
📡 数据来源:GitHub Trending | 生成时间:2026-10-24 19:11
共收录 128 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 | cloudflare/security-audit-skill | 2716 | 🟨 Javascript | A coding-agent skill for multi-phase security audits with… |
| 2 | NVIDIA/OpenShell | 1119 | 🦀 Rust | OpenShell is the safe, private runtime for autonomous AI… |
| 3 | stablyai/orca | 1081 | 🔷 Typescript | Orca is the place for working with a fleet of agents (e.g… |
| 4 | mattpocock/skills | 967 | 🐚 Shell | Skills for Real Engineers. Straight from my .agents direc… |
| 5 | php/php-src | 716 | ⚙️ C | The PHP Interpreter |
🔍 今日趋势洞察
- 今天的榜单被 Agent 技能生态彻底占领:Top5 里 cloudflare/security-audit-skill、mattpocock/skills、obra/superpowers 三个都是给编码 Agent 用的技能/方法论仓库,说明竞争焦点已经从模型能力转向「怎么把能力组织成可复用的技能包」。
- 技能开始被大厂当作正式产品来发:Cloudflare 用官方身份发布安全审计 skill(2716 stars),把「可机器验证的审计结论」当成卖点,这是把安全工程流程产品化的信号。
- Agent 运行时的安全边界成了新战场:NVIDIA/OpenShell(Rust)主打自主 Agent 的安全私有运行时,Orca 主打多 Agent 队列加自带订阅,底座层正在被大厂和创业公司同时啃。
- 有意思的反向信号是 php/php-src 冲进 Top5(716 stars):在一堆 AI Agent 项目里,老牌解释器靠稳定的增量改进重新获得关注,说明成熟技术栈并没有被淘汰,只是不再是叙事主角。
💡 对独立开发者的启发
- 把你的领域经验做成一个 SKILL.md,而不是再做一篇文章或一个工具。今天三个技能仓库合计拿了 4000+ stars,门槛低、传播快,是独立开发者最容易吃到流量的形态。
- 技能的红利在「垂直且可验证」:Cloudflare 那套之所以爆,是因为它给出机器可读、可独立复核的结论。你要做就选一个自己真懂的细分场景,把输出格式定死。
- 别自建 Agent 运行时。OpenShell 和 Orca 这类底座正在免费化,你的时间应该花在业务逻辑和分发上,把运行环境当成云服务用。
- 商业模型可以抄 Orca 的思路:自带订阅(BYO subscription)——用户用自己的模型额度,你只收编排层的钱,避免替用户承担推理成本。
📝 一句话总结
今天的 GitHub 在告诉你:Agent 的护城河不在模型,而在能被机器验证的技能包和它的安全运行边界。
⚠️ 风险提醒
- 技能仓库极易被同质化淹没:一份 SKILL.md 的复制成本几乎为零,没有评测集和真实结果做背书,热度会在一周内归零。
- Agent 安全类项目(security-audit、Claude-Red 这类攻防技能库)存在明显的合规与责任风险,自动化审计的误报/漏报责任归属在合同里通常没写清楚。
- OpenShell、Orca 都还处在早期,API 和抽象层变动会很频繁,现在深绑某一家的运行时,半年后迁移成本可能大于自研。
- php-src 这类经典项目的回潮别误读成技术方向反转,它更多是情绪和怀旧驱动,跟风进去做 PHP 工具不一定有新增市场。
🎯 今日可重点关注方向
- 挑一个你日常重复做的开发动作(代码审查、日志排查、数据清洗),封装成单一职责的 SKILL.md 并附上可复现的输入输出样例。
- 给技能补一套最小评测集(10-20 个 case + 期望输出),这是目前 90% 技能仓库都缺的东西,也是最容易做出差异化的点。
- 研究 NVIDIA/OpenShell 的沙箱与权限模型,评估把它作为你 Agent 产品的执行层,重点看它如何处理文件系统和网络访问授权。
- 试跑 stablyai/orca 的多 Agent 队列模式,验证「自带订阅 + 任务分发」这套形态能不能直接套用到你的工作流上。
- 如果你的项目涉及安全扫描,参考 cloudflare/security-audit-skill 的输出结构(机器可读 + 可独立验证),先把报告格式标准化再谈自动化。
🔵 Go 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | strelov1/freehire | 186 | 2.9k | freehire — the open-source search engine for job seekers |
| 2 | Asymptote-Labs/agent-beacon | 122 | 2.7k | The cross-harness, self-improving memory layer for AI agents. Join our commun… |
| 3 | multica-ai/multica | 105 | 53.7k | Make humans and AI agents work as one team — open-source and self-hostable. |
| 4 | QuantumNous/new-api | 104 | 50.6k | A unified AI model hub for aggregation & distribution. It supports cross-conv… |
| 5 | infiniflow/ragflow | 93 | 92.8k | RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine… |
| 6 | aquasecurity/trivy | 52 | 38.7k | Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kuberne… |
| 7 | ltaoo/wx_channels_download | 36 | 10.1k | 微信视频号下载器 |
| 8 | prometheus/prometheus | 34 | 66.7k | The Prometheus monitoring system and time series database. |
| 9 | samber/cc-skills-golang | 31 | 3.6k | 🧑🎨 A collection of Golang agentic skills that works |
| 10 | chaitin/SafeLine | 24 | 22.9k | SafeLine is a self-hosted WAF(Web Application Firewall) / reverse proxy to pr… |
🟨 Javascript 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | cloudflare/security-audit-skill | 2716 | 42.9k | A coding-agent skill for multi-phase security audits with independently verif… |
| 2 | DietrichGebert/ponytail | 1575 | 175.1k | Makes your AI agent think like the laziest senior dev in the room. The best c… |
| 3 | citrolabs/ego-lite | 234 | 19.1k | The fastest browser for AI agents to run browser automation, built for sharin… |
| 4 | nodejs/node | 66 | 123.0k | Node.js JavaScript runtime ✨🐢🚀✨ |
| 5 | vercel/next.js | 39 | 143.2k | The React Framework |
| 6 | projectdiscovery/nuclei-templates | 24 | 13.2k | Community curated list of templates for the nuclei engine to find security vu… |
| 7 | mailcow/mailcow-dockerized | 9 | 13.7k | mailcow: dockerized - 🐮 + 🐋 = 💕 |
⚡ Cpp 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | godotengine/godot | 91 | 119.0k | Godot Engine – Multi-platform 2D and 3D game engine |
| 2 | mg-chao/snow-apps | 63 | 6.2k | Snow Apps repository, providing source code for Snow Shot and Snow Image Viewer. |
| 3 | duckdb/duckdb | 59 | 42.5k | DuckDB is a high-performance analytical database system |
| 4 | keepassxreboot/keepassxc | 48 | 29.4k | KeePassXC is a cross-platform community-driven port of the Windows applicatio… |
| 5 | LadybirdBrowser/ladybird | 29 | 66.7k | Truly independent web browser |
| 6 | jamro/tiny-engineer | 29 | 841 | A small desktop robot that brings an AI coding assistant to life, physically… |
| 7 | react/react-native | 23 | 126.8k | A framework for building native applications using React |
| 8 | zeux/meshoptimizer | 19 | 8.6k | Mesh optimization library that makes meshes smaller and faster to render |
| 9 | ArduPilot/ardupilot | 18 | 16.2k | ArduPlane, ArduCopter, ArduRover, ArduSub source |
| 10 | microsoft/WSL | 17 | 34.2k | Windows Subsystem for Linux |
🦀 Rust 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | NVIDIA/OpenShell | 1119 | 19.1k | OpenShell is the safe, private runtime for autonomous AI agents. |
| 2 | pbakaus/impeccable | 541 | 85.8k | The design language that makes your AI harness better at design. |
| 3 | pollen-robotics/microduck | 421 | 10.6k | A Tiny biped duck robot 🦆 |
| 4 | akitaonrails/ai-memory | 271 | 13.2k | Solution for long term memory for agent coding CLIs and to facilitate handoff… |
| 5 | openai/codex | 173 | 130.7k | Lightweight coding agent that runs in your terminal |
| 6 | harry0703/MangoDisk | 64 | 4.6k | Safety-first disk cleaner and space analyzer for macOS, Windows and Linux, wi… |
| 7 | astral-sh/uv | 55 | 91.1k | An extremely fast Python package and project manager, written in Rust. |
| 8 | ZSeven-W/openpencil | 51 | 6.5k | The world’s first open-source AI-native vector design tool and the first to f… |
| 9 | agentgateway/agentgateway | 36 | 5.5k | Next Generation Agentic Proxy for AI Agents and MCP servers |
| 10 | max-sixty/worktrunk | 33 | 9.4k | Worktrunk is a CLI for Git worktree management, designed for parallel AI agen… |
🐍 Python 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | Graphify-Labs/graphify | 1173 | 134.1k | Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a quer… |
| 2 | luongnv89/claude-howto | 1053 | 44.1k | A visual, example-driven guide to Claude Code — from basic concepts to advanc… |
| 3 | anthropics/knowledge-work-plugins | 635 | 32.5k | Open source repository of plugins primarily intended for knowledge workers to… |
| 4 | TauricResearch/TradingAgents | 485 | 113.5k | TradingAgents: Multi-Agents LLM Financial Trading Framework |
| 5 | SnailSploit/Claude-Red | 226 | 8.8k | claude-red is a curated library of offensive security skills designed for the… |
| 6 | OpenBMB/VoxCPM | 150 | 40.5k | VoxCPM2: Tokenizer-Free TTS for Multilingual Speech Generation, Creative Voic… |
| 7 | virgiliojr94/book-to-skill | 143 | 35.9k | Turn any technical book PDF into a Claude Code skill — ready to study, refere… |
| 8 | vllm-project/vllm | 108 | 95.3k | A high-throughput and memory-efficient inference and serving engine for LLMs |
| 9 | onyx-dot-app/onyx | 86 | 32.9k | Open Source AI Platform - AI Chat with advanced features that works with ever… |
| 10 | baidu/Unlimited-OCR | 75 | 28.3k | Unlimited OCR Works: Welcome the Era of One-shot Long-horizon Parsing. |
⚙️ C 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | php/php-src | 716 | 41.6k | The PHP Interpreter |
| 2 | colbymchenry/codegraph | 347 | 75.2k | Pre-indexed code knowledge graph, auto syncs on code changes, for Claude Code… |
| 3 | DeusData/codebase-memory-mcp | 115 | 47.4k | Local code intelligence for developers and AI agents. Connect code, docs and… |
| 4 | xiaojieonly/Ehviewer_CN_SXJ | 79 | 28.2k | ehviewer,用爱发电,快乐前行 |
| 5 | openssl/openssl | 20 | 31.0k | General purpose TLS and crypto library |
| 6 | nginx/nginx | 17 | 32.0k | The official NGINX Open Source repository. |
| 7 | kingToolbox/WindTerm | 13 | 32.5k | A professional cross-platform SSH/Sftp/Shell/Telnet/Tmux/Serial terminal. |
| 8 | zephyrproject-rtos/zephyr | 12 | 16.9k | Primary Git Repository for the Zephyr Project. Zephyr is a new generation, sc… |
| 9 | espressif/esp-idf | 10 | 19.3k | Espressif IoT Development Framework. Official development framework for Espre… |
| 10 | FoloToy/ai-passport | 10 | 718 | FOLOTOY AI Passport develop resources for Agent |
🔷 Typescript 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | stablyai/orca | 1081 | 104.4k | Orca is the place for working with a fleet of agents (e.g. Grok Bot, Claude C… |
| 2 | Renhuai123/ziwei-doushu | 546 | 7.2k | 紫微斗数开源排盘引擎 — 基于倪海厦《天纪》体系,含完整排盘算法、四化系统、格局知识库、古籍原文数据 |
| 3 | firecrawl/firecrawl | 430 | 194.8k | Supercharge your AI agents with data from the web and beyond. Building the li… |
| 4 | supabase/supabase | 428 | 113.9k | The Postgres development platform. Supabase gives you a dedicated Postgres da… |
| 5 | liguobao/ds-harness-remote | 331 | 816 | 一个基于 DeepSeek Harness 插件机制构建的多端远程访问方案,通过安全、低延迟、端到端加密的 P2P 优先网络,支持从 PC、Android… |
| 6 | Vincentwei1021/video-shotcraft | 259 | 13.3k | AI video skill for Claude Code & Codex — cinematic product videos with Remoti… |
| 7 | genspark-ai/genoffice | 152 | 10.7k | Free, open-source AI Office suite: Docs, Sheets, Slides, PDF, Markdown and HT… |
| 8 | OpenHands/OpenHands | 97 | 91.7k | 🙌 OpenHands: AI-Driven Development |
| 9 | twentyhq/twenty | 79 | 59.6k | The open alternative to Salesforce, designed for AI. |
| 10 | genlayerlabs/genlayer-project-boilerplate | 57 | 19.2k |
🐚 Shell 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | mattpocock/skills | 967 | 302.1k | Skills for Real Engineers. Straight from my .agents directory. |
| 2 | obra/superpowers | 563 | 304.4k | An agentic skills framework & software development methodology that works. |
| 3 | liandu2024/Open-Box | 25 | 2.3k | Open-Box 一体化透明代理:OpenWrt / Debian / Ubuntu / Docker;自有程序闭源,第三方组件遵守原许可。 |
| 4 | SimoneAvogadro/android-reverse-engineering-skill | 21 | 8.3k | Claude Code skill to support Android app’s reverse engineering |
| 5 | nvm-sh/nvm | 20 | 95.6k | Node Version Manager - POSIX-compliant bash script to manage multiple active… |
| 6 | Astrosp/Awesome-OSINT-List | 10 | 4.6k | 📡 Comprehensive collection of OSINT tools for cybersecurity professionals, re… |
| 7 | serversideup/docker-php | 6 | 2.5k | 🐳 Production-ready Docker images for PHP. Optimized for Laravel, WordPress, a… |
| 8 | d3/d3 | 5 | 113.8k | Bring data to life with SVG, Canvas and HTML. 📊📈🎉 |
| 9 | kejilion/sh | 5 | 3.5k | KEJILION.SH 一款全功能的Linux管理脚本!An all-in-one Linux management script! |
| 10 | bitnami/containers | 2 | 4.5k | Bitnami container images |
☕ Java 趋势
| # | 仓库 | ⭐ 今日 | ⭐ 总计 | 描述 |
|---|---|---|---|---|
| 1 | kksimp/Mac.apk | 350 | 2.8k | Mac.apk: Run Android apps natively on Apple Silicon Macs |
| 2 | opendataloader-project/opendataloader-pdf | 110 | 30.0k | PDF Parser for AI-ready data. Automate PDF accessibility. Open-source. |
| 3 | zhukunpenglinyutong/jetbrains-cc-gui | 27 | 7.2k | Jetbrains Claude Code and Codex GUI Plugin |
| 4 | elastic/elasticsearch | 17 | 78.4k | Free and Open Source, Distributed, RESTful Search Engine |
| 5 | iflytek/skillhub | 17 | 5.3k | Self-hosted, open-source agent skill registry for enterprises. Publish & vers… |
| 6 | traccar/traccar | 9 | 7.9k | Open source GPS tracking platform - self-hosted or managed, 200+ device proto… |
| 7 | bazelbuild/bazel | 8 | 26.0k | a fast, scalable, multi-language and extensible build system |
| 8 | OpenRefine/OpenRefine | 8 | 12.1k | OpenRefine is a free, open source power tool for working with messy data and… |
| 9 | thingsboard/thingsboard | 5 | 22.6k | All-in-one IoT Platform - Device management, data collection, processing and… |
| 10 | apache/doris | 4 | 16.1k | Apache Doris is a real-time analytics and hybrid search database for AI agents. |
📡 数据来源:GitHub Trending | 由 Hermes AI 自动生成 🤖