v0.2.8，已经有 194 个未关闭的 issue。","source":"ai","title":"早期开发阶段，预计会有崩溃"},{"code":"unsigned_installer_asks_you_to_bypass_smartscreen","severity":"attention","evidence":"README 第 2 步写道：\"Start TotK-Setup.exe. If SmartScreen warns about an unsigned app, choose More info, then Run anyway.\" 该安装程序没有代码签名，所以 Windows 无法告诉你这个即将运行的文件是谁制作的。","source":"ai","title":"安装程序未签名，需要你绕过 smartscreen"},{"code":"code_mostly_written_by_ai_agents","severity":"info","evidence":"README 写道：\"Most of the code and documentation is written by AI coding agents (Claude Code) under the maintainer's direction; the maintainer plays every build and decides what is merged.\" 仓库顶层包含 AGENTS.md 和 CLAUDE.md，记录了这些代理所遵守的规则。","source":"ai","title":"大部分代码由 ai 代理编写"}],"platforms":["windows","linux"],"tools":["gpu_any"],"buildTools":[],"disk":{"minMB":129,"maxMB":388,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["games"],"alternativeTo":[],"declaredAlternatives":[],"stars":2613,"downloads":49707,"downloadsWeek":29189,"downloadsDays":1,"growth":2613,"growthDays":2,"history":[{"date":"2026-10-30","stars":1576},{"date":"2026-10-31","stars":2613}],"firstPublishedAt":"2026-10-30T01:57:54.489Z","commitSha":"f469c5a7745502357fc1664c04e02522fe92c42a","verifiedAt":"2026-11-01T01:41:59.471Z","lastCommitAt":"2026-10-31T18:17:15Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Turns your own dumped copy of Zelda: Tears of the Kingdom into a Windows program that runs natively at higher frame rates.","summary":"TotK Recomp rebuilds The Legend of Zelda: Tears of the Kingdom (Nintendo Switch) into a program that runs directly on Windows, with a Vulkan renderer, 60 fps by default, custom resolutions, ultrawide support and keyboard, mouse or gamepad controls. No game data comes with it: a setup program asks for the base game and the 1.2.1 or 1.4.3 update dumped from your own console, and builds the game once on your PC. The README says it is early development, playable but with visual bugs and crashes, and needs about 36 GiB free during setup.","easeRationale":"Windows is the platform it is made for: you unpack TotK-Setup-<version>-windows.zip, run the setup, point it at your game files and wait for it to build, but those files have to come from your own console first and the README says it will not explain how to get them, and you also need Windows 10+, an AVX2 processor, a Vulkan 1.3 graphics card with VK_EXT_external_memory_host and 36 GiB free. Linux has a 210 MB AppImage in the releases, yet the README still lists \"Linux and the Steam Deck\" under Planned and gives no Linux instructions at all.","costNote":"The project's own code is free and MIT-licensed. The game it rebuilds is a paid Nintendo product you must already own and dump yourself, and the install needs about 20 GiB of disk space afterwards.","notVerified":["Whether the game really plays through from start to finish, and how often it crashes","Whether the 210 MB Linux AppImage works at all, since the README documents no Linux support","Whether your own PC meets the AVX2 and Vulkan 1.3 requirements, and what frame rate you would get","Real disk use: the README says about 36 GiB during setup and 20 GiB afterwards, far above the 129 to 388 MB of the download","What the setup program does with your game files beyond building the game, which only running it would show","Whether saves really carry over between the 1.2.1 and 1.4.3 updates as the features list claims"]},"zh-Hans":{"summaryShort":"把你自己转储的《塞尔达传说：王国之泪》副本变成一个在 Windows 上原生运行、帧率更高的程序。","summary":"TotK Recomp 把《塞尔达传说：王国之泪》（任天堂 Switch 版）重建为一个可以直接在 Windows 上运行的程序，内置 Vulkan 渲染、默认 60 帧、自定义分辨率、超宽屏支持，并可用键盘、鼠标或手柄操作。它不附带任何游戏数据：安装程序会要求你提供从自己主机转储的本体和 1.2.1 或 1.4.3 更新，然后在你的 PC 上编译一次游戏。README 说这还处于早期开发阶段，可以玩但仍有画面问题和崩溃，安装过程中需要大约 36 GiB 的空闲空间。","easeRationale":"Windows 是它专为之设计的平台：解压 TotK-Setup-<版本>-windows.zip，运行安装程序，指向你的游戏文件并等待编译完成，但这些文件必须先来自你自己的主机，README 表示不会说明如何获取它们；此外还需要 Windows 10 及以上、支持 AVX2 的处理器、支持 Vulkan 1.3 且带有 VK_EXT_external_memory_host 的显卡，以及 36 GiB 的空闲空间。Linux 在发布版本中有一个 210 MB 的 AppImage，但 README 仍把 \"Linux and the Steam Deck\" 列在 Planned（计划中）部分，完全没有给出 Linux 的使用说明。","costNote":"该项目自身的代码免费，采用 MIT 许可证。它重建的游戏是任天堂的付费产品，你必须已经拥有并自行转储，安装完成后还需要大约 20 GiB 的磁盘空间。","notVerified":["游戏是否真的能从头玩到尾，以及崩溃的频率如何","210 MB 的 Linux AppImage 到底能不能用，因为 README 并未记录任何 Linux 支持","你自己的电脑是否满足 AVX2 和 Vulkan 1.3 的要求，能获得怎样的帧率","实际磁盘占用：README 说安装期间约需 36 GiB，之后约 20 GiB，远高于 129 到 388 MB 的下载体积","安装程序除了编译游戏之外还对你的游戏文件做了什么，只有运行后才能知道","存档是否真的能像功能列表所说的那样在 1.2.1 和 1.4.3 更新之间保留"]}}},{"id":"R_kgDOQMFwdQ","slug":"vectorize-io__hindsight","name":"Hindsight","owner":"vectorize-io","fullName":"vectorize-io/hindsight","type":"framework_infra","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"everything_you_store_passes_through_a_model_provider","severity":"attention","evidence":"README：\"Behind the scenes, retain uses an LLM to extract key facts, temporal data, entities, and relationships\"，快速入门还把 `HINDSIGHT_API_LLM_API_KEY` 设为 OpenAI 的密钥。除非你改用本地模型，否则你的记忆文本会发送给该提供商。","source":"ai","title":"你存入的所有内容都会经过模型提供商"},{"code":"coding_agent_setup_ingests_your_repository_history_by_itself","severity":"info","evidence":"README 的 \"Coding Agents\" 部分：`npx @vectorize-io/hindsight-coding-agents install all` 会接入 \"every detected agent\"，建立 \"a per-repo bank built automatically from git history and past sessions\"，并且 \"Ingestion is automatic — there is no setup command.\"","source":"ai","title":"编程智能体的配置会自动读取你的仓库历史"},{"code":"secret_and_personal_data_scanning_is_off_by_default","severity":"info","evidence":"README，Memory Banks 部分：Memory Defense 是 \"An opt-in, per-bank policy that scans every retain for secrets and PII against 45 patterns\"。在你开启它之前，你存入内容中的令牌和个人数据会原样保存。","source":"ai","title":"密钥和个人数据扫描默认关闭"},{"code":"command_line_client_installed_by_piping_a_script_into_bash","severity":"info","evidence":"README 的 \"Connect a client\" 部分：`curl -fsSL https://hindsight.vectorize.io/get-cli | bash` 会运行该地址返回的任何内容，且没有给出校验和。","source":"ai","title":"命令行客户端通过把脚本直接交给 bash 来安装"},{"code":"benchmark_comparison_comes_from_the_vendor","severity":"info","evidence":"README：\"Hindsight is the most accurate agent memory system ever tested according to benchmark performance\"，配有项目自己制作的图表；同一部分也承认 \"Other scores are self-reported by software vendors.\" 它还声称，却没有在仓库中给出证据，称其 \"is being used in production at Fortune 500 enterprises\"。","source":"ai","title":"基准对比来自厂商自己"},{"code":"counting_pixel_in_the_readme","severity":"info","evidence":"README.md 的最后一行是一张 1x1 的图片：`<img src=\"https://umami-pixel.chris-latimer.workers.dev/?id=a8b043e6-6964-454d-80df-69b69d3f0d50&host=github.com&url=/vectorize-io/hindsight\" width=\"1\" height=\"1\">`，它会把页面的访问情况报告给作者自己的服务器。","source":"ai","title":"README 中有统计像素"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":["python","node"],"disk":{"minMB":200,"maxMB":800,"basis":"heuristic"},"apiKeys":["OpenAI, or any of the 25+ supported model providers (a local Ollama or LM Studio needs no key)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","ai_agents"],"alternativeTo":[{"slug":"mem0","name":"Mem0","confirmed":true},{"slug":"zep","name":"Zep","confirmed":true},{"slug":"supermemory","name":"Supermemory","confirmed":true}],"declaredAlternatives":[],"stars":56983,"downloads":56460,"downloadsWeek":1939,"downloadsDays":2,"growth":2878,"growthDays":5,"history":[{"date":"2026-10-29","stars":56204},{"date":"2026-10-30","stars":56643},{"date":"2026-10-31","stars":56983}],"firstPublishedAt":"2026-10-29T01:54:21.503Z","commitSha":"6decc291bc0b9f99568ad53cb0501f75128c6d7b","verifiedAt":"2026-10-29T01:43:05.766Z","lastCommitAt":"2026-10-30T23:40:41Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A memory server for AI agents: it stores what they are told and gives the useful parts back later.","summary":"A memory system for AI agents that you run yourself. Your program sends text in (retain), asks questions later (recall), or asks for a worked-out answer built from everything stored (reflect). Facts, experiences and background summaries live in a PostgreSQL database, and there are clients for Python, Node, Go and a CLI, plus ready-made hooks for coding agents, agent frameworks and MCP. For developers building agents or chatbots that should remember. Start with one Docker command or `pip install hindsight-api`, plus a key for one of 25+ model providers; local models also work.","easeRationale":"C on Windows, Mac and Linux: the shortest path is `pip install hindsight-api`, one environment variable with a model key and one command, with the database bundled (the README's platform table marks the embedded database as supported on all three). The Docker route is one long command instead. The release files are only a small command-line client for Linux and Mac, and Intel Macs need the separate `hindsight-all-slim` package.","costNote":"The code is MIT and self-hosting is free, but every retain, recall and reflect calls a language model, so you pay that provider. The README says local providers (`ollama`, `lmstudio`, `llamacpp`) and existing subscriptions (ChatGPT, Claude, Cursor, GitHub Copilot) work too. The company behind it also sells Hindsight Cloud, a usage-based hosted version.","notVerified":["What it really costs in model tokens to keep a busy agent's memory up to date.","Whether the benchmark numbers in the README reproduce on your own data.","How much disk the database uses as memories pile up.","Whether the pip and embedded-database routes behave on Windows as the platform table claims.","Whether bank isolation (\"no cross-bank leakage\") holds in practice when several users share one server.","What Hindsight Cloud costs once the free credits are used."]},"zh-Hans":{"summaryShort":"一个面向 AI 代理的记忆服务器:存储别人告诉它的内容,之后把有用的部分取出来。","summary":"一个你自己运行的 AI 代理记忆系统。你的程序可以存入文本(retain)、之后提出问题(recall),或者要求根据存储的一切给出一个综合答案(reflect)。事实、经历和背景摘要都保存在 PostgreSQL 数据库中,并提供 Python、Node、Go 的客户端和一个命令行工具,还有面向编程代理、代理框架和 MCP 的现成接入方式。适合正在构建需要记忆能力的代理或聊天机器人的开发者。只需一条 Docker 命令或 pip install hindsight-api,再加上 25 多个模型提供商中任意一个的密钥即可开始;本地模型也可以使用。","easeRationale":"在 Windows、Mac 和 Linux 上均为 C 级:最短路径是 pip install hindsight-api,加一个带模型密钥的环境变量和一条命令,数据库是内置的(README 的平台表把内置数据库标记为三个平台都支持)。Docker 方式则换成了一条很长的命令。发布文件只有适用于 Linux 和 Mac 的小型命令行客户端,Intel 版 Mac 还需要单独的 hindsight-all-slim 软件包。","costNote":"代码采用 MIT 协议,自行托管是免费的,但每次 retain、recall 和 reflect 都会调用一个语言模型,因此你需要向该服务商付费。README 说本地模型(ollama、lmstudio、llamacpp)以及你已有的订阅(ChatGPT、Claude、Cursor、GitHub Copilot)也可以使用。项目背后的公司还销售 Hindsight Cloud,一个按用量付费的托管版本。","notVerified":["维持一个繁忙代理的记忆更新,实际会消耗多少模型 token 费用。","README 中的基准测试数字在你自己的数据上能否重现。","随着记忆不断累积,数据库会占用多少磁盘空间。","pip 和内置数据库的方式在 Windows 上是否真的像平台表所说那样工作。","当多个用户共用一台服务器时,'bank'之间的隔离('无跨 bank 泄露')在实际中是否成立。","免费额度用完后,Hindsight Cloud 的实际费用是多少。"]}}},{"id":"MDEwOlJlcG9zaXRvcnk2MjM2NzU1OA==","slug":"vercel__hyper","name":"Hyper","owner":"vercel","fullName":"vercel/hyper","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"attention","signals":[{"code":"stale_releases","severity":"attention","evidence":"最新发行版是 2023-07-13（1205 天前）","source":"check","title":"发行版陈旧"},{"code":"known_vulnerabilities","severity":"attention","evidence":"固定版本的依赖存在已知漏洞（OSV）：lodash：GHSA-f23m-r3pf-42rh、GHSA-r5fr-rjxr-66jc、GHSA-xxjr-mmjv-4gpg；uuid：GHSA-w5hq-g745-h8pq","source":"check","title":"已知漏洞"},{"code":"only_prerelease_builds_recently","severity":"info","evidence":"最近三个发行版是 'v4.0.0-canary.5'（2023-07-13）、'v4.0.0-canary.4' 和 'v4.0.0-canary.3'——测试构建，不是稳定版本。","source":"ai","title":"最近只有预发布构建"},{"code":"outdated_browser_engine_inside_the_app","severity":"attention","evidence":"package.json 用 \"electron\": \"22.3.25\" 构建这个应用，这是 2022 年的 Electron 版本。Electron 只维护最近的三个主版本，所以这个发行于 2023 年的构建里的 Chrome 引擎已经不再获得修复。","source":"ai","title":"应用内部的浏览器引擎已过时"},{"code":"third_party_plugins","severity":"info","evidence":"顶层文件 'PLUGINS.md' 和 README 链接到一个 'Sample Extension' 和 'Awesome Hyper'；插件和主题是别人写的代码，会在终端内运行。","source":"ai","title":"第三方插件"},{"code":"install_from_elsewhere_may_be_even_older","severity":"info","evidence":"README：\"The version available on Homebrew Cask, Chocolatey, Snapcraft or the AUR may not be the latest\"，而项目自己最新的构建本身也已经是 2023 年的了。","source":"ai","title":"从别处安装可能版本更旧"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["node"],"disk":{"minMB":146,"maxMB":439,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["system","development"],"alternativeTo":[],"declaredAlternatives":[],"stars":44762,"downloads":57124136,"downloadsWeek":31104,"downloadsDays":5,"growth":9,"growthDays":5,"history":[{"date":"2026-10-26","stars":44753},{"date":"2026-10-27","stars":44756},{"date":"2026-10-28","stars":44758},{"date":"2026-10-29","stars":44760},{"date":"2026-10-30","stars":44763},{"date":"2026-10-31","stars":44762}],"firstPublishedAt":"2026-10-27T01:10:12.704Z","commitSha":"30ec0a2a91de17eeb32dd71998fe8a8ec59f98eb","verifiedAt":"2026-10-31T01:41:19.313Z","lastCommitAt":"2026-08-21T20:44:38Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A customizable terminal window app, built with web technology, where you type commands with themes and plugins.","summary":"Hyper is a terminal app: the window where you type text commands, like Command Prompt or PowerShell, but restyled with web technology so you can change its look with themes and add features with plugins. It is for people who use the command line, mostly programmers. Installers exist for Windows, macOS and Linux, and it can also be installed with Chocolatey, Homebrew, Snap or the AUR. The newest builds on GitHub are test versions (4.0.0 canary) from July 2023, and there has been no release since.","easeRationale":"A on Windows: the releases include ready .exe installers (x64 and arm64, about 73 MB) that you download and open. Mac gets .dmg files and Linux gets .deb, .rpm, .snap and AppImage builds, so each system has a ready download — but all of them are the July 2023 canary builds.","costNote":"Free under the MIT license.","notVerified":["Whether the 2023 canary build runs well on current Windows 11.","Whether the known vulnerable lodash and uuid versions are reachable in the shipped app.","Memory use compared with lighter terminals, since it is built on Electron.","Whether the project is still maintained: there are commits up to 2026-08-21 but no new release since 2023."]},"zh-Hans":{"summaryShort":"一款可定制的终端应用，用网页技术构建，可以用主题和插件来输入命令。","summary":"Hyper 是一款终端应用：就是你输入文本命令的窗口，类似命令提示符或 PowerShell，但用网页技术重新设计，让你可以用主题改变外观，用插件添加功能。它面向使用命令行的人，主要是程序员。Windows、macOS 和 Linux 都有安装包，也可以通过 Chocolatey、Homebrew、Snap 或 AUR 安装。GitHub 上最新的构建是 2023 年 7 月的测试版本（4.0.0 canary），之后再没有发布过新版本。","easeRationale":"在 Windows 上是 A 级：发行版里有现成的 .exe 安装包（x64 和 arm64，约 73 MB），下载打开即可。Mac 有 .dmg 文件，Linux 有 .deb、.rpm、.snap 和 AppImage 构建，所以每个系统都有现成的下载——但全部都是 2023 年 7 月的 canary 构建。","costNote":"MIT 许可，免费。","notVerified":["2023 年的 canary 构建能否在当前的 Windows 11 上正常运行。","已知存在漏洞的 lodash 和 uuid 版本是否在发行的应用里真的可以被触发。","和更轻量的终端相比，内存占用如何，因为它是基于 Electron 构建的。","项目是否还在维护：提交记录一直到 2026-08-21，但自 2023 年以来没有新的发行版。"]}}},{"id":"R_kgDOVb5hFQ","slug":"wangzan101__mika","name":"Mika","owner":"wangzan101","fullName":"wangzan101/Mika","type":"ready_app","status":"active","grade":"C","easeByPlatform":{},"risk":"attention","signals":[{"code":"needs_deep_control_of_the_phone","severity":"attention","evidence":"仓库的主题标签以 \"accessibility\" 开头，README 的第 3 步是在手机上配对一次无线调试（\"在手机上配对一次无线调试\"）。无线调试是 Android 用于控制设备的开发者通道，而这个应用会代替你读取屏幕并点击操作，因此它对你手机拥有和你本人一样的触达能力，包括你的消息和银行类应用内部。","source":"ai","title":"需要对手机进行深度控制"},{"code":"automating_other_apps_may_break_their_rules","severity":"attention","evidence":"README 的隐私部分写道：\"自动操作第三方 App 和网站可能违反它们的用户协议，请自行判断\"，项目把这个判断留给用户自己。它自带的演示之一是 \"看广告领听歌权益\"，另外还有在招聘网站和购物网站上代为操作的演示。","source":"ai","title":"自动操作其他应用可能违反其规则"},{"code":"your_screen_is_sent_to_the_model_provider","severity":"attention","evidence":"README 写道：\"没有 Mika 服务器：你的话、屏幕内容只发给你自己配置的模型服务商\"。总结微信群聊的演示意味着私密聊天内容会离开手机发送给该服务商。","source":"ai","title":"你的屏幕内容会发送给模型服务商"},{"code":"acts_without_asking_by_default","severity":"attention","evidence":"README 写道：默认的 \"询问模式\" 只有在花钱（下单、支付）前才会停下来询问，其余操作都直接执行，还可以开启完全的 \"自主模式\"。因此在你已登录的应用里，失误可能在没有任何确认的情况下发生。","source":"ai","title":"默认情况下不经确认就执行操作"},{"code":"very_new_and_moving_fast","severity":"info","evidence":"该仓库创建于 2026-10-29，到 2026-10-31 已经发布了 28 个版本，最新为 v0.1.27——版本号还在 1.0 之前，且一天内多次发版。它已经获得 2765 个星标，说明很多人在尝试一个只有两天历史的软件。","source":"ai","title":"项目非常新，迭代很快"},{"code":"sideloaded_app_that_updates_itself","severity":"info","evidence":"README 的 FAQ 写道：\"更新从哪来？只从本仓库的 Releases 发布；App 里「关于 › 检查更新」也能直接升级\"，这款应用是以 APK 的形式在应用商店之外安装的，并从本仓库的 Releases 自行升级，所以每次更新的可信度完全取决于这个仓库账号本身。","source":"ai","title":"通过侧载安装且自行更新"}],"platforms":[],"tools":[],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["An AI model provider of your choice (DeepSeek, Qwen, Kimi, OpenAI, Anthropic, Gemini, OpenRouter, Groq, Mistral, Ollama and others)"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","automation","chat_ai"],"alternativeTo":[{"slug":"manus","name":"Manus","confirmed":true}],"declaredAlternatives":[],"stars":2747,"downloads":8306,"downloadsWeek":0,"downloadsDays":0,"growth":2747,"growthDays":2,"history":[{"date":"2026-10-31","stars":2747}],"firstPublishedAt":"2026-10-31T01:54:33.233Z","commitSha":"279a5cae405ac83106b47af9c2794ebfa3333a57","verifiedAt":"2026-11-01T01:40:54.737Z","lastCommitAt":"2026-10-31T21:12:14Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An Android app where an AI assistant taps through your phone apps and websites for you, using a model key you provide.","summary":"Mika is a phone assistant for Android: you ask in plain words and it opens apps, taps, types and reads pages on a hidden background screen while you keep using the phone. It also has a built-in browser, timed tasks and a Linux sandbox for files on arm64 phones. There is no Mika server: you connect your own AI provider key (DeepSeek, OpenAI, Anthropic, Gemini, OpenRouter, a local Ollama and others) or sign in with a ChatGPT, xAI or OpenRouter account. Chat and browsing need Android 11+; operating other apps needs Android 12+ and a one-time wireless debugging pairing.","easeRationale":"It is an Android-only app, so none of the desktop platforms get a grade and the deterministic check found no desktop binaries. The README's \"three steps\" are: install the APK from the releases page, then enter an API key or sign in with a model account, then — for the headline feature of operating other apps — run the \"set up phone control\" wizard and pair wireless debugging once in the phone's developer options, which the FAQ says some phones can only do from a computer over USB.","costNote":"The app is free and Apache-2.0, but it only works with an AI model you pay for: a provider API key, or a ChatGPT Plus/Pro, xAI or OpenRouter account. The README also allows a self-hosted model (Ollama, LM Studio), which has no per-use cost.","notVerified":["Whether the APK installs and really operates apps on your particular phone and Android version (the project ships its own 12-point compatibility self-check)","Whether the wireless debugging pairing survives Wi-Fi changes and restarts without a computer","What the AI provider you choose does with the screen contents and chat text it receives","How much the model calls cost in a month of real use","Disk and memory use on the phone, which the check could not estimate","Whether the Linux sandbox feature works on your device, since it needs an arm64 phone"]},"zh-Hans":{"summaryShort":"一款 Android 应用，AI 助手用你提供的模型密钥替你在手机应用和网站上点击操作。","summary":"Mika 是一款 Android 手机助手：你用日常语言提出要求，它就会在一个隐藏的后台屏幕上打开应用、点击、输入和读取页面内容，而你可以继续正常使用手机。它还内置浏览器、定时任务，并为 arm64 手机提供一个 Linux 沙盒来处理文件。没有 Mika 服务器：你连接自己的 AI 服务商密钥（DeepSeek、OpenAI、Anthropic、Gemini、OpenRouter、本地 Ollama 等），或者用 ChatGPT、xAI 或 OpenRouter 账号登录。聊天和浏览需要 Android 11 及以上；操作其他应用需要 Android 12 及以上，并进行一次性的无线调试配对。","easeRationale":"这是一款仅支持 Android 的应用，所以没有任何桌面平台获得评级，自动检测也没有发现桌面端二进制文件。README 中的 \"三步\" 是：从发布页面安装 APK，然后输入 API 密钥或用模型账号登录，接着——针对操作其他应用这项主打功能——运行 \"设置手机控制\" 向导，并在手机的开发者选项中完成一次无线调试配对，FAQ 提到有些手机只能通过电脑用 USB 来完成这一步。","costNote":"该应用免费，采用 Apache-2.0 许可证，但只能配合你自己付费的 AI 模型使用：某个服务商的 API 密钥，或者 ChatGPT Plus/Pro、xAI 或 OpenRouter 账号。README 还支持自行部署的模型（Ollama、LM Studio），这种方式没有按次使用的费用。","notVerified":["这个 APK 在你具体的手机和 Android 版本上是否真的能安装并操作应用（项目自带一个 12 项的兼容性自检）","无线调试配对在 Wi-Fi 变化和重启之后、不借助电脑的情况下是否还能保持","你选择的 AI 服务商会如何处理它收到的屏幕内容和聊天文字","一个月的实际使用中模型调用会花多少钱","手机上的磁盘和内存占用，检测工具无法估算","Linux 沙盒功能是否能在你的设备上运行，因为它需要 arm64 手机"]}}},{"id":"R_kgDOVSqAyw","slug":"wesbos__3d-model-anything","name":"3D Model Anything","owner":"wesbos","fullName":"wesbos/3d-model-anything","type":"dev_tool","status":"active","grade":"A","easeByPlatform":{"windows":"D","mac":"D","linux":"D","web":"A"},"risk":"low","signals":[{"code":"assets_not_under_the_code_license","severity":"info","evidence":"LICENSE：\"Files under data/ and docs/images/thumb-1.png are excluded; see ASSETS-LICENSE.md.\" README.md 补充说：\"The supplied office images/textures have separate asset terms. Third-party marks, artwork and depicted products are not licensed by the code license.\" 所以 MIT 许可覆盖的是代码和技能，不包括演示用的素材。","source":"ai","title":"素材不在代码许可范围内"},{"code":"iphone_app_not_distributed","severity":"info","evidence":"README.md：\"The app is source-available here; an App Store release is a separate distribution step. Do not assume an App Store download is available yet.\" iPhone 应用需要你自己在 Xcode 里编译并侧载安装。","source":"ai","title":"iphone 应用尚未正式分发"},{"code":"captures_photograph_your_home","severity":"info","evidence":"README.md：\"Keep your captures private; inspect assets before publishing your own demo.\" 一次捕获包含 LiDAR 几何数据和你自己房间的照片，这些数据保存在你机器上的 data/captures-in/ 目录里，会被你指定的 AI 代理读取。","source":"ai","title":"捕获过程会拍下你的家"}],"platforms":["windows","mac","linux","web"],"tools":["node","python","other"],"buildTools":["node"],"disk":{"minMB":100,"maxMB":500,"basis":"heuristic"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"file"},"categories":["design_cad","ai_skills","hardware"],"alternativeTo":[{"slug":"polycam","name":"Polycam","confirmed":true},{"slug":"matterport","name":"Matterport","confirmed":true}],"declaredAlternatives":[],"stars":2534,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":317,"growthDays":4,"history":[{"date":"2026-10-27","stars":2217},{"date":"2026-10-28","stars":2313},{"date":"2026-10-29","stars":2365},{"date":"2026-10-30","stars":2480},{"date":"2026-10-31","stars":2534}],"firstPublishedAt":"2026-10-27T18:40:28.090Z","commitSha":"31b2dc9da3fb541e501f2f0936e55b32afb70ee8","verifiedAt":"2026-10-31T01:39:55.244Z","lastCommitAt":"2026-10-22T13:10:20Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Scan a room with an iPhone, then have an AI coding agent rebuild it as an editable 3D scene you walk through in a browser.","summary":"Three parts that work together: an iPhone app that records a room with LiDAR and photos, a Three.js viewer that shows the result in a browser (dollhouse, walking, overhead and wireframe views), and an agent skill called scan-to-threejs that guides an AI coding assistant through measuring, modeling and comparing its renders with your photos. It is for people who write code. The README calls it an iterative workflow, not a one-click scan-to-model converter, and the current workflow covers rooms and interiors only.","easeRationale":"The hosted page opens in any browser with nothing to install, but it only shows the author's sample office and the README says Scan and Overlay are disabled there. To rebuild your own room you need Node.js 22.12+ with npm commands, Python 3 with Pillow (plus NumPy and Open3D for depth), an AI coding assistant, and for the capture app a Mac with Xcode and an iPhone or iPad with LiDAR.","costNote":"The code and the skill are MIT. The reconstruction is done by an AI coding assistant, which usually needs a paid plan or API use; the office images and textures have separate terms in ASSETS-LICENSE.md.","notVerified":["How close the rebuilt scene gets to a real room, and how many agent rounds it takes.","Whether the iPhone app builds and runs on a current Xcode and iOS version.","How much AI usage a full reconstruction consumes.","Real disk use for scans, photos and textures of your own rooms.","What the agent-browser CLI used by the capture scripts does."]},"zh-Hans":{"summaryShort":"用 iPhone 扫描一个房间，让 AI 编程代理把它重建成可在浏览器里行走浏览的可编辑 3D 场景。","summary":"三个部分协同工作：一个用 LiDAR 和照片记录房间的 iPhone 应用，一个在浏览器里展示结果的 Three.js 查看器（娃娃屋视图、步行视图、俯视视图和线框视图），以及一个叫 scan-to-threejs 的代理技能，它会引导 AI 编程助手完成测量、建模，并把渲染结果和你的照片做对比。这是给写代码的人用的。README 把它称为一个迭代式的工作流程，不是一键把扫描转成模型的工具，当前的流程只覆盖房间和室内空间。","easeRationale":"托管页面在任何浏览器里都能直接打开，不用安装任何东西，但那里只展示作者自己的示例办公室，README 说那里的 Scan 和 Overlay 功能是关闭的。要重建你自己的房间，你需要 Node.js 22.12+ 以及 npm 命令、带 Pillow 的 Python 3（深度处理还需要 NumPy 和 Open3D）、一个 AI 编程助手，以及用于捕获的一台装有 Xcode 的 Mac 和一台带 LiDAR 的 iPhone 或 iPad。","costNote":"代码和技能都是 MIT 许可。重建工作由 AI 编程助手完成，通常需要付费套餐或 API 用量；办公室的图片和材质在 ASSETS-LICENSE.md 中有单独的条款。","notVerified":["重建出的场景和真实房间有多接近，以及要跑多少轮代理才能完成。","iPhone 应用能否在当前版本的 Xcode 和 iOS 上编译运行。","一次完整重建要消耗多少 AI 用量。","你自己房间的扫描、照片和材质实际占用多少磁盘空间。","捕获脚本用到的 agent-browser 命令行工具具体做了什么。"]}}},{"id":"R_kgDOVAzMMQ","slug":"wheresryan22__anatomy","name":"Anatomy","owner":"wheresryan22","fullName":"wheresryan22/anatomy","type":"dev_tool","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"23 天内获得 23369 个星标","source":"check","title":"仓库很新但星标很多"},{"code":"asks_you_to_loosen_your_agents_sandbox","severity":"attention","evidence":"README 的 \"Codex: if the browser checks are blocked\" 部分写道，该技能 \"checks its own figures by starting headless Chrome, which writes a temporary profile and talks to it over a local port\"，当 Codex 的沙盒阻止这一行为时，它建议在沙盒外批准命令，或者使用 `sandbox_mode = \"workspace-write\"`、`network_access = true` 和 `writable_roots = [\"/tmp\"]` 的配置，或者用 `--sandbox danger-full-access` 启动 Codex，它自己也承认这会 \"lifts every limit for that session\"（解除该会话的一切限制）。它也提到，没有这些检查图形依然能构建出来。","source":"ai","title":"要求你放宽代理的沙盒限制"},{"code":"the_install_copies_the_whole_repository_and_wants_newer_node","severity":"info","evidence":"README 的 \"With the skills CLI\" 部分写道：\"The CLI copies the whole repository, examples included (about 10 MB). It needs a recent Node.js: version 1.7.1 of the CLI asks for 22.20 or later\"——高于需求表和 README 徽章里标注的 Node 20.10 及以上。安装命令还会直接从 npm 运行另一个独立项目，vercel-labs 的 `skills` 命令行工具。","source":"ai","title":"安装会复制整个仓库，并要求更新的 node 版本"},{"code":"each_figure_is_a_long_paid_session","severity":"info","evidence":"README 的 Limits 部分写道：\"It is slow on purpose. A figure takes a long session: the parts list, the geometry, the audit, and close-ups of every joint in both themes. The Raptor's build takes a few minutes, and a full 3D orbit audit takes 15 to 20 minutes for 30 parts.\" 这个技能还会 \"tells Claude to read every PNG it makes\"（让 Claude 读取它生成的每一张 PNG），所以助手要处理大量图片，而这正是你要付费的部分。","source":"ai","title":"每个图形都是一次漫长的付费会话"},{"code":"sharing_a_figure_opens_a_pull_request_in_your_name","severity":"info","evidence":"README 的 \"Share a figure\" 部分：让代理发布内容时会 \"asks for a title and your GitHub name, shows what it will send, and after your yes opens a pull request on anatomy-community for you\"。这只会在你主动要求时发生，而且会先展示内容，但结果是一条带有你 GitHub 名字的公开发布内容。","source":"ai","title":"分享图形会以你的名义开一个 pull request"},{"code":"3d_mode_is_beta_and_heavy","severity":"info","evidence":"README 中写道：\"The 3D mode is beta. It is proved on its example and one test figure, not yet on a production figure. A small 3D figure runs at 60 fps; the 380-part stress hand measured about 20 fps at 1440 px wide and 13 to 15 fps on a throttled phone profile\"。kit 文件夹里还把 turn-fixed.mjs、canvas-painter.mjs 和 gl-shared.mjs 列为 \"experimental variants, not yet documented or used by the examples\"（实验性变体，尚未写入文档，也未被示例使用）。","source":"ai","title":"3d 模式仍是测试版且较为吃资源"}],"platforms":["windows","mac","linux"],"tools":["node","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_skills","image","development"],"alternativeTo":[{"slug":"illustrator","name":"Illustrator","confirmed":true}],"declaredAlternatives":[],"stars":23364,"downloads":2420,"downloadsWeek":670,"downloadsDays":6,"growth":2719,"growthDays":6,"history":[{"date":"2026-10-25","stars":20645},{"date":"2026-10-26","stars":21075},{"date":"2026-10-27","stars":21463},{"date":"2026-10-28","stars":22116},{"date":"2026-10-29","stars":22622},{"date":"2026-10-30","stars":23031},{"date":"2026-10-31","stars":23364}],"firstPublishedAt":"2026-10-25T23:19:32.648Z","commitSha":"1482e8469b0a9e0d8cc18ea2740a01423d29ae80","verifiedAt":"2026-11-01T01:48:37.805Z","lastCommitAt":"2026-10-18T20:20:24Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"An add-on for Claude Code and similar AI assistants that draws interactive isometric figures of machines as web pages.","summary":"Anatomy is a skill you install inside an AI coding assistant (Claude Code, and also Antigravity, OpenCode, Codex and MiniMax Code). You ask it to explain an idea and it invents a machine whose working is that idea, then builds it as an isometric drawing in SVG, optionally with WebGL effects such as flame or water, as a standalone HTML page, a single SVG or React components you keep. It needs Node.js 20.10+ and Chrome for its own checks, and no API keys of its own. The author is clear that it is not a chart or diagram tool and does not draw people or maps.","easeRationale":"The same on Windows, macOS and Linux: you must already have one of the AI coding assistants, then install Node.js and run one command, `npx skills add wheresryan22/anatomy -g`, or copy the folder in by hand with git or a ZIP; Chrome or Chromium also has to be present for the skill's own picture checks. After that it is a `/anatomy` command typed into the assistant, with no window of its own.","costNote":"The skill itself is free and MIT-licensed, with \"No API keys and nothing to npm install\". What costs money is the AI assistant that runs it: Claude Code or one of the other agents, on a paid plan or API credits, for sessions the README says are long on purpose.","notVerified":["Whether your own request produces a figure as good as the examples in the gallery","How much a single figure costs in AI assistant usage, since the sessions are long by design","Whether the headless Chrome checks work on your machine, especially on Windows or inside a sandboxed agent","Disk use: the README says the install copies about 10 MB, which the automatic check could not measure","How 23369 stars in 23 days were gathered, and how the project behaves once the first attention passes"]},"zh-Hans":{"summaryShort":"一款用于 Claude Code 等 AI 助手的插件，能把机器画成交互式等距网页图。","summary":"Anatomy 是一个安装在 AI 编程助手里的技能（Claude Code，以及 Antigravity、OpenCode、Codex 和 MiniMax Code）。你让它解释一个想法，它就会发明一台体现那个想法的机器，然后把它画成 SVG 等距图，可以选择加上火焰、水流等 WebGL 特效，输出为独立的 HTML 页面、单个 SVG 或你可以保留的 React 组件。它需要 Node.js 20.10 及以上版本和 Chrome 来做自身的检查，本身不需要任何 API 密钥。作者明确表示它不是图表或示意图工具，也不会画人物或地图。","easeRationale":"在 Windows、macOS 和 Linux 上一样：你必须已经安装了某个 AI 编程助手，然后安装 Node.js 并运行一条命令 `npx skills add wheresryan22/anatomy -g`，或者用 git 或 ZIP 手动把文件夹复制进去；还需要安装 Chrome 或 Chromium，供该技能自身的图片检查使用。之后只需在助手里输入 `/anatomy` 命令，没有自己的窗口。","costNote":"这个技能本身免费，采用 MIT 许可证，\"No API keys and nothing to npm install\"（无需 API 密钥，也无需 npm 安装任何东西）。花钱的是运行它的 AI 助手：Claude Code 或其他代理，需要付费计划或 API 额度，而 README 说这些会话是故意设计得很长的。","notVerified":["你自己提出的要求能否产生像画廊示例一样出色的图形","由于会话被设计得很长，制作一张图形在 AI 助手使用上会花多少钱","无头 Chrome 检查是否能在你的电脑上运行，尤其是在 Windows 上或在沙盒化的代理内部","磁盘占用：README 说安装会复制大约 10 MB，这一点自动检测无法测量","23 天内获得 23369 个星标是怎么来的，以及项目在最初的关注过去之后会如何表现"]}}},{"id":"R_kgDOVShyNw","slug":"xevrion__hatchzip","name":"HatchZip","owner":"xevrion","fullName":"xevrion/hatchzip","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"attention","signals":[{"code":"very_young_project_fast_releases","severity":"attention","evidence":"该仓库创建于 2026-10-21，已经有 9 个发行版，最新的是 2026-10-28 发布的 v0.1.8，Cargo.toml 写着 version = \"0.1.8\"。一个在读取压缩包的同时就删除它的工具，目前还处于早期的 0.1.x 阶段。","source":"ai","title":"项目非常新，发行很快"},{"code":"deletes_the_archive_while_extracting","severity":"attention","evidence":"README：\"HatchZip destroys the archive as it extracts\" 和 \"When the extraction is complete, the archive has been removed and the files are in the output folder.\" 如果中途出了问题，压缩包会被部分销毁：\"if the download itself is damaged, the files before the damaged spot are extracted and the archive is partly gone.\" 要保留压缩包需要用 --keep-archive 选项，或者在应用里开启对应设置。","source":"ai","title":"解压的同时会删除压缩包"},{"code":"progress_files_must_not_be_deleted","severity":"attention","evidence":"README：进度保存在压缩包旁边的 \"game.zip.hatchzip\" 和 \"game.zip.hatchzip-tail\" 文件里，\"Do not delete them while an extraction is unfinished: they hold the archive's index, which is no longer inside the archive itself.\"","source":"ai","title":"进度文件不能被删除"},{"code":"not_code_signed_antivirus_flags","severity":"attention","evidence":"README：\"The Windows installers and the macOS apps are not code-signed yet\"，以及 \"On VirusTotal, the v0.1.3 Windows setup is flagged by 4 of 70 engines, all heuristic or machine-learning scores; Microsoft Defender reports it clean.\" 项目提供了 SHA-256 文件和 \"gh attestation verify\" 来检查下载内容。","source":"ai","title":"没有代码签名，杀毒软件可能会报警"},{"code":"written_with_ai_assistants","severity":"info","evidence":"README 的 \"How it is built\" 部分：\"HatchZip is written with the help of AI coding assistants, and AGENTS.md is the rulebook they work under.\" 它还宣称在 Linux、macOS 和 Windows 上有超过 130 个测试，我们并未自行验证。","source":"ai","title":"借助 ai 助手编写"},{"code":"copycat_download_sites","severity":"info","evidence":"README：\"HatchZip is only distributed from this repository's releases and its site, hatchzip.dev. Other sites using the name, such as hatchzip.com, are not affiliated with this project.\"","source":"ai","title":"存在冒充的下载站点"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["rust"],"disk":{"minMB":9,"maxMB":28,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["system","productivity"],"alternativeTo":[{"slug":"winrar","name":"WinRAR","confirmed":true},{"slug":"winzip","name":"WinZip","confirmed":true}],"declaredAlternatives":[],"stars":2385,"downloads":19021,"downloadsWeek":4552,"downloadsDays":4,"growth":209,"growthDays":4,"history":[{"date":"2026-10-27","stars":2176},{"date":"2026-10-28","stars":2267},{"date":"2026-10-29","stars":2315},{"date":"2026-10-30","stars":2355},{"date":"2026-10-31","stars":2385}],"firstPublishedAt":"2026-10-27T18:40:28.100Z","commitSha":"50fa69c1e8b73f53d7b0cc592c303c66fd7ad8c5","verifiedAt":"2026-10-31T02:01:16.240Z","lastCommitAt":"2026-10-30T08:19:25Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Opens ZIP, 7z, RAR and tar archives without needing room for the archive and the extracted files at the same time.","summary":"HatchZip is a free archive extractor with a desktop app and a command line tool. It opens ZIP, 7z, RAR, tar and split archives and extracts them in place: the archive file shrinks as the files come out, so you only need free space for the extracted files, not for both. It helps when a large download will not fit on an almost full disk. It checks that the plan fits before changing anything and can carry on after a crash. When it finishes, the archive is gone, unless you pick the option that keeps it. There are installers for Windows, macOS and Linux.","easeRationale":"All three platforms are A because release v0.1.8 has ready installers: HatchZip-x64-setup.exe or HatchZip-x64.msi for Windows, HatchZip-aarch64.dmg and HatchZip-x86_64.dmg for macOS, and hatchzip_amd64.deb, hatchzip-x86_64.rpm or HatchZip-x86_64.AppImage for Linux, with nothing else to install. The files are not code-signed yet, so on Windows you have to click \"More info\" then \"Run anyway\", and on macOS 15 and later you open the app once and then allow it in System Settings, Privacy & Security.","costNote":"Free and open source, under the MIT or the Apache-2.0 licence at your choice. RAR reading in the release builds uses the UnRAR source under its own freeware licence.","notVerified":["Whether extracting in place really frees space on your own disk: the README says hole punching on NTFS and APFS is \"not yet verified\".","Whether a crash, a power cut or Ctrl+C always resumes with every file intact, as described.","The speed and space figures in the README, which were measured only on the author's Fedora machine.","Whether your antivirus will block the unsigned installer.","What happens to a damaged archive you cannot download again if you do not use --verify-first.","The real disk space used: the checks estimate 9 to 28 MB for the installers."]},"zh-Hans":{"summaryShort":"打开 ZIP、7z、RAR 和 tar 压缩包，不需要同时为压缩包本身和解压出的文件预留空间。","summary":"HatchZip 是一款免费的压缩包解压工具，提供桌面应用和命令行工具。它可以打开 ZIP、7z、RAR、tar 和分卷压缩包，并就地解压：压缩包会随着文件被解压出来而缩小，所以你只需要给解压后的文件留出空间，不用同时给两者留空间。当一个大文件下载下来，磁盘几乎满了放不下时，这就很有用。它会先检查计划是否可行，再开始改动，崩溃后也能接着继续。解压完成后，压缩包就会消失，除非你选择保留压缩包的选项。Windows、macOS 和 Linux 都有安装包。","easeRationale":"三个平台都是 A 级，因为 v0.1.8 发行版带有现成的安装包：Windows 用 HatchZip-x64-setup.exe 或 HatchZip-x64.msi，macOS 用 HatchZip-aarch64.dmg 和 HatchZip-x86_64.dmg，Linux 用 hatchzip_amd64.deb、hatchzip-x86_64.rpm 或 HatchZip-x86_64.AppImage，不需要再装别的东西。这些文件还没有代码签名，所以在 Windows 上你需要点击“更多信息”再点击“仍要运行”，在 macOS 15 及更新版本上，你需要先打开一次应用，再到系统设置的隐私相关面板里允许它运行。","costNote":"免费且开源，你可以选择 MIT 或 Apache-2.0 许可。发行版里读取 RAR 功能使用的是 UnRAR 源码，遵循其自身的免费许可条款。","notVerified":["就地解压是否真的能在你自己的磁盘上腾出空间：README 说 NTFS 和 APFS 上的打孔（hole punching）功能“尚未验证”。","崩溃、断电或 Ctrl+C 是否总能像描述的那样，恢复时保留所有完整文件。","README 里的速度和空间数据，只是在作者的 Fedora 机器上测得的。","你的杀毒软件是否会拦截这个未签名的安装包。","如果不使用 --verify-first，一个你无法重新下载的损坏压缩包会发生什么。","实际占用的磁盘空间：检测估算安装包为 9 到 28 MB。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkzMTEzMTU3MzE=","slug":"xtls__xray-core","name":"Xray","owner":"XTLS","fullName":"XTLS/Xray-core","type":"dev_tool","status":"active","grade":"D","easeByPlatform":{"windows":"D","mac":"D","linux":"D"},"risk":"attention","signals":[{"code":"proxy_tool_restricted_in_some_countries","severity":"attention","evidence":"该仓库的主题标签本身就是 \"anticensorship, dns, network, proxy, reality, shadowsocks, socks5, tls, trojan, tunnel, utls, vision, vless, vmess, vpn, wireguard, xhttp, xray, xtls, xudp\"，项目描述是 \"Xray, Penetrates Everything\"。README 的教程列表中包括 \"XTLS-Iran-Reality\" 和 \"Xray REALITY with 'steal oneself'\"，项目还运营着俄语和波斯语的 Telegram 频道。这些协议的设计目的就是让流量躲过网络过滤，而在一些国家，运行或传播这类工具是受限制甚至被禁止的，具体的法律状况取决于你所在的地区。","source":"ai","title":"这类代理工具在一些国家受到限制"},{"code":"needs_a_server_and_a_config_file_you_write","severity":"info","evidence":"README 没有自己的配置章节：\"Usage\" 部分只链接到诸如 https://github.com/XTLS/Xray-examples 这样的示例仓库和第三方教程。发布版压缩包里只包含 xray 这一个程序，没有别的，所以在你提供一份 JSON 配置和一台自己租用或搭建的服务器地址之前，它什么都不会做。","source":"ai","title":"需要一台服务器和一份你自己写的配置文件"},{"code":"traffic_passes_through_whoever_owns_the_server","severity":"attention","evidence":"这个程序的全部工作就是把你的连接传送到一台远程服务器。运营那台服务器的人能看到流量，而 README 只谈协议和面板，完全没有提到谁在运营人们实际使用的服务器。它的赞助商横幅中还包括一个商业 VPN 链接（BlancVPN，blanc.link）。","source":"ai","title":"流量会经过服务器所有者之手"},{"code":"windows_zip_bundles_a_closed_source_driver","severity":"info","evidence":"README 的 \"Bundled Third-Party Components Redistribution\" 部分写道：\"This distribution contains unmodified official precompiled and pre-signed Wintun binaries\"（wintun.dll），采用 \"Prebuilt Binaries License (PBL)\" 许可证，包含在 Windows 32 位、64 位和 arm64 的软件包中。这部分不是开源的，会在运行时为 TUN 功能加载。","source":"ai","title":"windows 压缩包内置了一个闭源驱动"},{"code":"crypto_donations_and_nfts_in_readme","severity":"info","evidence":"README 的 \"Donation & NFTs\" 部分列出了 TRX/USDT/USDC、TON、BTC、XMR、SOL 和 ETH 的钱包地址，并在 OpenSea 上出售 \"Project X NFT\" 系列。程序本身不需要付费，但项目的资金是以加密货币的形式募集的，这样就无法追踪到谁收到了这些钱。","source":"ai","title":"readme 中出现加密货币捐赠和 nft"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["go"],"disk":{"minMB":16,"maxMB":48,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"MPL-2.0","category":"copyleft","detectedFrom":"github"},"categories":["network","development"],"alternativeTo":[{"slug":"surge","name":"Surge","confirmed":true},{"slug":"proxifier","name":"Proxifier","confirmed":true}],"declaredAlternatives":[],"stars":42525,"downloads":47662601,"downloadsWeek":428079,"downloadsDays":5,"growth":178,"growthDays":5,"history":[{"date":"2026-10-26","stars":42347},{"date":"2026-10-27","stars":42386},{"date":"2026-10-28","stars":42411},{"date":"2026-10-29","stars":42446},{"date":"2026-10-30","stars":42492},{"date":"2026-10-31","stars":42525}],"firstPublishedAt":"2026-10-27T01:10:12.705Z","commitSha":"a4a3dff5b20c2faae567b742c172c7b95e75c083","verifiedAt":"2026-11-01T01:39:36.568Z","lastCommitAt":"2026-10-31T13:20:19Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"The engine inside many proxy and VPN apps: a command-line program that routes your traffic through a server you run.","summary":"Xray-core is the connection engine that dozens of proxy apps use. It speaks protocols such as VLESS, VMess, Trojan, Shadowsocks, REALITY and WireGuard, and it is meant to carry traffic past network filtering. The downloads are a single command-line file for Windows, macOS and Linux, with no window and no server included: you write a JSON configuration by hand and point it at a server you rent or run yourself. It is aimed at technical users and at the people who build the client apps; everyone else usually installs one of the graphical clients listed in the README instead.","easeRationale":"Every release has a ready 14 to 16 MB zip for Windows, macOS and Linux, but the file inside is a terminal program with no window, and the README gives no end-user setup: for configuration it links to other repositories (XTLS/Xray-examples) and to the official website, and for installation it points to third-party scripts, Docker images and web panels. Linux is the best served of the three because the project ships an official install script and Docker image, and macOS has `brew install xray`, yet on all three you still have to write a JSON configuration and have your own server before anything connects.","costNote":"The program costs nothing and the code is MPL-2.0. The server it connects to is a separate expense: you rent it or host it yourself. The README also lists sponsors and crypto donation addresses.","notVerified":["Whether a connection really works on each of Windows, macOS and Linux, which depends on your server and your network","Whether the downloaded zip matches the .dgst checksum file published beside it, unless you check it yourself","What the owner of the server you connect to does with your traffic or logs","Real disk use after unzipping, estimated at 16 to 48 MB","Whether the bundled wintun.dll in the Windows packages is the untouched file from wintun.net"]},"zh-Hans":{"summaryShort":"许多代理和 VPN 应用背后的引擎：一个命令行程序，把你的流量通过你自己运营的服务器转发出去。","summary":"Xray-core 是数十个代理应用背后使用的连接引擎。它支持 VLESS、VMess、Trojan、Shadowsocks、REALITY 和 WireGuard 等协议，目的是让流量绕过网络过滤。下载内容是一个适用于 Windows、macOS 和 Linux 的单一命令行文件，没有窗口，也不包含服务器：你需要手写一份 JSON 配置文件，并指向一台自己租用或搭建的服务器。它面向技术用户和构建客户端应用的开发者；其他人通常会改用 README 中列出的某个图形化客户端。","easeRationale":"每个发布版本都有现成的 14 到 16 MB 压缩包，分别对应 Windows、macOS 和 Linux，但里面的文件是一个没有窗口的终端程序，README 也没有给出面向最终用户的设置说明：配置方面链接到其他仓库（XTLS/Xray-examples）和官方网站，安装方面则指向第三方脚本、Docker 镜像和网页面板。三者中 Linux 的支持最完善，因为项目提供了官方安装脚本和 Docker 镜像，macOS 则有 `brew install xray`，但三个系统都需要你手写一份 JSON 配置，并准备好自己的服务器才能连接成功。","costNote":"该程序免费，代码采用 MPL-2.0 许可证。你连接的服务器是另一笔开销：需要自己租用或搭建。README 还列出了赞助商和加密货币捐赠地址。","notVerified":["连接是否真的能在 Windows、macOS 和 Linux 上分别正常工作，这取决于你的服务器和网络","下载的压缩包是否与旁边发布的 .dgst 校验文件相符，除非你自己去核对","你所连接服务器的所有者会怎样处理你的流量或日志","解压后的实际磁盘占用，估算为 16 到 48 MB","Windows 软件包中附带的 wintun.dll 是否是来自 wintun.net 未经修改的原始文件"]}}},{"id":"MDEwOlJlcG9zaXRvcnk0OTk3MDY0Mg==","slug":"yarnpkg__yarn","name":"Yarn Classic","owner":"yarnpkg","fullName":"yarnpkg/yarn","type":"framework_infra","status":"active","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"attention","signals":[{"code":"stale_releases","severity":"attention","evidence":"最近一次发布在 2024-03-09（963 天前）","source":"check","title":"版本长期未更新"},{"code":"frozen_line_the_authors_tell_you_to_migrate","severity":"attention","evidence":"仓库描述为 'The 1.x line is frozen - features and bugfixes now happen on https://github.com/yarnpkg/berry'，README 还补充说：'If you hit bugs or issues with Yarn 1.x, we strongly suggest you migrate to the latest release'。贡献部分写道 'The 1.x codebase is fairly old and will only accept security fixes.'","source":"ai","title":"已冻结的版本线，作者建议你迁移"},{"code":"very_old_dependencies","severity":"attention","evidence":"package.json 仍然依赖早已被弃用的包，包括 `request` ^2.87.0（request 项目已于 2020 年被弃用）、`babel-runtime` ^6.26.0、`micromatch` ^2.3.11、`mkdirp` ^0.5.1 和 `rimraf` ^2.5.0，并声明 `engines.node: >=4.0.0`。","source":"ai","title":"依赖项非常陈旧"},{"code":"a_ci_token_is_published_in_the_readme","severity":"info","evidence":"README 的构建徽章在其 URL 中嵌入了一个令牌：'https://circleci.com/gh/yarnpkg/yarn.svg?style=shield&circle-token=5f0a78473b0f440afb218bf2b82323cc6b3cb43f'。徽章令牌本来只用于读取，但一个凭证就这样放在公开文件里。","source":"ai","title":"README 中公开了 CI 令牌"},{"code":"unreleased_version_in_the_source","severity":"info","evidence":"package.json 中的版本是 '1.23.0-0'，而最新发布的版本是 2024-03-09 的 v1.22.22，所以仓库里的代码比任何已发布版本都要新。最后一次提交是 2026-02-12。","source":"ai","title":"源码中有尚未发布的版本"},{"code":"a_large_backlog_on_a_closed_line","severity":"info","evidence":"项目信息：有 2055 个未关闭的 issue，而维护者说这条版本线只接受漏洞修复。","source":"ai","title":"已停止更新的版本线上积压大量问题"},{"code":"sponsor_logos_with_tracking_links","severity":"info","evidence":"README 的 'Gold sponsors' 表格通过活动链接把读者引向 Doppler 和 WorkOS，例如 'https://www.doppler.com/?utm_campaign=github_repo&utm_medium=referral&utm_content=yarn&utm_source=github'；两者都是付费的商业服务。","source":"ai","title":"赞助商标志带有跟踪链接"}],"platforms":["windows","mac","linux"],"tools":["node"],"buildTools":["node"],"disk":{"minMB":2,"maxMB":5,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"BSD-2-Clause","category":"permissive","detectedFrom":"file"},"categories":["development"],"alternativeTo":[],"declaredAlternatives":[],"stars":41466,"downloads":272196225,"downloadsWeek":472809,"downloadsDays":5,"growth":0,"growthDays":5,"history":[{"date":"2026-10-26","stars":41470},{"date":"2026-10-27","stars":41467},{"date":"2026-10-28","stars":41465},{"date":"2026-10-29","stars":41468},{"date":"2026-10-30","stars":41466},{"date":"2026-10-31","stars":41466}],"firstPublishedAt":"2026-10-27T01:10:12.706Z","commitSha":"c2dda503f3759b5be5f0e24ecd9cf5c97a540147","verifiedAt":"2026-10-29T01:43:04.794Z","lastCommitAt":"2026-02-12T04:44:38Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"The classic 1.x version of Yarn, the tool programmers use to download and lock the JavaScript libraries a project needs.","summary":"Yarn is a package manager for JavaScript projects: it downloads the libraries a project depends on, writes a lock file so everyone installs exactly the same versions, caches what it fetched so it works offline, and checks each package against a checksum. This repository is the old 1.x line. Its own README says the line is frozen, that new work happens in the yarnpkg/berry repository, and that users who hit bugs should move to the newer releases. It is for programmers; you need Node.js and you use it from a terminal.","easeRationale":"On all three you first install Node.js and then install Yarn and use it by typing commands. Windows has a 2 MB .msi and Linux has .deb and .rpm packages in the last release; macOS has no file in the releases and is covered only by the install guide on the project website.","notVerified":["Whether the old dependencies still install cleanly on current Node.js versions","Whether security fixes are still being published, given the last release was in March 2024","What the unreleased 1.23.0-0 code in the repository changes compared with 1.22.22","How the macOS install path behaves, since no macOS file ships in the releases","Real disk use after the package cache grows on a working machine"]},"zh-Hans":{"summaryShort":"Yarn 的经典 1.x 版本,程序员用它来下载并锁定项目所需的 JavaScript 库。","summary":"Yarn 是面向 JavaScript 项目的包管理工具:它下载项目依赖的库,写入一个锁定文件让所有人安装完全相同的版本,把下载过的内容缓存下来以便离线使用,并用校验和检查每个包。这个仓库是旧的 1.x 分支。其 README 说明这条分支已经冻结,新的开发工作在 yarnpkg/berry 仓库中进行,遇到问题的用户应该迁移到更新的版本。它面向程序员;你需要 Node.js,并通过终端使用它。","easeRationale":"三个平台的流程相同:先安装 Node.js,再安装 Yarn,然后通过输入命令来使用。最新版本中,Windows 有一个 2 MB 的 .msi 安装包,Linux 有 .deb 和 .rpm 软件包;macOS 在发布文件中没有对应文件,只能参考项目官网的安装指南。","notVerified":["旧的依赖项是否仍能在当前的 Node.js 版本上顺利安装","由于最新版本发布于 2024 年 3 月,是否仍在发布相关的修复更新","仓库中未发布的 1.23.0-0 代码相比 1.22.22 有哪些改动","由于发布文件中没有 macOS 版本,macOS 的安装方式实际表现如何","在实际使用的机器上,随着包缓存增长,真实的磁盘占用情况"]}}},{"id":"R_kgDOUns_9A","slug":"yetone__magpie","name":"Magpie","owner":"yetone","fullName":"yetone/magpie","type":"needs_setup","status":"active","grade":"B","easeByPlatform":{"windows":"B","mac":"B","linux":"C"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"38 天内获得 26968 个星标","source":"check","title":"仓库很新但星标很多"},{"code":"serves_your_subscription_to_other_programs","severity":"attention","evidence":"README 的 'Subscriptions' 部分：'Codex / ChatGPT: your ChatGPT plan's models, in every other agent'，还有 'Add several accounts per subscription and magpie fails over between them' 以及一个 'Daily warm-up'，会 'starts each Claude and ChatGPT account's 5-hour window at the times you choose'。每家服务商各自的条款决定了某个计划是否可以这样使用，以及能否跨多个账号使用。","source":"ai","title":"把你的订阅提供给其他程序使用"},{"code":"reads_sign_ins_from_your_computer","severity":"attention","evidence":"README 写道：'magpie finds the subscriptions your agents are signed in to by reading their sign-ins (Claude Code's and Codex's files, the Keychain).' 可以通过 'Settings → Privacy → Subscription accounts' 或 'magpie accounts discovery off' 来关闭这个功能。","source":"ai","title":"读取你电脑上已登录的账号信息"},{"code":"install_pipes_remote_script_to_shell","severity":"attention","evidence":"README 的快速开始：'curl -fsSL https://usemagpie.ai/install.sh | sh'，细则提到在没有 WebKitGTK 4.1 的 Linux 上，脚本会 'with your package manager (sudo asks for your password)' 来安装它。","source":"ai","title":"安装过程把远程脚本直接传给 shell 执行"},{"code":"plugins_see_every_request","severity":"attention","evidence":"README 的 'Plugins' 部分：插件是从 npm 安装的（'magpie plugin add opencode-gemini-auth'），并且 'run on Bun, downloaded the first time one needs it'。插件还可以是 'gateway middleware: JavaScript that sees what every agent sends and gets back'，能够改写或拒绝某个请求。","source":"ai","title":"插件能看到每一个请求"},{"code":"telemetry_on_by_default","severity":"attention","evidence":"README 的 'Privacy' 部分：'Once a day a released magpie tells us it is in use: a random id, its version and system, and which agents, providers and models it is used with.'（每天一次，发布版的 magpie 会告知我们它在被使用：一个随机 id、版本和系统，以及使用了哪些代理、服务商和模型）。可以在 Settings → Privacy 中关闭，或设置 DO_NOT_TRACK=1。合作伙伴链接会经过 'usemagpie.ai/go/…, which counts the click'，图标则通过 usemagpie.ai/api/icon 获取。","source":"ai","title":"遥测功能默认开启"},{"code":"paid_partners_shown_first","severity":"info","evidence":"README 中有一行 Sponsors（APINEBULA、零词元、Kimi、APIKEY.FAN、WandAPI、AIGoCode），隐私部分会统计 'for each partner listed first in the add sheet, how many times a day it was shown, opened and added'，也就是说应用内的服务商列表会把合作伙伴排在前面。","source":"ai","title":"付费合作伙伴会优先显示"},{"code":"secret_masking_is_off_until_you_turn_it_on","severity":"info","evidence":"README 写道：'once you turn masking on in Settings → Privacy (it's off by default), keys, passwords and emails in a prompt are masked on your computer before the request leaves it'。可选的本地检测模型是 'a 1.6 GB download, on the CPU'。","source":"ai","title":"敏感信息遮盖默认关闭，需要手动开启"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["docker","go"],"disk":{"minMB":72,"maxMB":215,"basis":"installer"},"apiKeys":["At least one model provider key or signed-in subscription","OpenAI","Anthropic","Google Gemini"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["development","ai_agents"],"alternativeTo":[{"slug":"openrouter","name":"OpenRouter","confirmed":true},{"slug":"portkey","name":"Portkey","confirmed":true}],"declaredAlternatives":[],"stars":26956,"downloads":114407,"downloadsWeek":55838,"downloadsDays":5,"growth":4352,"growthDays":5,"history":[{"date":"2026-10-26","stars":22604},{"date":"2026-10-27","stars":23615},{"date":"2026-10-28","stars":24582},{"date":"2026-10-29","stars":25396},{"date":"2026-10-30","stars":26276},{"date":"2026-10-31","stars":26956}],"firstPublishedAt":"2026-10-27T01:10:12.707Z","commitSha":"fa4704f06086898dba6b7bbe6ade5fb4853de06f","verifiedAt":"2026-11-01T01:49:03.396Z","lastCommitAt":"2026-11-01T01:14:11Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Choose which AI model each coding agent uses, from the menu bar, through one local gateway for all your keys.","summary":"magpie is a small app plus a local gateway that decides which AI model each of your coding agents talks to, so Claude Code can run on Kimi or Codex on DeepSeek. You add provider keys, or the subscriptions your agents are already signed in to, and magpie rewrites each agent's own config and routes the requests through 127.0.0.1:3425. It can move to your next account when a quota runs out, show tokens and cost, mask secrets inside prompts, and run on a server with Docker. It is for people juggling several agents, providers or accounts.","easeRationale":"macOS and Windows are a B: each release has a ready .dmg and .exe (the README says Mac builds are signed and notarised and update themselves), and the one extra step is adding a provider key or signing in. Linux is a C, because the install script may first install WebKitGTK through your package manager with sudo, or fall back to the terminal build.","costNote":"The app is free (MIT). It routes to model providers and plans you pay for yourself; it can also point at local models through Ollama or LM Studio.","notVerified":["Whether each listed agent and provider works in practice","Whether a vendor blocks or closes an account used this way","How well the masking rules catch secrets in real prompts, and what they miss","What the npm plugins you add do with the requests they see","What you spend across the providers and plans it routes to"]},"zh-Hans":{"summaryShort":"在菜单栏里选择每个编程代理使用哪个 AI 模型，所有密钥统一经过一个本地网关。","summary":"magpie 是一个小应用加一个本地网关，用来决定你的每个编程代理该调用哪个 AI 模型，这样 Claude Code 就能跑在 Kimi 上，Codex 可以跑在 DeepSeek 上。你添加各服务商的密钥，或者使用代理已经登录的订阅账号，magpie 会改写每个代理自己的配置，并把请求路由经过 127.0.0.1:3425。它可以在额度用尽时切换到你的下一个账号，显示 token 数和费用，遮盖提示中的敏感信息，还能用 Docker 运行在服务器上。它适合同时使用多个代理、服务商或账号的人。","easeRationale":"macOS 和 Windows 评级为 B：每个发布版本都有现成的 .dmg 和 .exe（README 说 Mac 构建版经过签名和公证，并会自动更新），唯一多出的步骤是添加一个服务商密钥或登录账号。Linux 评级为 C，因为安装脚本可能会先通过你的包管理器用 sudo 安装 WebKitGTK，或者退回到终端版本。","costNote":"该应用免费（MIT 许可证）。它把请求路由到你自己付费的模型服务商和计划；也可以指向通过 Ollama 或 LM Studio 运行的本地模型。","notVerified":["列出的每个代理和服务商在实际中是否都能用","服务商是否会封锁或关闭以这种方式使用的账号","遮盖规则在真实提示中能多大程度上识别出敏感信息，又会漏掉什么","你添加的 npm 插件会如何处理它们看到的请求","你在所路由的各个服务商和计划上总共会花多少钱"]}}},{"id":"MDEwOlJlcG9zaXRvcnkzMDcyNjAyMDU=","slug":"yt-dlp__yt-dlp","name":"yt-dlp","owner":"yt-dlp","fullName":"yt-dlp/yt-dlp","type":"needs_setup","status":"alert","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"high","signals":[{"code":"downloading_may_be_restricted_where_you_live","severity":"attention","evidence":"这个程序的工作就是从没有提供下载按钮的网站上抓取媒体内容，README 中描述了如何绕过网站的防护措施：\"pycryptodomex - For decrypting AES-128 HLS streams and various other data\"，\"--impersonate CLIENT[:OS] Client to impersonate for requests\" 用于 \"sites that employ TLS fingerprinting\"，\"--xff VALUE How to fake X-Forwarded-For HTTP header to try bypassing geographic restriction\"，还需要一个 JavaScript 运行环境 \"Required for full YouTube support\"。保存一份拷贝可能违反网站的使用条款，在一些国家，绕过技术保护措施本身就是违法的。","source":"ai","title":"下载行为在你所在地区可能受到限制"},{"code":"unverified_updates_from_other_repositories","severity":"info","evidence":"README.md 的 UPDATE 部分写道：\"You may also use `--update-to <repository>` ... Be careful with what repository you are updating to though, there is no verification done for binaries from different repositories.\" 普通的 `-U` 更新仍停留在官方渠道。","source":"ai","title":"来自其他仓库的更新未经验证"},{"code":"can_read_browser_cookies","severity":"info","evidence":"README.md 的 DEPENDENCIES 部分：\"secretstorage - For `--cookies-from-browser` to access the Gnome keyring while decrypting cookies of Chromium-based browsers on Linux\"。使用该选项时，程序可以读取你浏览器中保存的登录信息。","source":"ai","title":"可以读取浏览器 cookie"},{"code":"binary_license_differs_from_repository","severity":"info","evidence":"README.md 的 Licensing 部分：\"the PyInstaller-bundled executables include GPLv3+ licensed code, and as such the combined work is licensed under GPLv3+\"，而仓库本身采用的是 Unlicense。","source":"ai","title":"二进制文件的许可证与仓库不同"},{"code":"can_fetch_code_at_run_time","severity":"info","evidence":"README 中的选项 `--remote-components COMPONENT`：\"Remote components to allow yt-dlp to fetch when required ... ejs:npm (external JavaScript components from npm), ejs:github\"。README 还补充说 \"By default, no remote components are allowed\"。","source":"ai","title":"运行时可以获取外部代码"},{"code":"possible_illegal_use","severity":"high","evidence":"主要用途是保存那些没有提供下载功能的网站上的媒体内容，README 记录了如何绕过它们的防护措施：\"--xff VALUE How to fake X-Forwarded-For HTTP header to try bypassing geographic restriction\"；\"--impersonate CLIENT[:OS] Client to impersonate for requests\"；\"pycryptodomex - For decrypting AES-128 HLS streams and various other data\"。许多网站的使用条款不允许保留副本，一些国家的法律也限制绕过技术保护措施。","source":"ai","title":"可能存在非法用途"}],"platforms":["windows","mac","linux"],"tools":["ffmpeg","other"],"buildTools":["python","ffmpeg"],"disk":{"minMB":22,"maxMB":67,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Unlicense","category":"permissive","detectedFrom":"github"},"categories":["video","audio"],"alternativeTo":[{"slug":"4k-video-downloader","name":"4K Video Downloader","confirmed":true}],"declaredAlternatives":[],"stars":204232,"downloads":237494047,"downloadsWeek":2341591,"downloadsDays":6,"growth":2108,"growthDays":6,"history":[{"date":"2026-10-25","stars":202124},{"date":"2026-10-26","stars":202593},{"date":"2026-10-27","stars":203013},{"date":"2026-10-28","stars":203404},{"date":"2026-10-29","stars":203712},{"date":"2026-10-30","stars":203991},{"date":"2026-10-31","stars":204232}],"firstPublishedAt":"2026-10-25T23:19:33.496Z","commitSha":"f264a6cbd1f630894da0f368df00f8aae50140e0","verifiedAt":"2026-10-29T01:39:08.513Z","lastCommitAt":"2026-10-29T20:36:17Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Save videos and audio from YouTube and thousands of other sites by typing commands in a terminal.","summary":"yt-dlp is a command-line program that saves videos and audio from YouTube and thousands of other websites to your computer. It can pick the quality, download whole playlists, subtitles and thumbnails, and turn videos into audio files such as MP3. There is no window with buttons: you type commands in a terminal. Windows, Mac and Linux each get a ready single-file program. For the best quality you also need ffmpeg, and full YouTube support needs a JavaScript runtime such as Deno.","easeRationale":"On Windows there is a ready single file (yt-dlp.exe), but it has no graphical window, you use it by typing commands, and the README strongly recommends also installing ffmpeg and a JavaScript runtime such as Deno. Mac gets the same kind of single file; on Linux the recommended download is a small file that needs Python already installed.","costNote":"Free. The code is public domain (Unlicense); the ready Windows, Mac and Linux programs include GPLv3+ code, so those files are under GPLv3+.","notVerified":["Whether the current stable release still works with YouTube and other sites on the day you use it; the README says stable is \"often stale and prone to external breakage\" and recommends the nightly channel","Whether downloading from a given site is allowed by that site's terms or by the copyright law where you live","Which sites need ffmpeg or a JavaScript runtime in practice, and how much disk space they add","Whether Windows or antivirus software warns about the single-file yt-dlp.exe"]},"zh-Hans":{"summaryShort":"通过在终端输入命令,从 YouTube 和数千个其他网站保存视频和音频。","summary":"yt-dlp 是一个命令行程序,可以把 YouTube 和数千个其他网站上的视频和音频保存到你的电脑。它可以选择画质,下载整个播放列表、字幕和缩略图,还能把视频转换成 MP3 等音频文件。它没有带按钮的窗口:你需要在终端里输入命令。Windows、Mac 和 Linux 各有一个现成的单文件程序。为了获得最佳画质,你还需要 ffmpeg,完整的 YouTube 支持则需要像 Deno 这样的 JavaScript 运行环境。","easeRationale":"在 Windows 上有一个现成的单文件程序(yt-dlp.exe),但它没有图形窗口,需要输入命令来使用,README 强烈建议同时安装 ffmpeg 和像 Deno 这样的 JavaScript 运行环境。Mac 提供同类型的单文件程序;在 Linux 上,推荐下载的是一个需要预先安装好 Python 的小文件。","costNote":"免费。代码属于公共领域(Unlicense);Windows、Mac 和 Linux 的现成程序包含 GPLv3+ 代码,因此这些文件遵循 GPLv3+ 协议。","notVerified":["当前的稳定版在你使用的那天是否仍能在 YouTube 和其他网站上正常工作;README 说稳定版'常常过时,容易受外部变化影响',并建议使用 nightly 频道","从某个网站下载内容是否符合该网站的条款,或者是否符合你所在地的版权法律","实际使用中哪些网站需要 ffmpeg 或 JavaScript 运行环境,以及它们会增加多少磁盘占用","Windows 或杀毒软件是否会对单文件 yt-dlp.exe 发出警告"]}}},{"id":"MDEwOlJlcG9zaXRvcnkxMDM5NTIw","slug":"ytdl-org__youtube-dl","name":"youtube-dl","owner":"ytdl-org","fullName":"ytdl-org/youtube-dl","type":"dev_tool","status":"alert","grade":"C","easeByPlatform":{"windows":"C","mac":"C","linux":"C"},"risk":"high","signals":[{"code":"stale_releases","severity":"attention","evidence":"最近一次发布在 2021-12-16（1778 天前）","source":"check","title":"发布版本已过时"},{"code":"bypasses_site_restrictions","severity":"attention","evidence":"README 的 OPTIONS 部分：\"--geo-bypass  Bypass geographic restriction via faking X-Forwarded-For HTTP header\" 和 \"--geo-bypass-country CODE\"。缓存部分写道 \"only YouTube player files (for videos with obfuscated signatures) are cached\"，说明该程序会绕过 YouTube 经过混淆的视频地址；Adobe Pass 相关选项（\"--ap-mso MSO\"、\"--ap-username\"、\"--ap-password\"）则用付费电视提供商的账号登录来获取其视频。这样保存视频违反了大多数视频网站的条款，在一些国家，绕过这类技术限制本身就是违法的。","source":"ai","title":"绕过网站的限制"},{"code":"no_release_since_2021","severity":"attention","evidence":"GitHub 上最新的发布版本是 2021.12.17（发布于 2021-12-16），最近一次提交是在 2025-11-26，距本次检测 337 天。视频网站经常变化，所以发布的 youtube-dl.exe 可能已经无法在这些网站上正常工作。","source":"ai","title":"自 2021 年以来没有新发布"},{"code":"downloads_installed_from_vendor_site_not_github","severity":"info","evidence":"README 的 INSTALLATION 部分告诉 UNIX 用户运行 \"sudo curl -L https://yt-dl.org/downloads/latest/youtube-dl -o /usr/local/bin/youtube-dl\"，告诉 Windows 用户获取 https://yt-dl.org/latest/youtube-dl.exe，也就是说这个文件来自 yt-dl.org，而不是来自本仓库的发布页面。程序本身也内置了 \"-U, --update  Update this program to latest version\"。","source":"ai","title":"下载来自厂商网站而非 github"},{"code":"can_run_commands_on_downloaded_files","severity":"info","evidence":"README 的后处理选项：\"--exec CMD  Execute a command on the file after downloading and post-processing\"，设置也可以来自一个配置文件（~/.config/youtube-dl/config 或 %APPDATA%\\youtube-dl\\config.txt），youtube-dl 会自动读取该文件，除非你传入 --ignore-config。","source":"ai","title":"可以对下载的文件执行命令"},{"code":"stores_account_passwords_in_a_file","severity":"info","evidence":"README 写道：各网站的登录凭据可以以明文形式保存在你主目录下的 .netrc 文件中，格式为 \"machine youtube login myaccount@gmail.com password my_youtube_password\"。","source":"ai","title":"把账号密码保存在一个文件中"},{"code":"possible_illegal_use","severity":"high","evidence":"该程序绕过视频网站自身的限制。README 的 OPTIONS、Geo Restriction 部分：\"--geo-bypass                         Bypass geographic restriction via faking X-Forwarded-For HTTP header\" 和 \"--geo-bypass-country CODE            Force bypass geographic restriction with explicitly provided two-letter ISO 3166-2 country code\"。README 的 --cache-dir 部分：\"At the moment, only YouTube player files (for videos with obfuscated signatures) are cached\"，说明它处理的是 YouTube 经过混淆的视频地址。README 的 Adobe Pass Options 部分：\"--ap-mso MSO                         Adobe Pass multiple-system operator (TV provider) identifier\"、\"--ap-username USERNAME\" 和 \"--ap-password PASSWORD\"，用于登录付费电视账号以获取其视频。视频网站的条款通常不允许保留副本，多个国家的法律也限制绕过技术保护措施。","source":"ai","title":"可能存在非法用途"}],"platforms":["windows","mac","linux"],"tools":["ffmpeg"],"buildTools":["python","ffmpeg"],"disk":{"minMB":8,"maxMB":23,"basis":"installer"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":"Unlicense","category":"permissive","detectedFrom":"github"},"categories":["video","audio","automation"],"alternativeTo":[{"slug":"4k-video-downloader","name":"4K Video Downloader","confirmed":true}],"declaredAlternatives":[],"stars":141442,"downloads":125141927,"downloadsWeek":3812,"downloadsDays":6,"growth":44,"growthDays":6,"history":[{"date":"2026-10-25","stars":141398},{"date":"2026-10-26","stars":141400},{"date":"2026-10-27","stars":141405},{"date":"2026-10-28","stars":141412},{"date":"2026-10-29","stars":141421},{"date":"2026-10-30","stars":141434},{"date":"2026-10-31","stars":141442}],"firstPublishedAt":"2026-10-25T23:19:34.355Z","commitSha":"956b8c585591b401a543e409accb163eeaaa1193","verifiedAt":"2026-10-30T01:46:00.376Z","lastCommitAt":"2026-10-30T13:23:57Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Download videos or their audio from YouTube and other video sites by typing commands.","summary":"youtube-dl is a command-line program that downloads videos from YouTube and many other video sites. You type a command with the video link, and it saves the file; it can also download whole playlists, pick a quality or keep only the audio. It has no windows or buttons, so it suits people comfortable with a terminal. On Windows there is a single .exe file; converting or merging formats needs ffmpeg. The last GitHub release is from December 2021, so it may not work with sites that changed since then.","easeRationale":"Windows is the shortest path and sets the grade: the release is a single 8 MB youtube-dl.exe that you place in a folder on your PATH and then drive by typing commands. Mac (brew install youtube-dl) and Linux (a sudo curl command into /usr/local/bin) take one terminal step more. On every system you also need ffmpeg to pull out audio or merge video and sound.","costNote":"Released to the public domain (Unlicense).","notVerified":["Whether it still downloads from YouTube and other major sites today.","Whether the yt-dl.org download links in the README still work and are still run by the project.","Whether the 2021 Windows .exe runs on current Windows without extra system files.","Whether downloading a given video is allowed by that site's terms or by the law where you live.","Whether the built-in --update command still finds a newer version."]},"zh-Hans":{"summaryShort":"通过输入命令，从 YouTube 和其他视频网站下载视频或其音频。","summary":"youtube-dl 是一个命令行程序，可以从 YouTube 和许多其他视频网站下载视频。你输入一条带有视频链接的命令，它就会保存文件；它还可以下载整个播放列表、选择清晰度，或者只保留音频。它没有窗口或按钮，所以更适合习惯使用终端的人。在 Windows 上只有一个单独的 .exe 文件；要转换或合并格式需要 ffmpeg。GitHub 上最后一次发布是在 2021 年 12 月，所以对于之后有变化的网站，它可能无法正常工作。","easeRationale":"Windows 是最简单的方式，也决定了评级：发行版只是一个 8 MB 的 youtube-dl.exe 文件，你把它放进 PATH 中的一个文件夹，然后通过输入命令来使用。Mac（brew install youtube-dl）和 Linux（一条 sudo curl 命令把文件放到 /usr/local/bin）都需要多一个终端步骤。在所有系统上，你还需要 ffmpeg 来提取音频或合并视频和声音。","costNote":"以公共领域方式发布（Unlicense）。","notVerified":["它目前是否仍能从 YouTube 和其他主要网站下载内容。","README 中 yt-dl.org 的下载链接是否仍然有效，以及是否仍由该项目维护。","2021 年的 Windows .exe 文件在当前的 Windows 系统上运行是否还需要额外的系统文件。","下载某个特定视频是否符合该网站的条款，或者是否符合你所在地区的法律规定。","内置的 --update 命令是否仍能找到更新的版本。"]}}},{"id":"R_kgDOVN7flQ","slug":"zagitta__gpu-unlock","name":"GPU Unlock","owner":"Zagitta","fullName":"Zagitta/gpu-unlock","type":"needs_setup","status":"alert","grade":"E","easeByPlatform":{"linux":"E"},"risk":"high","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"10 天内获得 11390 个星标","source":"check","title":"新仓库却有很多星标"},{"code":"no_license","severity":"info","evidence":"GitHub、许可证文件、LICENSES 文件夹和 winget 清单中都没有检测到许可证","source":"check","title":"没有许可证"},{"code":"vendor_firmware_lock_bypass","severity":"high","evidence":"这正是该项目的目的。README：它 \"combines the cmpunlocker's V67/PLM technique with the pre-driver timing of the UEFI approach\"，并在 NVIDIA 驱动绑定之前写入速度选择值 \"SS0 0x88888888\" 和 \"SS1 0x8\"；常见问题说 NVIDIA 出于 \"Market segmentation\" 限制了这些显卡。去掉厂商内置在显卡里的限制，违反 NVIDIA 的条款，并可能被视为规避技术保护措施，这在一些国家受到限制。","source":"ai","title":"绕过厂商的固件锁定"},{"code":"fake_installers_and_coins_circulating","severity":"attention","evidence":"FAQ：\"Do you have a website/coin/installer? A: No this is the one and only OG source for gpu-unlock. Crypto, websites, installers and what else is not associated with this project or the developer in any way shape or form.\" 关于 Windows：\"There are windows installer's floating around but I would recommend being ++very++ careful with those.\"","source":"ai","title":"流传着假冒的安装程序和代币"},{"code":"hardware_instability_risk","severity":"attention","evidence":"README：\"If the firmware on a card never stops, the module logs it and keeps the DMA buffers that firmware may still use until the next power off. Power off before trying again.\" 对于负责显示的那块显卡，\"screen is blank from that reset until nvidia-drm takes over\"。FAQ：\"It may heat up your GPU slightly\"。","source":"ai","title":"硬件运行不稳定的风险"},{"code":"license_stated_only_in_readme","severity":"info","evidence":"没有检测到许可证文件，但 README 写道 \"The kernel module and local packaging are GPL-2.0-only\"，并指向 licenses/ 文件夹；\"NVIDIA firmware remains under its own terms\"。","source":"ai","title":"许可证只写在 README 里"},{"code":"build_downloads_nvidia_files","severity":"info","evidence":"README，Local build：\"Every build downloads the NVIDIA/CachyOS inputs over HTTPS and generates firmware only in the build directory and the binary package.\" 软件包是 \"built from the working tree, uncommitted changes included\"。","source":"ai","title":"构建时会下载 NVIDIA 的文件"},{"code":"crypto_donation_addresses","severity":"info","evidence":"README 的 \"Support me\" 部分列出了 ETH、BTC 和 SOL 钱包地址，同时还有 GitHub Sponsors 和 Buy Me a Coffee。","source":"ai","title":"加密货币捐赠地址"}],"platforms":["linux"],"tools":["gpu_nvidia","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free"},"license":{"spdx":null,"category":"none","detectedFrom":null},"categories":["hardware","system"],"alternativeTo":[],"declaredAlternatives":[],"stars":13854,"downloads":447,"downloadsWeek":447,"downloadsDays":5,"growth":4123,"growthDays":5,"history":[{"date":"2026-10-26","stars":9731},{"date":"2026-10-27","stars":11367},{"date":"2026-10-28","stars":12372},{"date":"2026-10-29","stars":13087},{"date":"2026-10-30","stars":13490},{"date":"2026-10-31","stars":13854}],"firstPublishedAt":"2026-10-27T01:14:23.049Z","commitSha":"1fc6d628c49c7fba34ef3a2e7f758700d35ce890","verifiedAt":"2026-10-28T01:43:42.599Z","lastCommitAt":"2026-10-28T22:31:16Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A Linux add-on that removes the half-speed limit NVIDIA puts on GeForce RTX cards for certain AI calculations.","summary":"A Linux kernel module that loads at startup, before the NVIDIA driver, and removes the cap NVIDIA puts on GeForce tensor cores for FP16, BF16 and TF32 maths with FP32 accumulate. The README reports about double the matrix-multiply rate (RTX 3090: 75 to 125 TFLOPS) and, from user reports, 25–55% faster LLM prompt processing and image generation, with no change for gaming, quantized models or token generation. RTX 30 cards are called stable; RTX 20 and 40 are experimental and RTX 50 is not supported. You build it with make install, add a kernel boot option and restart.","easeRationale":"Linux is the only system it supports and there it is an E: you clone the repository, run make install (it builds a kernel module and installs distribution packages with your sudo password), then edit the kernel command line in GRUB, systemd-boot or your UKI setup by hand and restart. The author says he does not run Windows and only points at someone else's port.","notVerified":["Whether it works on your card, motherboard and Linux distribution; the figures come from users' own reports in the issues","Long-term stability, heat and power draw after the change","How much of the doubled rate reaches the AI programs you actually use","Whether the unlock holds on a laptop, since the README says powering the GPU down \"silently resets the unlock\"","What the generated firmware buffer, derived from \"the pinned CMP reference\", does beyond the README's description","Warranty and legal consequences of changing NVIDIA's locked settings in your country"]},"zh-Hans":{"summaryShort":"一个 Linux 附加组件,可解除 NVIDIA 在特定 AI 计算中对 GeForce RTX 显卡施加的半速限制。","summary":"这是一个在系统启动时、早于 NVIDIA 驱动加载的 Linux 内核模块,它解除了 NVIDIA 对 GeForce 张量核心在 FP16、BF16 和带 FP32 累加的 TF32 运算上施加的限制。README 报告矩阵乘法速率大约提升一倍(RTX 3090:从 75 提升到 125 TFLOPS),根据用户反馈,LLM 提示处理和图像生成速度提升 25%–55%,而游戏、量化模型或逐词生成则没有变化。RTX 30 系列被称为稳定,RTX 20 和 40 系列为实验性,RTX 50 不受支持。安装方式是运行 make install,添加一个内核启动选项,然后重启。","easeRationale":"Linux 是它唯一支持的系统,在该系统上评级为 E:你需要克隆仓库,运行 make install(它会编译一个内核模块,并用你的 sudo 密码安装发行版软件包),然后手动在 GRUB、systemd-boot 或你的 UKI 配置中编辑内核命令行,再重启。作者说他自己不使用 Windows,只是指出了别人做的移植版本。","notVerified":["它是否能在你的显卡、主板和 Linux 发行版上正常工作;这些数据来自用户在 issue 中自行反馈","更改之后的长期稳定性、发热和功耗情况","翻倍的速率在你实际使用的 AI 程序中究竟能体现多少","解锁效果在笔记本电脑上是否能保持,因为 README 说显卡断电会“悄悄重置解锁状态”","生成的固件缓冲区(源自“固定的 CMP 参考值”)除 README 所述之外还会做什么","在你所在国家,更改 NVIDIA 锁定设置可能带来的保修和法律后果"]}}},{"id":"R_kgDOUicD1g","slug":"zai-org__zcode","name":"ZCode","owner":"zai-org","fullName":"zai-org/ZCode","type":"dev_tool","status":"active","grade":"B","easeByPlatform":{"windows":"B"},"risk":"attention","signals":[{"code":"young_repo_many_stars","severity":"attention","evidence":"36 天内获得 8275 个星标","source":"check","title":"新仓库却有大量星标"},{"code":"github_release_behind_source","severity":"info","evidence":"README：'2026-10-19：更新至 ZCode v3.16.2 版本'，package.json 的版本为 '3.16.2'，但 GitHub 上唯一的发布版是 v3.14.3（2026-09-24）；更新的构建版本没有发布到 GitHub。","source":"ai","title":"GitHub 发布版落后于源码"},{"code":"usage_monitoring_sdk","severity":"info","evidence":"package.json patchedDependencies：'@arms/rum-electron@0.0.3'，这是一个面向 Electron 的真实用户监测（RUM）库；它上报哪些内容未经检查。","source":"ai","title":"使用情况监测 SDK"},{"code":"remote_assets_downloaded","severity":"info","evidence":".env.example：'ZCODE_REMOTE_ASSET_CDN_BASE_URL=https://cdn-zcode.z.ai/zcode/electron/releases/3.14.0' 和 'ZCODE_BASE_URL=https://zcode.z.ai'：该应用会从 Z.ai 的服务器获取运行时资源和内置的服务商配置。","source":"ai","title":"会下载远程资源"},{"code":"agent_shipped_as_bytecode","severity":"info","evidence":"package.json scripts：'build:desktop-agent:bytecode' 和 'dev:desktop:bytecode'：打包后的智能体可能已编译为字节码，这使它更难与源码进行比对。","source":"ai","title":"智能体以字节码形式发布"}],"platforms":["windows","mac"],"tools":[],"buildTools":["node"],"disk":{"minMB":143,"maxMB":429,"basis":"installer"},"apiKeys":["Z.ai account (OAuth login) or another model provider"],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"Apache-2.0","category":"permissive","detectedFrom":"github"},"categories":["development","chat_ai"],"alternativeTo":[{"slug":"claude-code","name":"Claude Code","confirmed":true},{"slug":"cursor","name":"Cursor","confirmed":true},{"slug":"github-copilot","name":"Copilot","confirmed":true}],"declaredAlternatives":[],"stars":8401,"downloads":6068,"downloadsWeek":824,"downloadsDays":5,"growth":126,"growthDays":5,"history":[{"date":"2026-10-26","stars":8275},{"date":"2026-10-27","stars":8314},{"date":"2026-10-28","stars":8339},{"date":"2026-10-29","stars":8358},{"date":"2026-10-30","stars":8386},{"date":"2026-10-31","stars":8401}],"firstPublishedAt":"2026-10-27T01:10:12.709Z","commitSha":"3c5b227649371507ddc4eb46ac5133afe6db1cab","verifiedAt":"2026-10-27T18:15:07.907Z","lastCommitAt":"2026-10-30T03:47:07Z","isMirror":false,"collectFailing":false,"reviewedBy":"founder","text":{"en":{"summaryShort":"Z.ai's AI coding assistant: a desktop app, web page and terminal tool where an AI agent writes and edits code in your projects.","summary":"ZCode is an AI programming workbench from Z.ai, the company behind the GLM models. It comes as a desktop app, a browser interface and a terminal agent that reads your project, writes code and runs tools, and it can work on remote machines over SSH or WSL. It is for programmers. Windows and macOS installers are on GitHub; you sign in with a Z.ai account or configure a model provider. Building from source needs Node.js 24 and pnpm. Prices and plan limits are not in the README.","easeRationale":"There is a 143 MB Windows .exe installer (v3.14.3); after installing you still need to sign in to Z.ai or set up a model provider before the agent works.","costNote":"The app is open source; it relies on Z.ai/GLM models through an account login or another model provider. The README points to NOTICE.md for plan and discount details and states no prices.","notVerified":["How much use is free and what a paid Z.ai plan costs.","What usage data the monitoring library and Z.ai services receive from your projects.","Whether the installer on GitHub matches this source, given the release is older than the code.","Which commands the AI agent runs on your machine and how it asks for permission."]},"zh-Hans":{"summaryShort":"Z.ai 的 AI 编程助手：桌面应用、网页和终端工具，由 AI 智能体在你的项目中编写和修改代码。","summary":"ZCode 是 Z.ai 推出的 AI 编程工作台，Z.ai 是 GLM 系列模型背后的公司。它提供桌面应用、浏览器界面和终端智能体三种形态，能读取你的项目、编写代码并运行工具，还可以通过 SSH 或 WSL 在远程机器上工作。它面向程序员。GitHub 上提供 Windows 和 macOS 安装程序；你需要用 Z.ai 账号登录，或配置一个模型服务商。从源代码构建需要 Node.js 24 和 pnpm。README 中没有写明价格和套餐限制。","easeRationale":"有一个 143 MB 的 Windows .exe 安装程序（v3.14.3）；安装后仍需登录 Z.ai 或配置模型服务商，智能体才能工作。","costNote":"应用本身开源；它通过账号登录或其他模型服务商使用 Z.ai/GLM 模型。README 指向 NOTICE.md 查看套餐和折扣详情，但没有列出价格。","notVerified":["免费额度有多少，以及 Z.ai 付费套餐的价格。","监控库和 Z.ai 服务会从你的项目中收到哪些使用数据。","鉴于发布的版本比代码更旧，GitHub 上的安装程序是否与当前源代码一致。","AI 智能体会在你的机器上运行哪些命令，以及它如何请求许可。"]}}},{"id":"R_kgDOVLVgEA","slug":"zcbacxc__mcd-party-planner","name":"MCD Party Planner","owner":"zcbacxc","fullName":"zcbacxc/mcd-party-planner","type":"needs_setup","status":"active","grade":"C","easeByPlatform":{"windows":"C"},"risk":"attention","signals":[{"code":"works_only_in_china","severity":"info","evidence":"README.md 和 .env.example 指向 https://open.mcd.cn/mcp，并通过手机号登录，所有示例都使用中国城市；它只与麦当劳中国的服务通信。","source":"ai","title":"只能在中国使用"},{"code":"can_place_a_real_paid_booking","severity":"attention","evidence":"README.md：派对预订默认是 dry_run（试运行），而 \"python -m src.cli party --city 成都市 --headcount 6 --confirm\" 会下达真实订单（示例中显示派对名额为 ¥50.0）。","source":"ai","title":"可能下达真实的付费预订"},{"code":"sends_your_search_to_mcdonalds","severity":"info","evidence":"README.md 说明，城市和关键词会作为查询参数发送给麦当劳的 MCP，输入内容只保留在内存中，不会写入磁盘。","source":"ai","title":"把你的搜索内容发给麦当劳"},{"code":"not_an_official_product","severity":"info","evidence":"README.md 第七节：这是参加麦当劳程序员节比赛的参赛作品，由个人独立开发，\"非麦当劳官方产品\"（不是麦当劳的官方产品）。","source":"ai","title":"不是官方产品"},{"code":"very_new_project","severity":"info","evidence":"项目信息：仓库创建于 2026-10-15，到 2026-10-27 已发布 7 个版本，1600 个星标。","source":"ai","title":"非常新的项目"}],"platforms":["windows","mac","linux"],"tools":["python"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":["McDonald's China MCP (MCD_MCP_TOKEN)"],"cost":{"model":"free"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["productivity","ai_skills"],"alternativeTo":[],"declaredAlternatives":[],"stars":1596,"downloads":0,"downloadsWeek":0,"downloadsDays":4,"growth":0,"growthDays":4,"history":[{"date":"2026-10-27","stars":1600},{"date":"2026-10-28","stars":1600},{"date":"2026-10-29","stars":1600},{"date":"2026-10-30","stars":1600},{"date":"2026-10-31","stars":1596}],"firstPublishedAt":"2026-10-27T18:40:28.119Z","commitSha":"40b91ffa00e189b4d8ed8011aa97ff52c0d8a124","verifiedAt":"2026-10-27T18:31:16.058Z","lastCommitAt":"2026-10-27T06:04:09Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Plans a group meal or a birthday party at McDonald's in China, with real store menus, real prices and booking slots.","summary":"You type a city, a neighbourhood, how many people and your budget, and this tool asks McDonald's China's official MCP service for nearby open stores, the real menu and the real price, then shows a few meal combinations with the total and the price per person. It can also look up birthday party slots and the campaign calendar. It works only with McDonald's China: you need a free token from open.mcd.cn (sign-in by Chinese phone number) and Python 3.9. It also runs as a WorkBuddy skill.","easeRationale":"You install Python 3.9, download the repository, request a token on open.mcd.cn and put it in a .env file, then run commands in the terminal; no extra packages are needed.","costNote":"The program is free and the McDonald's MCP token is free to request; the food and the party booking are of course paid.","notVerified":["Whether you can get a token without a Chinese phone number","Whether the commands run as shown on Windows","Whether the prices and store list match what you see in the McDonald's app on the day you run it","What exactly happens when you add --confirm and a real party order is created","Whether the offline replay snapshots in examples/ still match the current service"]},"zh-Hans":{"summaryShort":"帮你在中国麦当劳规划聚餐或生日派对,使用真实门店菜单、真实价格和预订时段。","summary":"你输入城市、商圈、人数和预算,这个工具就会向麦当劳中国官方MCP服务查询附近营业的门店、真实菜单和真实价格,然后给出几种套餐组合,包括总价和人均价格。它还能查询生日派对的预订时段和活动日历。它只支持中国麦当劳:你需要在open.mcd.cn申请一个免费token(用中国大陆手机号登录)并安装Python 3.9。它也可以作为WorkBuddy的一个skill运行。","easeRationale":"你安装Python 3.9,下载仓库,在open.mcd.cn申请一个token并填入.env文件,然后在终端里运行命令;不需要额外安装其他软件包。","costNote":"程序本身免费,麦当劳的MCP token申请也是免费的;当然,点餐和派对预订本身是要付费的。","notVerified":["没有中国大陆手机号是否也能申请到token。","这些命令在Windows上是否能按说明运行。","运行当天的价格和门店列表是否与麦当劳App里看到的一致。","加上--confirm参数、真正创建一个派对订单时具体会发生什么。","examples/目录里的离线回放快照是否仍与当前服务保持一致。"]}}},{"id":"MDEwOlJlcG9zaXRvcnkzNDA1NDc1MjA=","slug":"zed-industries__zed","name":"Zed","owner":"zed-industries","fullName":"zed-industries/zed","type":"ready_app","status":"active","grade":"A","easeByPlatform":{"windows":"A","mac":"A","linux":"A"},"risk":"attention","signals":[{"code":"license_not_detected_by_github","severity":"info","evidence":"GitHub 显示没有单一许可证（NOASSERTION）。该仓库同时带有 LICENSE-GPL 和 LICENSE-APACHE，README.md 写道：\"Zed source code is licensed primarily under GPL-3.0-or-later, with Apache-2.0 components where marked.\" GPL-3.0 是一种 copyleft（著佐权）许可证，所以你分发的改动必须在同样的条款下共享。","source":"ai","title":"github 未能识别出单一许可证"},{"code":"telemetry_built_in","severity":"attention","evidence":"Cargo.toml 中的 workspace 包含 `telemetry`、`telemetry_events`、`hang_telemetry` 和 `crashes` 这些 crate，说明该程序会发送使用数据和崩溃数据；README 没有说明具体收集了什么，也没有说明如何关闭。","source":"ai","title":"内置遥测功能"},{"code":"automatic_updates","severity":"info","evidence":"Cargo.toml 列出了 `auto_update`、`auto_update_helper` 和 `auto_update_ui` 这些 crate，说明已安装的程序可以自行下载并安装新版本。","source":"ai","title":"自动更新"},{"code":"sends_your_code_to_ai_services","severity":"attention","evidence":"`anthropic`、`open_ai`、`google_ai`、`mistral`、`deepseek`、`copilot_chat`、`cloud_llm_client` 和 `edit_prediction` 等 crate 是编辑器的一部分：当你使用 AI 面板或编辑预测功能时，你正在处理的文件会被发送给所选的服务商。","source":"ai","title":"把你的代码发送给 ai 服务"},{"code":"pre_release_published_alongside_stable","severity":"info","evidence":"最新的发布版本是 v1.27.0-pre（2026-10-28），这是一个与同日期的稳定版 v1.26.2 一同发布的预览通道。","source":"ai","title":"预览版与稳定版同时发布"}],"platforms":["windows","mac","linux"],"tools":[],"buildTools":["docker","rust"],"disk":{"minMB":62,"maxMB":185,"basis":"installer"},"apiKeys":["Anthropic","OpenAI","Google AI","GitHub Copilot"],"cost":{"model":"freemium"},"license":{"spdx":"NOASSERTION","category":"other","detectedFrom":"github"},"categories":["development","ai_agents"],"alternativeTo":[{"slug":"sublime-text","name":"Sublime Text","confirmed":true},{"slug":"cursor","name":"Cursor","confirmed":true},{"slug":"jetbrains-ides","name":"IDEs","confirmed":true}],"declaredAlternatives":[],"stars":92466,"downloads":37459858,"downloadsWeek":467905,"downloadsDays":5,"growth":220,"growthDays":5,"history":[{"date":"2026-10-26","stars":92246},{"date":"2026-10-27","stars":92299},{"date":"2026-10-28","stars":92346},{"date":"2026-10-29","stars":92389},{"date":"2026-10-30","stars":92438},{"date":"2026-10-31","stars":92466}],"firstPublishedAt":"2026-10-27T01:10:12.710Z","commitSha":"a4b39c38e0056a5631a6f49f7fb13d4d1c4b6a9c","verifiedAt":"2026-11-01T01:41:49.176Z","lastCommitAt":"2026-11-01T00:33:56Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"A fast code editor for Windows, Mac and Linux with built-in AI help and live editing with other people.","summary":"Zed is a code editor you download and install like any other program. It is written in Rust for speed, supports many languages, a terminal, a debugger, Git, extensions and themes, lets several people edit the same project together, and has a built-in AI panel that can work with Anthropic, OpenAI, Google, Mistral, DeepSeek, GitHub Copilot or a local model through Ollama or LM Studio. Installers are published for Windows, macOS and Linux (about 55-92 MB). There is no web version yet.","easeRationale":"A on all three: every release has a ready file to download and open — Zed-x86_64.exe for Windows, Zed-x86_64.dmg for macOS and zed-linux-x86_64.tar.gz for Linux — and the README also points to package managers for each system. Nothing else has to be installed to start editing.","costNote":"The editor is open source and free; the AI features need either your own API key or a paid plan from Zed Industries, Inc., the for-profit company that develops it.","notVerified":["Whether it runs smoothly on your graphics card, especially on Linux","What the telemetry crates actually send and whether a setting turns them off","How much the AI features cost in practice with your own key or a Zed plan","Whether the published installers were built from this source code"]},"zh-Hans":{"summaryShort":"一款适用于 Windows、Mac 和 Linux 的快速代码编辑器，内置 AI 辅助，并支持与他人实时协同编辑。","summary":"Zed 是一款像其他普通程序一样下载安装的代码编辑器。它用 Rust 编写以追求速度，支持多种编程语言、终端、调试器、Git、扩展和主题，可以让多人同时编辑同一个项目，还内置了一个 AI 面板，可以配合 Anthropic、OpenAI、Google、Mistral、DeepSeek、GitHub Copilot，或者通过 Ollama、LM Studio 使用本地模型。Windows、macOS 和 Linux 都发布了安装程序（大约 55-92 MB）。目前还没有网页版本。","easeRationale":"三个系统都是 A：每个发布版本都有现成的文件可以下载并打开——Windows 的 Zed-x86_64.exe、macOS 的 Zed-x86_64.dmg 和 Linux 的 zed-linux-x86_64.tar.gz——README 还为每个系统指出了对应的包管理器。不需要再安装别的东西就能开始编辑。","costNote":"该编辑器是开源且免费的；AI 功能需要你自己的 API 密钥，或者来自开发该编辑器的营利性公司 Zed Industries, Inc. 的付费计划。","notVerified":["它在你的显卡上是否能顺畅运行，尤其是在 Linux 上","遥测相关的 crate 实际发送了什么，是否有设置可以关闭它们","用自己的密钥或 Zed 计划实际使用 AI 功能要花多少钱","发布的安装程序是否确实由这份源代码构建而成"]}}},{"id":"R_kgDOU-TOoA","slug":"zhongerxin__iphone-use","name":"iPhone-use","owner":"zhongerxin","fullName":"zhongerxin/iPhone-use","type":"needs_setup","status":"active","grade":"E","easeByPlatform":{"mac":"E"},"risk":"attention","signals":[{"code":"telemetry_on_by_default","severity":"attention","evidence":"README.md：该插件默认会向一个 PostHog 项目和一个 GA4 属性发送匿名使用统计，内容包括工具调用、连接状态、耗时、错误类别以及它所启动应用的标识符；可以用 IPHONE_USE_ANALYTICS=0 或 DO_NOT_TRACK=1 关闭（详见 ANALYTICS.md）。","source":"ai","title":"默认开启遥测"},{"code":"ai_controls_your_real_phone","severity":"attention","evidence":"README.md 列出了 pua_tap、pua_swipe、pua_type_text、pua_launch_app 和 pua_batch 等工具，它们会直接操作已连接的 iPhone，示例包括操作微信的联系人和聊天列表。README 本身也提醒：超时或中断的操作结果可能不确定，而密码、验证码和 Face ID 必须由本人完成。","source":"ai","title":"AI 会操控你的真实手机"},{"code":"phone_developer_mode_and_resigned_app","severity":"attention","evidence":"README.md 要求信任这台 Mac、在 iPhone 上开启开发者模式，并安装用你自己的 Apple 团队签名的 WebDriverAgentRunner（固定的 WDA 提交 16.14.0），这会让一个自动化服务一直运行在手机上。","source":"ai","title":"手机需开启开发者模式并重新签名应用"},{"code":"readme_says_repository_is_private","severity":"info","evidence":"README.md 称该仓库目前是私有的，需要 GitHub 访问权限或源码包，但该仓库实际上是公开的，并且有 34 个发布版本：说明文字与项目的实际状态不一致。","source":"ai","title":"README 称仓库是私有的"}],"platforms":["mac"],"tools":["python","node","other"],"buildTools":[],"disk":{"minMB":null,"maxMB":null,"basis":"unknown"},"apiKeys":[],"cost":{"model":"free_with_paid_api"},"license":{"spdx":"MIT","category":"permissive","detectedFrom":"github"},"categories":["ai_agents","ai_skills","hardware"],"alternativeTo":[],"declaredAlternatives":[],"stars":4811,"downloads":375,"downloadsWeek":51,"downloadsDays":5,"growth":134,"growthDays":5,"history":[{"date":"2026-10-26","stars":4677},{"date":"2026-10-27","stars":4710},{"date":"2026-10-28","stars":4739},{"date":"2026-10-29","stars":4764},{"date":"2026-10-30","stars":4790},{"date":"2026-10-31","stars":4811}],"firstPublishedAt":"2026-10-27T01:10:12.711Z","commitSha":"3ce9c080534e89fab91a237bf1c53a4a7e9d80a7","verifiedAt":"2026-10-28T01:35:24.079Z","lastCommitAt":"2026-10-22T13:43:00Z","isMirror":false,"collectFailing":false,"reviewedBy":"ai","text":{"en":{"summaryShort":"Lets an AI assistant on your Mac open apps, tap, type and read screens on your own iPhone through a USB cable.","summary":"An add-on for AI assistants (Codex, WorkBuddy or Doubao) that gives them control of a real iPhone connected by USB. You describe a task in plain words and the assistant opens apps, reads the page, taps, scrolls, types text and collects lists, while a side panel shows the phone screen live. It only runs on a Mac and you need the full Xcode, your own Apple developer account, Python 3.9+, Node.js 20+ and an unlocked iPhone with developer mode on. The first setup builds and signs Appium's WebDriverAgent onto the phone.","easeRationale":"Mac only, and the hardest part is on the phone: the dependency table requires the full Xcode (not just Command Line Tools), an Apple account with a signing team, and building, signing and launching the WebDriverAgent app on your iPhone, plus Python, Node.js and npm. The README offers a prompt so the assistant can walk you through it, but Apple login, device trust, developer mode and signing still have to be done by hand.","costNote":"The code is free (MIT), but it only works inside a paid AI assistant such as Codex, WorkBuddy or Doubao.","notVerified":["Whether the WebDriverAgent build and signing really completes with a free or personal Apple account, and on which iOS versions","Whether the live screen preview and the taps work as described on each iPhone model","What exactly is sent to PostHog and GA4 while you use it, and whether the off switch stops all of it","How much disk space the full Xcode plus the WDA build take on the Mac","The cost of the AI assistant tokens consumed by long phone tasks"]},"zh-Hans":{"summaryShort":"让你 Mac 上的 AI 助手通过 USB 数据线打开应用、点击、输入文字,并读取你自己 iPhone 的屏幕内容。","summary":"这是一个面向 AI 助手(Codex、WorkBuddy 或豆包)的扩展,让它们能够控制通过 USB 连接的真实 iPhone。你用简单的语言描述一项任务,助手就会打开应用、读取页面内容、点击、滚动、输入文字并收集列表信息,同时一个侧边面板会实时显示手机屏幕。它只能在 Mac 上运行,你需要完整的 Xcode、你自己的苹果开发者账号、Python 3.9+、Node.js 20+,以及一台已解锁且开启了开发者模式的 iPhone。首次配置会在手机上编译并签名 Appium 的 WebDriverAgent。","easeRationale":"仅支持 Mac,而最难的部分发生在手机端:依赖列表要求安装完整的 Xcode(而不只是 Command Line Tools)、拥有签名团队的苹果账号,并在你的 iPhone 上编译、签名并启动 WebDriverAgent 应用,此外还需要 Python、Node.js 和 npm。README 提供了一段提示词,让助手引导你完成操作,但苹果账号登录、设备信任、开发者模式和签名仍然需要手动完成。","costNote":"代码本身免费(MIT 许可),但它只能在付费 AI 助手(如 Codex、WorkBuddy 或豆包)内部使用。","notVerified":["WebDriverAgent 的编译和签名是否真的能用免费或个人苹果账号完成,以及在哪些 iOS 版本上可行","实时屏幕预览和点击操作是否真的在每款 iPhone 机型上都能如描述那样工作","使用过程中究竟向 PostHog 和 GA4 发送了什么数据,以及关闭开关是否真的能停止全部数据发送","完整的 Xcode 加上 WDA 构建在 Mac 上一共占用多少磁盘空间","长时间手机任务所消耗的 AI 助手 token 费用"]}}}]}