📡 数据来源：GitHub Trending | 生成时间：2026-11-15 19:13
共收录 120 个仓库，覆盖 9 种编程语言
🔥 今日亮点
| 排名 | 仓库 | ⭐ 今日 | 语言 | 描述 |
|---|---|---|---|---|
| 1 | GoogleChrome/modern-web-guidance-src | 1220 | 🔷 Typescript | Keep your coding agent up to date with the latest web bes… |
| 2 | backnotprop/plannotator | 860 | 🔷 Typescript | The workspace to stay in the loop and on top of agents -… |
| 3 | Likely7/Veyra-NRVideo | 731 | ⚡ Cpp | Bring PS5 GTA6 to 120FPS with DLSS 5. An advanced Windows… |
| 4 | ChromeDevTools/chrome-devtools-mcp | 718 | 🔷 Typescript | Chrome DevTools for coding agents |
| 5 | tradermonty/claude-trading-skills | 707 | 🐍 Python | Claude Code skills for equity investors and traders — mar… |
🔍 今日趋势洞察
- Skills 正在变成 Agent 时代的 npm。今日前 11 名里有 6 个是技能包或 agent 工具链（mattpocock/skills、addyosmani/agent-skills、obra/superpowers、tradermonty/claude-trading-skills），个人 KOL 和大厂同时在发，分发格式已经趋同成「目录约定 + 触发条件」。
- 大家焦虑的不再是模型够不够聪明，而是喂给它的知识够不够新。GoogleChrome 的 modern-web-guidance-src 和 chrome-devtools-mcp 做的是同一件事：把权威、最新的领域知识接进 agent，而不是让它靠训练记忆瞎猜。
- 大厂开始把内部工程流水线拆成 agent 工具开源。阿里 open-code-review 用的是「确定性流水线 + LLM Agent」的混合架构，等于公开承认：纯 LLM 复核不够，必须靠规则兜底。
- 本地推理继续升温。colibri 用 C 写的 MoE 分层推理把热专家放 GPU、温的放内存、冷的走 NVMe，主打「用你手里已有的硬件跑前沿模型」，而不是再买卡。
💡 对独立开发者的启发
- 与其再做一个 agent，不如做某个垂直领域的 skill 包加一套评测集——分发成本极低，别人 fork 一次就是你的用户。
- 纯 LLM 出结论的工具很难被信任，「规则/静态分析兜底 + LLM 精修」才是能被企业采购的形态，阿里的架构值得抄。
- Agent 工具真正的护城河在交互界面。plannotator 卖的不是更聪明的模型，而是一个能审阅、标注、一键把反馈打回给 agent 的工作台。
- 免费 token 聚合类项目（free-claude-code 这类）流量巨大但极不稳定，适合当获客入口，别当产品底座。
📝 一句话总结
今天的主角不是新模型，而是给 agent 装技能、喂上下文、加审阅环的工具链——Agent 生态正从「比谁更聪明」转向「比谁更可靠」。
⚠️ 风险提醒
- Skills 包目前没有统一标准，mattpocock、obra、addyosmani 各是一套目录约定，今天抄来的 skill 下个月可能就跑不起来，别把它当长期依赖。
- 「免费 token」类项目普遍游走在服务条款灰色地带，随时可能失效或封号，生产流程架在上面等于把命交给别人。
- 大厂开源的 code review 工具带着很强的内部假设（多语言规则集、自家规范），中小团队直接套用误报率往往高得离谱，必须自己校准。
- MoE 分层推理靠 NVMe 兜冷专家，真实吞吐高度依赖磁盘带宽和内存，宣传里「消费级硬件跑前沿模型」多半是特定配置下的最好情况。
🎯 今日可重点关注方向
- 把团队最痛的 3 条工程规范写成 skill 包（目录约定 + 触发条件 + 反例），先在内部跑一周，再决定要不要公开。
- 给现有 agent 接上 chrome-devtools-mcp，让它能自己看控制台报错和网络请求——前端调试类任务的成功率提升最直接。
- 研究 alibaba/open-code-review 的「确定性规则 + LLM」分层思路，把你们已有的 lint/SAST 结果作为 LLM 的输入，而不是被它替代。
- 做金融、交易类 agent 工具时参考 claude-trading-skills 的拆法：行情、图表、日历、筛选器各成一个技能，别写一个大而全的 prompt。
- 关注 colibri 这类专家卸载方案，先在单卡小显存机器上实测 token/s 和首字延迟，再判断是否值得换掉现有推理栈。
🟨 Javascript 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | addyosmani/agent-skills | 411 | 117.7k | Production-grade engineering skills for AI coding agents. |
| 2 | louislam/uptime-kuma | 352 | 94.4k | A fancy self-hosted monitoring tool |
| 3 | juliangarnier/anime | 78 | 74.7k | JavaScript animation engine |
| 4 | hanliang97/MatrixMedia | 34 | 1.3k | 视频矩阵工具 vue electorn puppeteer 批量发布 视频到各个视频平台 自媒体 矩阵 抖音 小红书 头条 视频号 快手等 ai 自动化 cli |
| 5 | PenglongHuang/chinese-novelist-skill | 31 | 4.9k | 🎭 AI 写小说：从零生成 10-50 章完整中文小说，三层问答 · 创作记忆 · 悬念钩子 · 自动校验，长篇网文连载皆宜｜开源免费，适配主流 codi… |
| 6 | GoogleChrome/lighthouse | 17 | 31.1k | Automated auditing, performance metrics, and best practices for the web. |
| 7 | NginxProxyManager/nginx-proxy-manager | 14 | 34.7k | Docker container for managing Nginx proxy hosts with a simple, powerful inter… |
| 8 | microsoft/power-platform-skills | 4 | 1.2k | A plugin marketplace for GitHub Copilot and other AI agents that provides Pow… |
⚙️ C 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | JustVugg/colibri | 313 | 51.2k | A hierarchical inference engine for frontier MoE models: hot experts on the G… |
| 2 | semgrep/semgrep | 37 | 17.7k | Lightweight static analysis for many languages. Find bug variants with patter… |
| 3 | Cisco-Talos/clamav | 25 | 7.6k | ClamAV - Documentation is here: https://docs.clamav.net |
| 4 | redcanaryco/atomic-red-team | 10 | 12.9k | Small and highly portable detection tests based on MITRE’s ATT&CK. |
| 5 | immortalwrt/immortalwrt | 6 | 11.9k | An opensource OpenWrt variant for mainland China users. |
| 6 | Rhizomatica/mercury | 6 | 372 | Mercury is a Digital Radio OFDM protocol for HF broadcast and peer-to-peer AR… |
| 7 | microsoft/mimalloc | 4 | 13.5k | mimalloc is a compact general purpose allocator with excellent performance. |
| 8 | libsdl-org/SDL | 4 | 17.0k | Simple DirectMedia Layer |
| 9 | quickjs-ng/quickjs | 4 | 4.2k | QuickJS, the Next Generation: a mighty JavaScript engine |
🦀 Rust 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | martin-olivier/airgorah | 270 | 6.1k | A WiFi security auditing software |
| 2 | ModernRelay/omnigraph | 217 | 2.5k | Object-storage native graph database with branching and typed ontology |
| 3 | aaif-goose/goose | 72 | 56.6k | an open source, extensible AI agent that goes beyond code suggestions - insta… |
| 4 | block/buzz | 61 | 37.5k | A hive mind communication platform |
| 5 | zeronsh/zeron | 46 | 3.7k | A native control plane for Claude Code, Codex, Cursor, Devin and other coding… |
| 6 | verus-lang/verus | 23 | 3.8k | Verified Rust for low-level systems code |
| 7 | trymirai/uzu | 17 | 3.3k | A high-performance inference engine for AI models |
| 8 | rust-lang/rust-clippy | 5 | 13.7k | A bunch of lints to catch common mistakes and improve your Rust code. Book: h… |
| 9 | lance-format/lance | 4 | 7.3k | Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of c… |
⚡ Cpp 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | Likely7/Veyra-NRVideo | 731 | 2.5k | Bring PS5 GTA6 to 120FPS with DLSS 5. An advanced Windows video player and ca… |
| 2 | ggml-org/llama.cpp | 240 | 135.1k | LLM inference in C/C++ |
| 3 | ggml-org/ggml | 154 | 15.8k | Tensor library for machine learning |
| 4 | optiscaler/OptiScaler | 40 | 12.7k | OptiScaler bridges upscaling/frame gen across GPUs. Supports DLSS2+/XeSS/FSR2… |
| 5 | google-ai-edge/mediapipe | 16 | 37.7k | Cross-platform, customizable ML solutions for live and streaming media. |
| 6 | Helldez/BigMoeOnEdge | 15 | 855 | Run MoE models bigger than your RAM. Frontier-size MoE on a phone, laptop, ed… |
| 7 | microsoft/WSL | 10 | 34.4k | Windows Subsystem for Linux |
| 8 | ArduPilot/ardupilot | 9 | 16.4k | ArduPlane, ArduCopter, ArduRover, ArduSub source |
| 9 | protocolbuffers/protobuf | 8 | 72.2k | Protocol Buffers - Google’s data interchange format |
| 10 | kunkundi/crossdesk | 7 | 4.8k | A lightweight, cross-platform remote desktop software with support for Web Cl… |
🔷 Typescript 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | GoogleChrome/modern-web-guidance-src | 1220 | 6.5k | Keep your coding agent up to date with the latest web best practices |
| 2 | backnotprop/plannotator | 860 | 11.5k | The workspace to stay in the loop and on top of agents - shape, decide, plan,… |
| 3 | ChromeDevTools/chrome-devtools-mcp | 718 | 56.6k | Chrome DevTools for coding agents |
| 4 | dream-num/univer | 495 | 25.2k | Build your own AI office with Univer Office SDK. Bring editing, calculation,… |
| 5 | openai/codex-security | 215 | 13.6k | OpenAI’s Codex Security CLI and TypeScript SDK for finding, validating, and f… |
| 6 | CopilotKit/OpenBot | 206 | 12.3k | Open-source AI coworkers that each get a computer of their own: a browser, fi… |
| 7 | QwenLM/qwen-code | 64 | 30.5k | An open-source AI coding agent that lives in your terminal. |
| 8 | a2ui-project/a2ui | 54 | 17.4k | Open-source generative UI framework: agents stream layout data, and apps rend… |
| 9 | lidge-jun/opencodex | 51 | 18.6k | Universal provider proxy for OpenAI Codex & Claude Code — use any LLM (Claude… |
| 10 | moeru-ai/airi | 46 | 51.4k | 💖🧸 Self hosted, you-owned Grok Companion, a container of souls of waifu, cybe… |
🔵 Go 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | alibaba/open-code-review | 688 | 51.7k | Secure, fast, efficient, battle-tested at Alibaba’s scale. Hybrid architectur… |
| 2 | tailscale/tailcat | 245 | 9.9k | like netcat, but over Tailscale’s data plane, without Tailscale’s control plane |
| 3 | JuliusBrussee/caveman | 227 | 120.3k | 🪨 why use many token when few token do trick. Viral skill + proxy for coding… |
| 4 | tailscale/tailscale | 56 | 39.1k | The easiest, most secure way to use WireGuard and 2FA. |
| 5 | aquasecurity/trivy | 51 | 39.4k | Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kuberne… |
| 6 | projectdiscovery/nuclei | 45 | 32.9k | Nuclei is a fast, customizable vulnerability scanner powered by the global se… |
| 7 | kopia/kopia | 43 | 14.7k | Cross-platform backup tool for Windows, macOS & Linux with fast, incremental… |
| 8 | Tencent/LoopForge | 33 | 1.1k | Self-hosted workflows for coding-agent delivery. Orchestrate CodeBuddy, Codex… |
| 9 | netbirdio/netbird | 25 | 31.0k | NetBird securely connects people, machines and AI agents across any network w… |
| 10 | restic/restic | 22 | 37.2k | Fast, secure, efficient backup program |
🐍 Python 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | tradermonty/claude-trading-skills | 707 | 5.1k | Claude Code skills for equity investors and traders — market analysis, techni… |
| 2 | Alishahryar1/free-claude-code | 366 | 70.4k | Use Claude Code, Codex, Antigravity, VSCode, Pi, and OpenCode (and 6 other ha… |
| 3 | anthropics/claude-plugins-official | 136 | 47.3k | Official, Anthropic-managed directory of high quality Claude Code Plugins. |
| 4 | NVIDIA/SkillEvaluator | 133 | 1.3k | Multi-tier framework for evaluating AI agent skills with quality gates, seman… |
| 5 | LibreTranslate/LibreTranslate | 130 | 17.7k | Free and Open Source Machine Translation API. Self-hosted, offline capable an… |
| 6 | elementalsouls/Claude-BugHunter | 124 | 5.9k | A Claude Code skill bundle for bug hunting and external red-team work - 82 sk… |
| 7 | andrewyng/openworker | 100 | 19.3k | |
| 8 | headroomlabs-ai/headroom | 93 | 79.7k | Compress tool outputs, logs, files, and RAG chunks before they reach the LLM…. |
| 9 | FujiwaraChoki/supoclip | 88 | 3.2k | An open-source OpusClip alternative |
| 10 | pnnbao97/VieNeu-TTS | 73 | 3.4k | Vietnamese TTS with instant voice cloning • On-device • Real-time CPU inferen… |
☕ Java 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | yuliskov/SmartTube | 49 | 36.3k | Browse media content with your own rules on Android TV |
| 2 | MewX/light-novel-library_Wenku8_Android | 43 | 3.5k | [CASUALLY MAINTAINED] 轻小说文库 (Wenku8.com) 安卓版第三方公益App，始于2014年的初版Material Desig… |
| 3 | Anuken/Mindustry | 23 | 29.9k | The automation tower defense RTS |
| 4 | jeecgboot/JeecgBoot | 19 | 48.5k | 一款免费开源的 AI 低代码平台，也是 AI 时代构建复杂业务系统的开源基座！权限、多租户、工作流、报表、大屏、AI 知识库等通用能力开箱即用，AI 只需… |
| 5 | ModinMobileSTS/Sts2MobileLauncher | 16 | 590 | an unofficial sts2 mobile launcher that support mods,optimized mobile control |
| 6 | crimera/piko | 11 | 6.0k | morphe patches for twitter and instagram |
| 7 | jean-voila/FeurStagram | 10 | 1.3k | Instagram without Reels, feed or ads: an open-source, updatable Instagram app… |
| 8 | zhukunpenglinyutong/jetbrains-cc-gui | 9 | 7.7k | Jetbrains Claude Code and Codex GUI Plugin |
| 9 | GrimAnticheat/Grim | 6 | 1.8k | Fully async, multithreaded, predictive, open source, 3.01 reach, 1.005 timer,… |
| 10 | spring-projects/spring-ai | 6 | 9.6k | An Application Framework for AI Engineering |
🐚 Shell 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | mattpocock/skills | 706 | 324.7k | Skills for Real Engineers. Straight from my .agents directory. |
| 2 | obra/superpowers | 428 | 317.8k | An agentic skills framework & software development methodology that works. |
| 3 | msitarzewski/agency-agents | 232 | 168.4k | A complete AI agency at your fingertips - From frontend wizards to Reddit com… |
| 4 | pi-hole/pi-hole | 48 | 62.0k | A black hole for Internet advertisements |
| 5 | kunchenguid/firstmate | 30 | 8.9k | Talk to one agent. Ship with a crew. |
| 6 | expo/skills | 16 | 4.2k | A collection of AI agent skills for working with Expo projects and Expo Appli… |
| 7 | VSCodium/vscodium | 16 | 34.1k | binary releases of VS Code without MS branding/telemetry/licensing |
| 8 | nvm-sh/nvm | 10 | 96.1k | Node Version Manager - POSIX-compliant bash script to manage multiple active… |
| 9 | a2aproject/A2A | 10 | 26.5k | Agent2Agent (A2A) is an open protocol enabling communication and interoperabi… |
| 10 | ophub/amlogic-s9xxx-armbian | 7 | 10.3k | Supports running Armbian on Amlogic, Allwinner, and Rockchip devices. Support… |
📡 数据来源：GitHub Trending | 由 Hermes AI 自动生成 🤖