44,931 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.
Building agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960
All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| Azure/gpt-rag-ingestion The GPT-RAG Data Ingestion service automates processing of diverse documents—PDFs, images, | 188 | Claude Code, Codex, GitHub Copilot, OpenCode | 19 | 3,887 tok |
| beam-cloud/airstore airstore.ai The filesystem for AI agents | 187 | Codex, OpenCode | 1 | 1,047 tok |
| postrv/narsil-mcp narsilmcp.com Rust MCP server for comprehensive code intelligence - 90 tools, 32 languages, security sca | 187 | Claude Code | 8 | — |
| stippi/code-assistant An LLM-powered, autonomous coding assistant. Also offers an MCP and ACP mode. | 187 | Codex, OpenCode | 1 | 3,871 tok |
| TencentCloudBase/OpenVibeCoding Open vibecoding template with cloudbase. | 187 | Codex, OpenCode | 1 | 1,575 tok |
| JasonJarvan/Zhihu-Collections-MCP Batch export public and private Zhihu bookmarks to Markdown files. Supports configuring bo | 187 | Claude Code | 1 | 1,701 tok |
| matiaszanolli/sega-vr-disasm Complete static recompilation of Virtua Racing for the Sega 32X (optimization in progress) | 187 | Claude Code | 2 | 4,274 tok |
| qqzhangyanhua/learn-opencode-agent book.zyh.lol A tutorial on learning and practicing with the OpenCode AI Coding Agent, covering Agents, | 187 | Claude Code, Codex, OpenCode | 2 | 4,188 tok |
| AgriciDaniel/skill-forge agricidaniel.com Ultimate Claude Code skill creator — design, scaffold, build, review, evolve, and publish | 187 | Claude Code | 1 | 1,026 tok |
| LJTian/maker-flow maker-flow.ljtian.com 🛠️ Personal MVP Builder's Pipeline Infrastructure First. Business Logic Second. Elimina | 187 | Codex, OpenCode | 1 | 1,215 tok |
| ganavisk/nextlevelbuilder-ui-ux-pro-max-skill-Public An AI SKILL that provide design intelligence for building professional UI/UX multiple plat | 187 | Claude Code | 1 | 1,007 tok |
| joshzyj/open-scholar-skill Open scholar skill, a claude code plugin, for academic research | 187 | Claude Code | 57 | 3,825 tok |
| Automattic/mcp-wordpress-remote | 187 | Claude Code, Codex, OpenCode | 2 | 723 tok |
| alexei-led/cloud-mcp-server A lightweight service that enables AI assistants to execute AWS CLI commands (in safe cont | 186 | Claude Code | 1 | 1,114 tok |
| jgraph/drawio-tools Various tools for draw.io | 186 | Claude Code | 1 | 1,779 tok |
| w7panel/w7panel web UI for Kubernetes clusters | 186 | Codex, OpenCode | 21 | 10,548 tok |
| bgpkit/monocle 🧐 See through all BGP data with a monocle. | 186 | Codex, OpenCode | 1 | 1,548 tok |
| MLT-OSS/FirstData firstdata.deepminer.com.cn The World's Most Comprehensive, Authoritative, and Structured Open Source Data Source Know | 186 | Claude Code, Codex, OpenCode | 2 | 3,628 tok |
| conorluddy/xclaude-plugin iOS development ClaudeCode plugin for mindful token and context usage. Contains modular MC | 186 | Claude Code | 1 | 1,727 tok |
| ykdojo/safeclaw The easiest way to run multiple Claude Code sessions, each in its own container, with a da | 186 | Claude Code | 1 | 867 tok |
| robotostudio/turbo-start-sanity sanity.robotostudio.com Sanity + Next.js page-builder template | 186 | Claude Code | 1 | 4,925 tok |
| Learning-Bayesian-Statistics/baygent-skills A set of skills to call your agent Bayes. Thomas Bayes. | 186 | Claude Code | 1 | 1,343 tok |
| ZhgChgLi/linkyee link.zhgchg.li A fully customized, open-source LinkTree alternative deployed directly on GitHub Pages. | 186 | Claude Code | 2 | — |
| composio-community/skills | 186 | Claude Code, Codex | 1 | — |
| crisnahine/rails-ai-context crisnahine.github.io Rails MCP server: stop AI coding agents from guessing your app. A Ruby gem with 35 read-on | 186 | Claude Code, Codex, OpenCode | 2 | 158 tok |
| learningmatter-mit/AtomisticSkills arxiv.org Integrating AtomisticSkills into Agentic IDEs (Cursor, Claude Code, Codex, Google Antigrav | 186 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 2,749 tok |
| EvilFreelancer/logika | 186 | Codex, OpenCode | 1 | 1,616 tok |
| VerisimilitudeX/DNAnalyzer Precision genomics for everyone, everywhere. Powered by private AI. | 185 | Codex, OpenCode | 1 | 1,306 tok |
| liuxiaopai-ai/ralph-desktop x.com Ralph Desktop - Start vague. Ralph Loop until perfect. A visual controller for AI coding | 185 | Codex, OpenCode | 1 | 629 tok |
| yyyzl/push-2-talk PushToTalk is a high-performance desktop voice input tool. More than just speech-to-text, | 185 | Claude Code, Codex, OpenCode | 3 | 9,481 tok |
| jtgsystems/Custom-Modes-Roo-Code jtgsystems.com 🚀 Custom modes for Roo Code VS Code extension - Enhanced AI coding assistance configurati | 185 | Claude Code, Codex, OpenCode | 2 | 8,075 tok |
| viemccoy/excalibur Excalibur is a highly opinionated agent harness for the aspiring summoner. | 185 | Codex, OpenCode | 1 | 1,689 tok |
| SawyerHood/middleman middleman.tools The middle manager for your agents | 185 | Codex, OpenCode | 1 | 1,158 tok |
| Cannon07/code-preview.nvim A Neovim plugin that shows a live diff preview of AI coding agent's file edits before you | 185 | Codex, OpenCode | 1 | 134 tok |
| samyama-ai/samyama-graph samyama.dev Rust graph-vector database: OpenCypher (99.9% of evaluated TCK scenarios pass), vector sea | 185 | Claude Code | 1 | 3,147 tok |
| marcuspat/turbo-flow turboflow.online The rules layer for AI-written code — rig-lite: a fail-closed cross-model review gate, a w | 185 | Claude Code, Codex, OpenCode | 2 | 930 tok |
| mr-tbot/mesh-api mesh-api.dev MESH-API — Off-Grid AI & API Router & with MCP server & over 30 API extensions for Meshta | 185 | Codex, OpenCode | 1 | 1,364 tok |
| sigbit/mcp-auth-proxy MCP Auth Proxy is a secure OAuth 2.1 authentication proxy for Model Context Protocol (MCP) | 185 | Codex, OpenCode | 1 | 528 tok |
| github/gh-aw-mcpg GitHub Agentic Workflows MCP Gateway | 185 | Claude Code, Codex, OpenCode | 3 | 8,754 tok |
| vericontext/vibeframe vibeframe.ai Frontier AI video generation for coding agents - Seedance, Runway, Veo, Kling on your own | 185 | Claude Code, Codex, OpenCode | 16 | 2,651 tok |
| DasDigitaleMomentum/searxNcrawl searxncrawl.io Open-source MCP server that gives AI agents web search (SearXNG) and clean Markdown crawli | 185 | Codex, OpenCode | 1 | 1,111 tok |
| debugmcp/mcp-debugger A headless, agentic debugger over MCP — let your AI agents debug running programs in seven | 185 | Claude Code, Codex, OpenCode | 2 | 14,694 tok |
| twjackysu/TWSEMCPServer MCP Server for the Taiwan Stock Exchange OpenAPI, also integrating selected real-time quot | 185 | Claude Code | 1 | 15,848 tok |
| Tencent/SkillHone arxiv.org Continual agent skill evolution through persistent decision history. Whole-skill optimisat | 185 | Codex, OpenCode | 1 | 886 tok |
| trilwu/secskills trilwu.github.io Transform Claude Code into your personal security engineer | 185 | Claude Code | 2 | — |
| SametKUM/klustr klustr.dev A fast, native Kubernetes desktop client for multi-cluster management, troubleshooting, an | 185 | Codex, OpenCode | 1 | 2,785 tok |
| cappyeo/discord-mcp cappyeo.github.io Open-source Discord MCP server for Claude, Codex, Cursor and other AI clients: 209 typed t | 185 | Claude Code, Codex, OpenCode | 2 | 525 tok |
| oaslananka/kicad-mcp-pro oaslananka.github.io MCP server for KiCad, connecting AI agents to schematic and PCB workflows, ERC/DRC validat | 185 | Claude Code, Codex, GitHub Copilot, OpenCode | 10 | 822 tok |
| runablehq/mini-browser An agent first browser cli | 185 | Codex, OpenCode | 1 | 75 tok |
| bobbylight/AutoComplete A code completion library for Swing text components, with special support for RSyntaxTextA | 185 | Claude Code | 1 | — |