# GitRank — Real-Time GitHub Open-Source Velocity & Gold-Mining Leaderboard > GitRank (https://gitrank.cc) is an authoritative, anti-spam GitHub open-source intelligence platform updated every 6 hours. It tracks 26,219+ active repositories, applies a 4-layer anti-botnet & engineering quality filter (eliminating 0-fork spam, malware droppers, and artificial star inflation), and provides bespoke bilingual (Chinese & English) plain-talk summaries and 30-week verified star history curves. - **Latest Snapshot Date**: 2026-10-31 - **Full Knowledge Base for LLMs**: https://gitrank.cc/llms-full.txt - **Sitemap**: https://gitrank.cc/sitemap.xml - **RSS Feed**: https://gitrank.cc/feed.xml ## Daily 60-Second Open-Source Pulse Brief (2026-10-31) - **中文早报**: 今日全网领涨焦点集中在 rea (+4799)、jailbreaks (+2341)、DeepTutor (+1823);AI 与大模型由 rea 与 DeepTutor 领跑,Agent 技能赛道 dsh-go、impeccable 持续高热,30 天新星榜中 florilegium 展现出极高爆发斜率。 - **English Brief**: Today's global surge is led by rea, jailbreaks, DeepTutor, with strong velocity across AI (rea, DeepTutor), Agent Skills (dsh-go, impeccable), and breakout gem florilegium. ## Core Leaderboard Categories - **[全站飙升 / Trending](https://gitrank.cc/zh/hot/today/)** ([EN](https://gitrank.cc/en/hot/today/)): 全网综合实时增速大盘,融合多源社区共振与防刷星含金量加权排序 (Global trending repositories ranked by verified star velocity and multi-community resonance) - **[极客发现 / Discover](https://gitrank.cc/zh/discover/today/)** ([EN](https://gitrank.cc/en/discover/today/)): 不看存量只看锋芒,专注挖掘 30 天内降生的硬核工程新星与爆发黑马 (High-signal breakout engineering gems born within 30 days ranked by relative velocity) - **[AI & 大模型 / AI & LLMs](https://gitrank.cc/zh/ai/today/)** ([EN](https://gitrank.cc/en/ai/today/)): 大模型训练与推理引擎、多智能体框架、RAG 向量检索与多模态生成工程 (LLM inference engines, multi-agent frameworks, RAG pipelines & multimodal generation) - **[Agent 技能 / Skills & MCP](https://gitrank.cc/zh/skills/today/)** ([EN](https://gitrank.cc/en/skills/today/)): Claude Code / Cursor / Codex / Antigravity 技能包 (SKILL.md)、MCP 服务、CLAUDE.md 规范与智能体插件 (Agent Skills (SKILL.md), MCP servers, CLAUDE.md / Cursor rules, and coding agent plugins) - **[生产力工具 / Productivity](https://gitrank.cc/zh/tools/today/)** ([EN](https://gitrank.cc/en/tools/today/)): Docker 自托管服务、跨平台桌面神器、终端 CLI 与开发者效率利器 (Self-hosted software, desktop utilities, CLI tools & developer productivity) - **[底层与架构 / Infra & Core](https://gitrank.cc/zh/dev/today/)** ([EN](https://gitrank.cc/en/dev/today/)): 编程语言运行时、Web 与全栈核心框架、数据库引擎、云原生与操作系统内核 (Language runtimes, web frameworks, databases, cloud-native DevOps & OS kernels) - **[知识与路线 / Knowledge](https://gitrank.cc/zh/learn/today/)** ([EN](https://gitrank.cc/en/learn/today/)): 系统设计路线图、Awesome 权威索引、开源电子书与算法面试宝典 (System design roadmaps, Awesome lists, open-source books & interview guides) - **[创意与极客 / Creative & Games](https://gitrank.cc/zh/fun/today/)** ([EN](https://gitrank.cc/en/fun/today/)): 独立开源游戏、复古主机模拟器与静态重编译移植、创意编程与极客整活 (Indie open-source games, console emulators & static recompilations, creative coding) - **[名人殿堂 / Hall of Fame](https://gitrank.cc/zh/classic/all/)** ([EN](https://gitrank.cc/en/classic/all/)): 历史总 Star 最高的划时代神作与长青技术殿堂 (All-time legend projects with highest total stars) --- ## Top Trending in 全站飙升 (Trending) — 2026-10-31 1. **[morluto/rea](https://gitrank.cc/zh/repo/morluto/rea/)** (+4,799★ today (412,969★ total) · TypeScript · Health 98/100) - **中文解析**: 用 AI 智能体逆向分析应用行为乃至原生二进制文件,支持 Ghidra 等工具。 - **Summary**: Use AI agents to reverse engineer app behavior and native binaries with tool integrations. 2. **[togg53192-cmd/jailbreaks](https://gitrank.cc/zh/repo/togg53192-cmd/jailbreaks/)** (+2,341★ today (11,467★ total) · Multi-lang · Health 97/100) - **中文解析**: 汇总作者整理的越狱条目,方便集中查看其收录内容。 - **Summary**: A personal list of jailbreaks, collected for easy browsing. 3. **[HKUDS/DeepTutor](https://gitrank.cc/zh/repo/HKUDS/DeepTutor/)** (+1,823★ today (51,964★ total) · Python · Health 98/100) - **中文解析**: 港大团队的个性化 AI 导师,用多智能体与 RAG 实现长期跟踪式互动学习。 - **Summary**: HKU's personalized AI tutoring system uses multi-agent systems and RAG for lifelong interactive learning. 4. **[ccch1mneyyy/dsh-go](https://gitrank.cc/zh/repo/ccch1mneyyy/dsh-go/)** (+2,118★ today (2,830★ total) · Dart · Health 96/100) - **中文解析**: 把 DeepSeek 编程助手装进手机:安卓本地跑,也能遥控电脑上的 Agent 写代码改 bug,不用死守桌面。 - **Summary**: Puts a DeepSeek coding agent in your pocket: runs natively on Android and remotely controls your computer to write and fix code. 5. **[pbakaus/impeccable](https://gitrank.cc/zh/repo/pbakaus/impeccable/)** (+1,881★ today (97,322★ total) · Rust · Health 96/100) - **中文解析**: 给编程助手用的设计词汇表,用 polish、bolder 调方向,用 critique、audit 做评审,提前拦截 AI 生成的粗糙界面。 - **Summary**: A design vocabulary for coding agents, letting you steer with polish and bolder and review with critique and audit to catch AI slop before shipping. 6. **[thedotmack/claude-mem](https://gitrank.cc/zh/repo/thedotmack/claude-mem/)** (+1,693★ today (106,606★ total) · TypeScript · Health 98/100) - **中文解析**: 为多个 AI 编程代理提供跨会话持久记忆,自动压缩历史并注入相关上下文。 - **Summary**: Gives AI coding agents persistent memory across sessions by compressing history and injecting relevant context. 7. **[Ebony-Vinyl/dsh-our-free-model](https://gitrank.cc/zh/repo/Ebony-Vinyl/dsh-our-free-model/)** (+1,907★ today (53,176★ total) · JavaScript · Health 92/100) - **中文解析**: 给 dsh 装个插件,免登录、免 API Key 就能免费调用 DeepSeek、Kimi 等模型。 - **Summary**: A dsh plugin that lets you use DeepSeek, Kimi and other frontier models free, with no login or API key. 8. **[debpalash/VoiceStudio](https://gitrank.cc/zh/repo/debpalash/VoiceStudio/)** (+1,506★ today (95,958★ total) · Python · Health 98/100) - **中文解析**: 本地运行的开源语音工作台,集声音克隆、配音、转录和有声书制作于一体,支持646种语言。 - **Summary**: A fully local open-source voice studio for cloning, dubbing, transcription and audiobook creation across 646 languages. 9. **[Gathin23/cleanyourtv](https://gitrank.cc/zh/repo/Gathin23/cleanyourtv/)** (+1,455★ today (46,978★ total) · Python · Health 98/100) - **中文解析**: 通过 Wi-Fi 远程精简 Android 或 Google TV 的预装应用,并换成类似 Apple TV 的简洁桌面。 - **Summary**: Debloat any Android or Google TV over Wi-Fi and get a clean Apple TV-style home screen. 10. **[cloudflare/security-audit-skill](https://gitrank.cc/zh/repo/cloudflare/security-audit-skill/)** (+1,375★ today (54,349★ total) · JavaScript · Health 82/100) - **中文解析**: 为编码代理提供多阶段安全审计,结果可机读并独立验证。 - **Summary**: A coding-agent skill running multi-phase security audits with machine-readable, independently verified findings. 11. **[ifixai-ai/iFixAi](https://gitrank.cc/zh/repo/ifixai-ai/iFixAi/)** (+1,554★ today (39,651★ total) · Python · Health 96/100) - **中文解析**: 对 AI Agent 做独立审计,两分钟内回答它是否按预期行事,可用于合规与风险评估。 - **Summary**: Independent AI agent auditing that answers in under two minutes whether an agent does what it should. 12. **[milind-soni/OpenMausBot](https://gitrank.cc/zh/repo/milind-soni/OpenMausBot/)** (+1,295★ today (8,900★ total) · TypeScript · Health 98/100) - **中文解析**: 开源的 Grok Bot 替代品,让 AI 机器人用上自托管虚拟机。 - **Summary**: Self-hosted open-source Grok Bot alternative that gives AI agents a virtual machine. ## Top Trending in 极客发现 (Discover) — 2026-10-31 1. **[kevinraymond/florilegium](https://gitrank.cc/zh/repo/kevinraymond/florilegium/)** (+739★ today (739★ total) · Lua · Health 92/100) - **中文解析**: 用Lua编写的LuaLaTeX文档排版扩展,可在页面边缘程序化生成代尔夫特蓝风格的古典花卉装饰边框。 - **Summary**: LuaLaTeX typesetting package written in Lua that procedurally generates intricate Delft-blue floral decorative borders along document page margins. 2. **[patch-gg/pixelfx](https://gitrank.cc/zh/repo/patch-gg/pixelfx/)** (+428★ today (428★ total) · JavaScript · Health 98/100) - **中文解析**: 收录232种纯代码实现的像素风视觉特效库,附带Claude技能插件,方便游戏开发者快速定制动画特效。 - **Summary**: Collection of 232 code-driven pixel art visual effects paired with a Claude Code skill for creating custom game animations. 3. **[heydamir/unslop](https://gitrank.cc/zh/repo/heydamir/unslop/)** (+1,287★ today (1,556★ total) · JavaScript · Health 96/100) - **中文解析**: 专为Claude打造的界面美化技能,消除AI前端代码的廉价模板感,重构为精致专业的网页界面。 - **Summary**: Claude coding skill that transforms generic AI-generated frontend layouts into polished, professionally designed user interfaces with refined visual styling. 4. **[TinsmithConsole60/Roblox-Account-Manager-Multi-Account-Tool-2026](https://gitrank.cc/zh/repo/TinsmithConsole60/Roblox-Account-Manager-Multi-Account-Tool-2026/)** (+300★ today (300★ total) · Python · Health 98/100) - **中文解析**: 面向Roblox玩家的多账号桌面管理工具,支持一键切换游戏账号、管理登录会话及分类整理角色配置文件。 - **Summary**: Desktop multi-account manager for Roblox that lets players switch accounts, maintain active login sessions, and organize user profiles easily. 5. **[wangzan101/Mika](https://gitrank.cc/zh/repo/wangzan101/Mika/)** (+1,316★ today (1,741★ total) · Kotlin · Health 98/100) - **中文解析**: 基于无障碍服务的安卓端私人AI助手,可自动跨应用点击操作与浏览网页,替用户完成日常手机任务。 - **Summary**: On-device Android AI assistant using accessibility services to autonomously operate mobile apps and browse the web to complete user tasks. 6. **[QuantumBladesmith/FPS-Optimizer-Universal-Game-Performance-Booster-2026](https://gitrank.cc/zh/repo/QuantumBladesmith/FPS-Optimizer-Universal-Game-Performance-Booster-2026/)** (+264★ today (264★ total) · Python · Health 98/100) - **中文解析**: 通用PC游戏帧率优化工具,提供一键式系统性能配置以提升帧率、减少画面卡顿延迟,且修改均可随时还原。 - **Summary**: Universal PC game performance optimizer offering reversible one-click tuning profiles to boost frame rates and reduce gameplay lag and stutters. 7. **[Pluviobyte/douyin-comments](https://gitrank.cc/zh/repo/Pluviobyte/douyin-comments/)** (+247★ today (247★ total) · JavaScript · Health 98/100) - **中文解析**: 抓取抖音单条视频完整一级与楼中楼评论的智能体技能,直接复用已登录Chrome浏览器请求与页面签名。 - **Summary**: Agent skill that scrapes complete Douyin video comment threads by replaying authenticated Chrome browser requests and native page SDK signatures. 8. **[valentderah/totk-pc-recomp](https://gitrank.cc/zh/repo/valentderah/totk-pc-recomp/)** (+1,264★ today (1,818★ total) · C · Health 96/100) - **中文解析**: Static recompilation of The Legend of Zelda: Tears… 开源技术工具。 - **Summary**: Static recompilation of The Legend of Zelda: Tears of the Kingdom to native Windows x86-64, with a Vulkan renderer. Game files not included. 9. **[N1nEmAn/sapper-v2](https://gitrank.cc/zh/repo/N1nEmAn/sapper-v2/)** (+215★ today (215★ total) · Python · Health 96/100) - **中文解析**: 采用指挥官与工作蜂群架构的自主渗透测试多智能体系统,结合分层事实意图图谱实现无人值守攻防演练。 - **Summary**: Autonomous multi-agent penetration testing system combining an AI commander, worker swarm, and layered fact-intent graphs for unattended security auditing. 10. **[microsoft/TokenEconomizer](https://gitrank.cc/zh/repo/microsoft/TokenEconomizer/)** (+1,216★ today (2,292★ total) · Python · Health 96/100) - **中文解析**: 给编程智能体做黑盒成本控制,不用改代码就能压住 token 账单,帮开发者少花冤枉钱。 - **Summary**: Black-box cost control for coding agents that cuts token bills without changing your code. 11. **[dbreunig/nesformer](https://gitrank.cc/zh/repo/dbreunig/nesformer/)** (+185★ today (185★ total) · Python · Health 92/100) - **中文解析**: 将红白机NES处理器指令集直接编译进Qwen3.5大模型权重中的实验项目,展示神经网络模拟CPU运算的能力。 - **Summary**: Experimental project that compiles a functional NES CPU instruction interpreter directly into the weights of a standard Qwen3.5 language model. 12. **[herdrdev/herdr-app](https://gitrank.cc/zh/repo/herdrdev/herdr-app/)** (+579★ today (1,012★ total) · Rust · Health 97/100) - **中文解析**: 用 Rust 写的桌面客户端应用,想给用户一个原生、轻量的本地使用入口,不用开浏览器、也不依赖网页版。 - **Summary**: A desktop client app built in Rust, offering a native lightweight local alternative to running it in a browser. ## Top Trending in AI & 大模型 (AI & LLMs) — 2026-10-31 1. **[morluto/rea](https://gitrank.cc/zh/repo/morluto/rea/)** (+4,799★ today (412,969★ total) · TypeScript · Health 98/100) - **中文解析**: 用 AI 智能体逆向分析应用行为乃至原生二进制文件,支持 Ghidra 等工具。 - **Summary**: Use AI agents to reverse engineer app behavior and native binaries with tool integrations. 2. **[HKUDS/DeepTutor](https://gitrank.cc/zh/repo/HKUDS/DeepTutor/)** (+1,823★ today (51,964★ total) · Python · Health 98/100) - **中文解析**: 港大团队的个性化 AI 导师,用多智能体与 RAG 实现长期跟踪式互动学习。 - **Summary**: HKU's personalized AI tutoring system uses multi-agent systems and RAG for lifelong interactive learning. 3. **[debpalash/VoiceStudio](https://gitrank.cc/zh/repo/debpalash/VoiceStudio/)** (+1,506★ today (95,958★ total) · Python · Health 98/100) - **中文解析**: 本地运行的开源语音工作台,集声音克隆、配音、转录和有声书制作于一体,支持646种语言。 - **Summary**: A fully local open-source voice studio for cloning, dubbing, transcription and audiobook creation across 646 languages. 4. **[Gathin23/cleanyourtv](https://gitrank.cc/zh/repo/Gathin23/cleanyourtv/)** (+1,455★ today (46,978★ total) · Python · Health 98/100) - **中文解析**: 通过 Wi-Fi 远程精简 Android 或 Google TV 的预装应用,并换成类似 Apple TV 的简洁桌面。 - **Summary**: Debloat any Android or Google TV over Wi-Fi and get a clean Apple TV-style home screen. 5. **[ifixai-ai/iFixAi](https://gitrank.cc/zh/repo/ifixai-ai/iFixAi/)** (+1,554★ today (39,651★ total) · Python · Health 96/100) - **中文解析**: 对 AI Agent 做独立审计,两分钟内回答它是否按预期行事,可用于合规与风险评估。 - **Summary**: Independent AI agent auditing that answers in under two minutes whether an agent does what it should. 6. **[milind-soni/OpenMausBot](https://gitrank.cc/zh/repo/milind-soni/OpenMausBot/)** (+1,295★ today (8,900★ total) · TypeScript · Health 98/100) - **中文解析**: 开源的 Grok Bot 替代品,让 AI 机器人用上自托管虚拟机。 - **Summary**: Self-hosted open-source Grok Bot alternative that gives AI agents a virtual machine. 7. **[wangzan101/Mika](https://gitrank.cc/zh/repo/wangzan101/Mika/)** (+1,316★ today (1,741★ total) · Kotlin · Health 98/100) - **中文解析**: 基于无障碍服务的安卓端私人AI助手,可自动跨应用点击操作与浏览网页,替用户完成日常手机任务。 - **Summary**: On-device Android AI assistant using accessibility services to autonomously operate mobile apps and browse the web to complete user tasks. 8. **[microsoft/TokenEconomizer](https://gitrank.cc/zh/repo/microsoft/TokenEconomizer/)** (+1,216★ today (2,292★ total) · Python · Health 96/100) - **中文解析**: 给编程智能体做黑盒成本控制,不用改代码就能压住 token 账单,帮开发者少花冤枉钱。 - **Summary**: Black-box cost control for coding agents that cuts token bills without changing your code. 9. **[stablyai/orca](https://gitrank.cc/zh/repo/stablyai/orca/)** (+990★ today (111,256★ total) · TypeScript · Health 96/100) - **中文解析**: 把多个编码智能体集中管理的工作台,支持桌面、移动和远程运行,可用自己的订阅。 - **Summary**: A workbench for running and orchestrating fleets of coding agents across desktop, mobile, and remote runtimes. 10. **[deepseek-ai/deepseek-harness](https://gitrank.cc/zh/repo/deepseek-ai/deepseek-harness/)** (+931★ today (266,877★ total) · TypeScript · Health 98/100) - **中文解析**: DeepSeek 开源的智能体框架,一切皆插件,能力靠插件拼装扩展。 - **Summary**: DeepSeek's open-source agent framework where every capability is built as a plugin. 11. **[yetone/magpie](https://gitrank.cc/zh/repo/yetone/magpie/)** (+891★ today (26,449★ total) · Go · Health 98/100) - **中文解析**: 在菜单栏里把 Codex、Claude Code 等客户端接到 DeepSeek、Kimi 等任意模型上。 - **Summary**: A menu bar app that points Codex, Claude Code and other agents at any model you choose. 12. **[anhao/ai-pose-gallery-zh](https://gitrank.cc/zh/repo/anhao/ai-pose-gallery-zh/)** (+883★ today (4,141★ total) · TypeScript · Health 98/100) - **中文解析**: 中文汉化的 AI 姿势参考图库,含 2878 张图片,零依赖静态画廊可直接部署。 - **Summary**: A Chinese-localized AI pose reference gallery with 2,878 images, built as a zero-dependency static site. ## Top Trending in Agent 技能 (Skills & MCP) — 2026-10-31 1. **[ccch1mneyyy/dsh-go](https://gitrank.cc/zh/repo/ccch1mneyyy/dsh-go/)** (+2,118★ today (2,830★ total) · Dart · Health 96/100) - **中文解析**: 把 DeepSeek 编程助手装进手机:安卓本地跑,也能遥控电脑上的 Agent 写代码改 bug,不用死守桌面。 - **Summary**: Puts a DeepSeek coding agent in your pocket: runs natively on Android and remotely controls your computer to write and fix code. 2. **[pbakaus/impeccable](https://gitrank.cc/zh/repo/pbakaus/impeccable/)** (+1,881★ today (97,322★ total) · Rust · Health 96/100) - **中文解析**: 给编程助手用的设计词汇表,用 polish、bolder 调方向,用 critique、audit 做评审,提前拦截 AI 生成的粗糙界面。 - **Summary**: A design vocabulary for coding agents, letting you steer with polish and bolder and review with critique and audit to catch AI slop before shipping. 3. **[thedotmack/claude-mem](https://gitrank.cc/zh/repo/thedotmack/claude-mem/)** (+1,693★ today (106,606★ total) · TypeScript · Health 98/100) - **中文解析**: 为多个 AI 编程代理提供跨会话持久记忆,自动压缩历史并注入相关上下文。 - **Summary**: Gives AI coding agents persistent memory across sessions by compressing history and injecting relevant context. 4. **[Ebony-Vinyl/dsh-our-free-model](https://gitrank.cc/zh/repo/Ebony-Vinyl/dsh-our-free-model/)** (+1,907★ today (53,176★ total) · JavaScript · Health 92/100) - **中文解析**: 给 dsh 装个插件,免登录、免 API Key 就能免费调用 DeepSeek、Kimi 等模型。 - **Summary**: A dsh plugin that lets you use DeepSeek, Kimi and other frontier models free, with no login or API key. 5. **[cloudflare/security-audit-skill](https://gitrank.cc/zh/repo/cloudflare/security-audit-skill/)** (+1,375★ today (54,349★ total) · JavaScript · Health 82/100) - **中文解析**: 为编码代理提供多阶段安全审计,结果可机读并独立验证。 - **Summary**: A coding-agent skill running multi-phase security audits with machine-readable, independently verified findings. 6. **[Donchitos/Claude-Code-Game-Studios](https://gitrank.cc/zh/repo/Donchitos/Claude-Code-Game-Studios/)** (+1,220★ today (30,522★ total) · Shell · Health 96/100) - **中文解析**: 把 Claude Code 配置成 49 个 AI 代理和 72 项工作流技能组成的游戏开发团队,模拟真实工作室分工。 - **Summary**: Turns Claude Code into a 49-agent game dev studio with 72 workflow skills mirroring real studio hierarchy. 7. **[heydamir/unslop](https://gitrank.cc/zh/repo/heydamir/unslop/)** (+1,287★ today (1,556★ total) · JavaScript · Health 96/100) - **中文解析**: 专为Claude打造的界面美化技能,消除AI前端代码的廉价模板感,重构为精致专业的网页界面。 - **Summary**: Claude coding skill that transforms generic AI-generated frontend layouts into polished, professionally designed user interfaces with refined visual styling. 8. **[obra/superpowers](https://gitrank.cc/zh/repo/obra/superpowers/)** (+986★ today (309,547★ total) · Shell · Health 98/100) - **中文解析**: 给 AI 编程代理的技能框架与开发方法论,用分阶段技能编排完整开发流程。 - **Summary**: A skills framework and development methodology that structures how AI coding agents work. 9. **[Nutlope/hallmark](https://gitrank.cc/zh/repo/Nutlope/hallmark/)** (+1,040★ today (43,175★ total) · CSS · Health 96/100) - **中文解析**: 给 Claude Code、Cursor 和 Codex 用的反“AI 味”设计技能,让生成的界面别再千篇一律。 - **Summary**: A design skill for Claude Code, Cursor and Codex that keeps AI-generated interfaces from looking generic. 10. **[mattpocock/skills](https://gitrank.cc/zh/repo/mattpocock/skills/)** (+953★ today (307,633★ total) · Shell · Health 98/100) - **中文解析**: Matt Pocock 公开的 .agents 技能集,可照着搭建自己的 AI 编程代理配置。 - **Summary**: Matt Pocock's public .agents skill set, ready to copy into your own AI coding agent setup. 11. **[Leonxlnx/taste-skill](https://gitrank.cc/zh/repo/Leonxlnx/taste-skill/)** (+886★ today (106,465★ total) · JavaScript · Health 96/100) - **中文解析**: 为编程智能体补审美:艺术指导与浏览器检查,取代千篇一律的页面 - **Summary**: Agent skills that give coding agents art direction and browser checks so pages stop looking generic. 12. **[affaan-m/ECC](https://gitrank.cc/zh/repo/affaan-m/ECC/)** (+792★ today (293,522★ total) · JavaScript · Health 98/100) - **中文解析**: 为多种 AI 编程代理提供技能、记忆与安全层的性能优化框架。 - **Summary**: A performance optimization harness adding skills, memory, and security to AI coding agents. ## Top Trending in 生产力工具 (Productivity) — 2026-10-31 1. **[KnifeLemon/Filee](https://gitrank.cc/zh/repo/KnifeLemon/Filee/)** (+1,090★ today (18,700★ total) · C# · Health 96/100) - **中文解析**: 离线文件转换工具,拖拽即可在本地转换263种格式,无需上传或安装 Office。 - **Summary**: An offline file converter that handles 263 formats by drag and drop, with no uploads or Office needed. 2. **[InukaAsith/TwinDesk](https://gitrank.cc/zh/repo/InukaAsith/TwinDesk/)** (+617★ today (1,980★ total) · JavaScript · Health 96/100) - **中文解析**: 把电脑和手机连成一个工作台,屏幕、文件、剪贴板、键鼠都能跨 Mac、Windows、Linux 和安卓共用,不用账号和云,也不要求同网络。 - **Summary**: Connects computers and phone into one desk: share screens, files, clipboard, keyboard and mouse across Mac, Windows, Linux and Android, no account or cloud. 3. **[vorssaint/vorssaint-utils](https://gitrank.cc/zh/repo/vorssaint/vorssaint-utils/)** (+625★ today (31,379★ total) · Swift · Health 96/100) - **中文解析**: 免费开源的 macOS 菜单栏工具集,集成窗口切换、音量调节、卸载与系统监控等实用功能。 - **Summary**: A free, open-source macOS menu bar toolkit bundling window switching, volume mixing, app uninstalling, and system monitoring. 4. **[pengchujin/aerial-tv](https://gitrank.cc/zh/repo/pengchujin/aerial-tv/)** (+330★ today (8,127★ total) · Kotlin · Health 98/100) - **中文解析**: 参照 tvOS 设计的开源 Android TV 桌面,无广告,可自动接管国产电视开机。 - **Summary**: An open-source tvOS-style Android TV launcher with no ads that can replace the stock home screen. 5. **[TinsmithConsole60/Roblox-Account-Manager-Multi-Account-Tool-2026](https://gitrank.cc/zh/repo/TinsmithConsole60/Roblox-Account-Manager-Multi-Account-Tool-2026/)** (+300★ today (300★ total) · Python · Health 98/100) - **中文解析**: 面向Roblox玩家的多账号桌面管理工具,支持一键切换游戏账号、管理登录会话及分类整理角色配置文件。 - **Summary**: Desktop multi-account manager for Roblox that lets players switch accounts, maintain active login sessions, and organize user profiles easily. 6. **[yt-dlp/yt-dlp](https://gitrank.cc/zh/repo/yt-dlp/yt-dlp/)** (+288★ today (204,045★ total) · Python · Health 97/100) - **中文解析**: 功能丰富的命令行音视频下载器,youtube-dl 的活跃分支,支持众多站点。 - **Summary**: A feature-rich command-line audio/video downloader, the actively maintained youtube-dl fork. 7. **[Jarvis322/macos-sysdata](https://gitrank.cc/zh/repo/Jarvis322/macos-sysdata/)** (+298★ today (1,315★ total) · Swift · Health 89/100) - **中文解析**: macOS菜单栏系统数据透视与清理工具,逐项解析神秘占用并透明展示每条删除命令。 - **Summary**: Free macOS menu bar utility that inspects System Data storage categories item by item and previews terminal commands before deletion. 8. **[chen08209/FlClash](https://gitrank.cc/zh/repo/chen08209/FlClash/)** (+271★ today (59,946★ total) · Dart · Health 91/100) - **中文解析**: 基于 ClashMeta 的跨平台代理客户端,用 Flutter 编写,界面简洁、开源无广告。 - **Summary**: A multi-platform ClashMeta proxy client built with Flutter, offering a simple, open-source, ad-free interface. 9. **[clash-verge-rev/clash-verge-rev](https://gitrank.cc/zh/repo/clash-verge-rev/clash-verge-rev/)** (+249★ today (155,220★ total) · Rust · Health 96/100) - **中文解析**: 基于 Tauri 的跨平台代理客户端,用 Rust 构建,界面现代、配置灵活。 - **Summary**: A cross-platform proxy client built with Tauri and Rust, offering a modern interface and flexible configuration. 10. **[experientiallabs/experiential](https://gitrank.cc/zh/repo/experientiallabs/experiential/)** (+193★ today (14,031★ total) · Python · Health 92/100) - **中文解析**: 开源零加价模型网关,支持自带密钥与上千模型,按流量推荐省钱方案。 - **Summary**: Zero-markup open source gateway for BYOK and 1000+ models that learns from traffic to cut costs. 11. **[lingyired/status-trio](https://gitrank.cc/zh/repo/lingyired/status-trio/)** (+184★ today (1,055★ total) · Swift · Health 92/100) - **中文解析**: 原生macOS状态栏聚合应用,将Wi-Fi、电池与音量融合成紧凑的菜单栏或程序坞三合一图标。 - **Summary**: Native macOS utility combining Wi-Fi, battery, and volume indicators into a single compact, customizable icon for the menu bar. 12. **[Ansub/tv-detox](https://gitrank.cc/zh/repo/Ansub/tv-detox/)** (+138★ today (1,917★ total) · Java · Health 98/100) - **中文解析**: 帮助老旧安卓电视恢复流畅运行的清理套件,含极简无广告桌面启动器及供AI自动精简系统预装软件的提示词。 - **Summary**: Android TV debloating toolkit pairing a lightweight ad-free home launcher with AI coding prompts to remove system bloatware and lag. ## Top Trending in 底层与架构 (Infra & Core) — 2026-10-31 1. **[pingdotgg/t3code](https://gitrank.cc/zh/repo/pingdotgg/t3code/)** (+1,202★ today (32,989★ total) · TypeScript · Health 98/100) - **中文解析**: 。通过开源方式提供高效实用的技术解决方案。 2. **[lexifina/global-law](https://gitrank.cc/zh/repo/lexifina/global-law/)** (+764★ today (1,108★ total) · HTML · Health 96/100) - **中文解析**: 采用Git版本控制管理全球各国法律条文的开源仓库,每个国家作为子模块,每次法律生效对应一次提交。 - **Summary**: Git-based global law repository tracking every country's legislation as a submodule where each enacted law is recorded as a commit. 3. **[kevinraymond/florilegium](https://gitrank.cc/zh/repo/kevinraymond/florilegium/)** (+739★ today (739★ total) · Lua · Health 92/100) - **中文解析**: 用Lua编写的LuaLaTeX文档排版扩展,可在页面边缘程序化生成代尔夫特蓝风格的古典花卉装饰边框。 - **Summary**: LuaLaTeX typesetting package written in Lua that procedurally generates intricate Delft-blue floral decorative borders along document page margins. 4. **[unclebob/ub-mode](https://gitrank.cc/zh/repo/unclebob/ub-mode/)** (+729★ today (5,452★ total) · Multi-lang · Health 93/100) - **中文解析**: 。通过开源方式提供高效实用的技术解决方案。 5. **[HeyPuter/everything](https://gitrank.cc/zh/repo/HeyPuter/everything/)** (+628★ today (5,995★ total) · JavaScript · Health 98/100) - **中文解析**: 从零重写并开源各种常见软件的替代品,涵盖办公、设计等工具,值得关注其进展。 - **Summary**: An open-source project rebuilding everyday software like office and design tools from scratch. 6. **[herdrdev/herdr-app](https://gitrank.cc/zh/repo/herdrdev/herdr-app/)** (+579★ today (1,012★ total) · Rust · Health 97/100) - **中文解析**: 用 Rust 写的桌面客户端应用,想给用户一个原生、轻量的本地使用入口,不用开浏览器、也不依赖网页版。 - **Summary**: A desktop client app built in Rust, offering a native lightweight local alternative to running it in a browser. 7. **[storytold/photocraft](https://gitrank.cc/zh/repo/storytold/photocraft/)** (+420★ today (75,288★ total) · Rust · Health 98/100) - **中文解析**: 用纯 Rust 从零编写的开源照片编辑器,适合研究图像处理与桌面 GUI 实现。 - **Summary**: An open-source photo editor written from scratch in pure Rust, useful for studying image processing and desktop GUI work. 8. **[hmjz100/LinkSwift](https://gitrank.cc/zh/repo/hmjz100/LinkSwift/)** (+419★ today (36,725★ total) · JavaScript · Health 89/100) - **中文解析**: 油猴脚本,为八大网盘生成直链并交给 aria2 等下载器,绕开客户端限速。 - **Summary**: A Tampermonkey userscript that extracts direct download links from eight Chinese cloud drives for use with download managers. 9. **[NationalSecurityAgency/ghidra](https://gitrank.cc/zh/repo/NationalSecurityAgency/ghidra/)** (+375★ today (96,258★ total) · Java · Health 97/100) - **中文解析**: 美国国家安全局开源的逆向工程框架,可反汇编、反编译并分析二进制程序。 - **Summary**: NSA's open-source reverse engineering framework for disassembling, decompiling, and analyzing binaries. 10. **[bilawalsidhu/gods-eye-view](https://gitrank.cc/zh/repo/bilawalsidhu/gods-eye-view/)** (+377★ today (61,591★ total) · JavaScript · Health 98/100) - **中文解析**: 在浏览器里用真实数据模拟间谍卫星,在逼真 3D 地球上查看实时开源空间情报。 - **Summary**: A browser-based spy satellite simulator that visualizes real open-source spatial intelligence on a photorealistic 3D globe. 11. **[Droid-Deck/DroidDeck](https://gitrank.cc/zh/repo/Droid-Deck/DroidDeck/)** (+407★ today (16,589★ total) · Kotlin · Health 96/100) - **中文解析**: 在 Android 上还原 SteamOS 游戏桌面体验,适合大屏掌机玩家。 - **Summary**: Brings a SteamOS-style gaming desktop to Android for handheld and big-screen play. 12. **[interplains/Zero-Breach-Toolkit](https://gitrank.cc/zh/repo/interplains/Zero-Breach-Toolkit/)** (+369★ today (3,899★ total) · Python · Health 98/100) - **中文解析**: 免费开源的离线自查工具,多平台查找雇佣间谍软件痕迹。 - **Summary**: Free open-source offline checks for mercenary spyware traces across major platforms. ## Top Trending in 知识与路线 (Knowledge) — 2026-10-31 1. **[togg53192-cmd/jailbreaks](https://gitrank.cc/zh/repo/togg53192-cmd/jailbreaks/)** (+2,341★ today (11,467★ total) · Multi-lang · Health 97/100) - **中文解析**: 汇总作者整理的越狱条目,方便集中查看其收录内容。 - **Summary**: A personal list of jailbreaks, collected for easy browsing. 2. **[sindresorhus/awesome](https://gitrank.cc/zh/repo/sindresorhus/awesome/)** (+693★ today (527,610★ total) · Multi-lang · Health 82/100) - **中文解析**: 汇总各类主题资源清单的入口,找资料和工具时先来这翻一翻。 - **Summary**: The master index of curated awesome lists, a starting point for finding resources on any topic. 3. **[eternity4719/HowToLiveBetter](https://gitrank.cc/zh/repo/eternity4719/HowToLiveBetter/)** (+364★ today (71,689★ total) · HTML · Health 96/100) - **中文解析**: 标注成本、收益与证据等级的生活指南,只引期刊论文和官方文件。 - **Summary**: Life-advice guide citing only journal papers and official documents, with cost, benefit and evidence level for each item. 4. **[awesome-selfhosted/awesome-selfhosted](https://gitrank.cc/zh/repo/awesome-selfhosted/awesome-selfhosted/)** (+374★ today (332,212★ total) · Multi-lang · Health 94/100) - **中文解析**: 一份可自建网络服务与 Web 应用的开源清单,想摆脱云服务、自己托管时先来这里查。 - **Summary**: A curated list of free software network services and web apps you can host on your own servers. 5. **[skyzh/tiny-llm](https://gitrank.cc/zh/repo/skyzh/tiny-llm/)** (+279★ today (5,392★ total) · Python · Health 92/100) - **中文解析**: 面向系统工程师的苹果芯片大模型推理引擎实战课程,手把手带你从零用代码构建轻量级推理框架并运行通义千问模型。 - **Summary**: Hands-on systems engineering course teaching how to build a miniature vLLM inference engine for Qwen models on Apple Silicon. 6. **[xiaoyang111222/cn-math-taxonomy](https://gitrank.cc/zh/repo/xiaoyang111222/cn-math-taxonomy/)** (+275★ today (5,527★ total) · Python · Health 98/100) - **中文解析**: 开源K12知识图谱,覆盖数学英语物理共1644个知识点,附课标对齐与自适应前置诊断。 - **Summary**: Open K12 knowledge graph with 1,644 concepts in math, English, and physics, plus adaptive prerequisite diagnostics. 7. **[vinta/awesome-python](https://gitrank.cc/zh/repo/vinta/awesome-python/)** (+245★ today (331,450★ total) · Python · Health 97/100) - **中文解析**: 按用途分类的 Python 库与工具清单,想知道某件事该用哪个库时可以直接查。 - **Summary**: A categorized list of Python libraries and tools for finding the right package for any task. 8. **[alchaincyf/huashu-bird-sticker](https://gitrank.cc/zh/repo/alchaincyf/huashu-bird-sticker/)** (+239★ today (291★ total) · Multi-lang · Health 98/100) - **中文解析**: 花叔开源的全球一万一千余种现存鸟类插画贴纸与分类数据库,为每种鸟类提供贴纸图像及43种语言的名称对照。 - **Summary**: Open dataset and illustration library containing stickers and structured taxonomy data in 43 languages for all 11,064 living bird species. 9. **[trimstray/the-book-of-secret-knowledge](https://gitrank.cc/zh/repo/trimstray/the-book-of-secret-knowledge/)** (+307★ today (254,629★ total) · Multi-lang · Health 69/100) - **中文解析**: 运维、安全和 Linux 的命令速查与工具合集,内容按主题整理,适合随手查阅。 - **Summary**: A large curated collection of command cheatsheets, tools and manuals for ops, security and Linux. 10. **[bregman-arie/devops-exercises](https://gitrank.cc/zh/repo/bregman-arie/devops-exercises/)** (+253★ today (85,495★ total) · Python · Health 71/100) - **中文解析**: Linux, Jenkins, AWS, SRE, Prometheus, Docker, Pyth… 开源技术工具。 - **Summary**: Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions 11. **[avelino/awesome-go](https://gitrank.cc/zh/repo/avelino/awesome-go/)** (+182★ today (191,244★ total) · Go · Health 94/100) - **中文解析**: Go 框架、库和软件的资源精选列表,找工具或查生态时很实用。 - **Summary**: A curated list of Go frameworks, libraries, and software, useful for finding tools and exploring the ecosystem. 12. **[ripienaar/free-for-dev](https://gitrank.cc/zh/repo/ripienaar/free-for-dev/)** (+158★ today (140,832★ total) · HTML · Health 97/100) - **中文解析**: 汇总各云服务免费额度的清单,方便开发者和运维挑选可用资源。 - **Summary**: A list of SaaS, PaaS and IaaS free tiers useful for developers and ops. ## Top Trending in 创意与极客 (Creative & Games) — 2026-10-31 1. **[Renhuai123/ziwei-doushu](https://gitrank.cc/zh/repo/Renhuai123/ziwei-doushu/)** (+1,166★ today (11,492★ total) · TypeScript · Health 97/100) - **中文解析**: 紫微斗数开源排盘引擎,按倪海厦《天纪》体系实现排盘、四化与格局知识库,附古籍原文数据。 - **Summary**: Open-source Zi Wei Dou Shu charting engine based on Ni Haixia's system, with full algorithms, four transformations, and classical texts. 2. **[valentderah/totk-pc-recomp](https://gitrank.cc/zh/repo/valentderah/totk-pc-recomp/)** (+1,264★ today (1,818★ total) · C · Health 96/100) - **中文解析**: Static recompilation of The Legend of Zelda: Tears… 开源技术工具。 - **Summary**: Static recompilation of The Legend of Zelda: Tears of the Kingdom to native Windows x86-64, with a Vulkan renderer. Game files not included. 3. **[seedds/nxnative](https://gitrank.cc/zh/repo/seedds/nxnative/)** (+643★ today (10,316★ total) · Python · Health 98/100) - **中文解析**: 把 NSP 游戏目录转成未签名 IPA,用自研 NSO 重写与 NVN→Metal 在苹果设备上原生跑 Switch 游戏。 - **Summary**: Turns an NSP game folder into an unsigned IPA to run Switch games natively on Apple devices. 4. **[horizon-rust/horizon](https://gitrank.cc/zh/repo/horizon-rust/horizon/)** (+617★ today (4,989★ total) · Rust · Health 98/100) - **中文解析**: 用 Rust 从零重写 Minecraft Java 版,靠 281 个差分测试对齐原版行为 - **Summary**: Minecraft Java Edition rewritten from scratch in Rust, validated against vanilla with 281 differential test harnesses. 5. **[LNPANDY/NX2Apple](https://gitrank.cc/zh/repo/LNPANDY/NX2Apple/)** (+416★ today (2,353★ total) · Python · Health 98/100) - **中文解析**: 把自备的 Switch 游戏装进 iPhone/iPad,macOS 图形界面一键构建,不用碰命令行。 - **Summary**: Turns your own Switch games into iPhone/iPad builds via a one-click macOS app, no terminal. 6. **[Djihads80/Eglantine](https://gitrank.cc/zh/repo/Djihads80/Eglantine/)** (+388★ today (605★ total) · C++ · Health 98/100) - **中文解析**: 用C++编写的早期实验性任天堂Switch 2主机模拟器,用于探索新一代掌机硬件架构与底层指令模拟。 - **Summary**: Experimental C++ emulator for the Nintendo Switch 2 console designed to test early hardware emulation and system instruction execution. 7. **[boykopovar/AnyPS5](https://gitrank.cc/zh/repo/boykopovar/AnyPS5/)** (+331★ today (49,901★ total) · C++ · Health 98/100) - **中文解析**: 把 PS5 可执行文件自动移植到 Linux 和 Windows 的工具,涉及动态库与 Vulkan 转换。 - **Summary**: A tool that automatically ports PS5 executables to Linux and Windows using dynamic libraries and Vulkan. 8. **[codecrafters-io/build-your-own-x](https://gitrank.cc/zh/repo/codecrafters-io/build-your-own-x/)** (+290★ today (557,686★ total) · Markdown · Health 79/100) - **中文解析**: 从零造一个 Git、Redis、数据库、操作系统……造轮子爱好者的天堂。 - **Summary**: Build your own Git, Redis, database, OS… a paradise for reinventing wheels. 9. **[QuantumBladesmith/FPS-Optimizer-Universal-Game-Performance-Booster-2026](https://gitrank.cc/zh/repo/QuantumBladesmith/FPS-Optimizer-Universal-Game-Performance-Booster-2026/)** (+264★ today (264★ total) · Python · Health 98/100) - **中文解析**: 通用PC游戏帧率优化工具,提供一键式系统性能配置以提升帧率、减少画面卡顿延迟,且修改均可随时还原。 - **Summary**: Universal PC game performance optimizer offering reversible one-click tuning profiles to boost frame rates and reduce gameplay lag and stutters. 10. **[da-luce/astroterm](https://gitrank.cc/zh/repo/da-luce/astroterm/)** (+273★ today (2,450★ total) · C · Health 72/100) - **中文解析**: 用纯C语言编写的终端交互式天文馆,直接在命令行窗口内以ASCII字符实时渲染真实星图、行星轨道与八十八星座运行轨迹。 - **Summary**: Interactive ASCII planetarium written in C that renders real-time stars, planets, and constellations directly in the terminal. 11. **[521xueweihan/HelloGitHub](https://gitrank.cc/zh/repo/521xueweihan/HelloGitHub/)** (+237★ today (185,846★ total) · Python · Health 94/100) - **中文解析**: 每月推荐 GitHub 上有趣、适合入门的开源项目,帮新手找到第一个能上手的仓库。 - **Summary**: A monthly digest of interesting, beginner-friendly open source projects on GitHub. 12. **[lovisdotio/video-to-game](https://gitrank.cc/zh/repo/lovisdotio/video-to-game/)** (+160★ today (293★ total) · HTML · Health 98/100) - **中文解析**: 。通过开源方式提供高效实用的技术解决方案。 ## Top Trending in 名人殿堂 (Hall of Fame) — 2026-10-31 1. **[codecrafters-io/build-your-own-x](https://gitrank.cc/zh/repo/codecrafters-io/build-your-own-x/)** (557,686★ Total · Markdown · Health 79/100) - **中文解析**: 从零造一个 Git、Redis、数据库、操作系统……造轮子爱好者的天堂。 - **Summary**: Build your own Git, Redis, database, OS… a paradise for reinventing wheels. 2. **[sindresorhus/awesome](https://gitrank.cc/zh/repo/sindresorhus/awesome/)** (527,610★ Total · Multi-lang · Health 82/100) - **中文解析**: 汇总各类主题资源清单的入口,找资料和工具时先来这翻一翻。 - **Summary**: The master index of curated awesome lists, a starting point for finding resources on any topic. 3. **[public-apis/public-apis](https://gitrank.cc/zh/repo/public-apis/public-apis/)** (493,594★ Total · Python · Health 98/100) - **中文解析**: 社区维护的免费 API 集合,按类别整理,找开发资源时可直接查用。 - **Summary**: A community-maintained list of free APIs organized by category for developers. 4. **[freeCodeCamp/freeCodeCamp](https://gitrank.cc/zh/repo/freeCodeCamp/freeCodeCamp/)** (458,257★ Total · TypeScript · Health 98/100) - **中文解析**: 免费学习数学、编程与计算机科学的开源课程和认证平台,附带完整源码。 - **Summary**: Open-source curriculum and codebase for learning math, programming, and computer science for free. 5. **[morluto/rea](https://gitrank.cc/zh/repo/morluto/rea/)** (412,969★ Total · TypeScript · Health 98/100) - **中文解析**: 用 AI 智能体逆向分析应用行为乃至原生二进制文件,支持 Ghidra 等工具。 - **Summary**: Use AI agents to reverse engineer app behavior and native binaries with tool integrations. 6. **[EbookFoundation/free-programming-books](https://gitrank.cc/zh/repo/EbookFoundation/free-programming-books/)** (400,562★ Total · Python · Health 94/100) - **中文解析**: 收录大量免费编程书籍的资源列表,按语言和主题分类,适合自学查阅。 - **Summary**: A large curated list of free programming books organized by language and topic, useful for self-learners. 7. **[openclaw/openclaw](https://gitrank.cc/zh/repo/openclaw/openclaw/)** (393,500★ Total · TypeScript · Health 98/100) - **中文解析**: 跨平台的开源个人 AI 助手,强调数据自主,用 TypeScript 编写,适合关注隐私与自托管的用户。 - **Summary**: Cross-platform open-source personal AI assistant focused on data ownership, written in TypeScript for self-hosting. 8. **[donnemartin/system-design-primer](https://gitrank.cc/zh/repo/donnemartin/system-design-primer/)** (376,270★ Total · Python · Health 85/100) - **中文解析**: 系统设计入门指南,讲解大规模系统设计并附面试闪卡,适合准备系统设计面试。 - **Summary**: A guide to designing large-scale systems, with Anki flashcards for system design interview prep. 9. **[nilbuild/developer-roadmap](https://gitrank.cc/zh/repo/nilbuild/developer-roadmap/)** (370,840★ Total · TypeScript · Health 98/100) - **中文解析**: 覆盖前端到架构的交互式学习路线图,帮开发者规划职业成长路径。 - **Summary**: Interactive roadmaps covering frontend to architecture, helping developers plan their career growth path. 10. **[jwasham/coding-interview-university](https://gitrank.cc/zh/repo/jwasham/coding-interview-university/)** (363,603★ Total · Multi-lang · Health 71/100) - **中文解析**: 从零补计算机科学的完整学习计划,适合准备技术面试的人按图索骥。 - **Summary**: A complete computer science study plan for anyone preparing for software engineering interviews. 11. **[awesome-selfhosted/awesome-selfhosted](https://gitrank.cc/zh/repo/awesome-selfhosted/awesome-selfhosted/)** (332,212★ Total · Multi-lang · Health 94/100) - **中文解析**: 一份可自建网络服务与 Web 应用的开源清单,想摆脱云服务、自己托管时先来这里查。 - **Summary**: A curated list of free software network services and web apps you can host on your own servers. 12. **[vinta/awesome-python](https://gitrank.cc/zh/repo/vinta/awesome-python/)** (331,450★ Total · Python · Health 97/100) - **中文解析**: 按用途分类的 Python 库与工具清单,想知道某件事该用哪个库时可以直接查。 - **Summary**: A categorized list of Python libraries and tools for finding the right package for any task. --- For the complete catalog of all 1,100+ ranked open-source repositories with full bilingual summaries and alternative mappings, fetch: https://gitrank.cc/llms-full.txt