How real projects configure their agents

43,786 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
frankxai/awesome-cosmos-ai-agents Web-first astronomy, mission-data, astrodynamics, and scientifically grounded AI-agent cat 1 Codex, OpenCode 1 358 tok
xenodeve/clone-space-mcp Archive a live web page so it replays offline with the motion intact, and an AI agent can 1 Claude Code, Codex, OpenCode 6 5,567 tok
Gnidreve/Genesis-World-MCP MCP-Server für CAS genesisWorld – bringt das CRM als Tools, Flows und Ressourcen direkt in 1 Codex, OpenCode 1 9,106 tok
RodrigoSiliunas/hermes-claude-bridge Bridge Hermes Agent ↔ Claude Code CLI — delegate coding tasks with zero Anthropic API cost 1 Claude Code, Codex 1 —
bruce-shi/ticker-cli 1 Claude Code 1 770 tok
narumiruna/telegram-bot 1 Codex, OpenCode 2 865 tok
VerificateAI/verificate-mcp-quickstart verificate.ai Take your vibe-coded MVP all the way to production — 17 reality gates + frontier-model rev 1 Claude Code 1 —
The-Focus-AI/buttondown-mcp ModelContextProtocal server for interacting with buttondown 1 Cursor 1 266 tok
JMReader/mcp_shell_server An MCP server capable of executing any terminal command securely and efficiently 1 Cursor 1 762 tok
huuanh20/awesome-ai-agent-skills huuanh20.github.io 40+ production-ready AI skill packs for Claude Code, Cursor, Codex, Gemini CLI and any LLM 1 Claude Code 8 —
gabrielrojasnyc/hr-mcp-server MCP Server 1 Claude Code 1 2,202 tok
killo3967/todolist-mcp 1 Claude Code, Codex 1 —
1049861657/MCP 1 Claude Code 1 —
MausRundung/mcp-explorer jansky-design.com Model Context Protocol server providing advanced file system operations, regex search, imp 1 Codex, OpenCode 1 1,151 tok
chaudepark/ableton-mcp 1 GitHub Copilot 1 705 tok
webdevtodayjason/slim-MCP 1 Claude Code 1 322 tok
topotal/waroom-mcp 1 Claude Code 1 2,452 tok
rolfsormo/mist-mcp-server MCP Server for Juniper Mist 1 Codex, OpenCode 1 906 tok
javierb507/anywhere-mcp-server AlienVault/USM Anywhere MCP Server - Threat intelligence and security monitoring 1 Claude Code 1 1,895 tok
sgerlach/grr-gaggiuino-mcp MCP server for Gaggiuino espresso machines - monitor status, analyze shots, manage profile 1 Claude Code 1 384 tok
iushv/linkedin-agent-mcp 1 Claude Code, Codex, OpenCode 9 2,071 tok
drmf-cz/claude-beacon Claude Code MCP channel plugin — pushes GitHub Actions CI/CD results into running Claude C 1 Claude Code, Codex, OpenCode 5 5,239 tok
bradleyfay/autodoc-mcp 1 Claude Code 14 5,520 tok
liuyang1520/reddit-mcp MCP server for Reddit 1 Claude Code 1 582 tok
billallison/brsearch-mcp-server MCP Server for URL retrieval and Brave search 1 GitHub Copilot 1 385 tok
GoCoder7/coolify-mcp-server Coolify MCP Server 1 GitHub Copilot 1 765 tok
hkopenai/hk-recreation-mcp-server This is an MCP server that provides access to recreation, sports and culture data in Hong 1 Gemini CLI 1 76 tok
ssimonitch/mcp-pyboy 1 Claude Code 1 1,606 tok
phate45/mcp-vault MCP server that interacts with an Obsidian Vault directly on the filesystem (or indirectly 1 Claude Code 1 503 tok
SampsonKY/XcodeBuildMCP async-let.com A Model Context Protocol (MCP) server that provides Xcode-related tools for integration wi 1 Cursor 1 1,983 tok
burkeholland/youtube-mcp youtube-mcp-one.vercel.app 1 GitHub Copilot 2 1,010 tok
ttpears/mysql-mcp 1 Claude Code 1 3,996 tok
MajesteitBart/writer_mcp Writer MCP offers a comprehensive suite of tools for technical marketing content creation, 1 Codex, OpenCode 1 3,862 tok
bogdanminko/zapcap-mcp-server MCP Server for ZapCap.ai 1 Claude Code 1 646 tok
aiopnet/mcp-nautobot 1 Claude Code, GitHub Copilot 2 996 tok
Hint-Services/mcp-limitless 1 Claude Code 3 918 tok
djmoore711/brandfetch-mcp brandfetch.com Python MCP server for Brandfetch that fetches brand data (logos, colors, details) by domai 1 Codex, OpenCode 1 4,778 tok
vanman2024/cats-mcp-server CATS ATS MCP Server - 163 tools for recruiting and staffing workflows via FastMCP 1 Claude Code 1 —
subbu3012/kognamcp 1 Cursor 1 257 tok
call518/MCP-Ambari-API deepwiki.com 🚀 Natural-language Hadoop cluster management via MCP. Connect LLM agents (Claude, GPT, et 1 Claude Code, GitHub Copilot 2 1,895 tok
lasindu-themiya/mcpwebgenerator 1 GitHub Copilot 1 543 tok
kmio11/agent-timeline-mcp 1 Claude Code 5 1,701 tok
caffeineflo/portainer-mcp MCP server for Portainer Docker management - vibe coded, use at your own risk 1 Claude Code 1 317 tok
Kaina3/Debug-MCP A MCP tool which will debug automatically 1 GitHub Copilot 1 609 tok
alexyangjie/mcp-server-multi-fetch Extending mcp-server-fetch with parallel browsing 1 Claude Code, Codex, OpenCode 2 1,726 tok
quanticsoul4772/logic-thinking MCP server for logical reasoning, verification, and proof construction 1 Claude Code 1 2,164 tok
zzstoatzz/tangled-mcp registry.modelcontextprotocol.io MCP server for tangled.org 1 Claude Code 2 548 tok
jeffaf/kivv kivv - Automated arXiv research paper discovery and AI-powered summarization system with M 1 Claude Code, GitHub Copilot 2 1,212 tok
Uninen/devserver-mcp MCP server and a unified TUI for managing dev servers + Playwright 1 Claude Code, GitHub Copilot, Gemini CLI 3 2,067 tok
vsoneji/schwab-mcp Schwab MCP server that enables AI assistants like Claude to retrieve and interact with you 1 Codex, OpenCode 1 69 tok