How real projects configure their agents

23,251 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
simongonzalezdc/complyos L&D Compliance & Learning Operations MCP Server 0 Codex, OpenCode 1 1,034 tok
yama662607/anki-mcp npmjs.com MCP server for safe, review-first Anki authoring on official Anki concepts 0 Claude Code, Codex, Gemini CLI, OpenCode 5 2,254 tok
nahisaho/katashiro KATASHIRO - AI-powered research toolkit for GitHub Copilot and MCP 0 Claude Code, Codex, OpenCode 2 5,910 tok
chikingsley/safari-bookmarks-mcp A cli to manage bookmarks in the Safari web browser. 0 Codex, OpenCode 1 443 tok
aynumosir/ainu-mcp mcp.aynu.org Unified Ainu-language toolchain MCP server: glossary editing, corpus, dictionaries, gramma 0 Codex, OpenCode 1 1,825 tok
lklkxcxc/mcp-atlassian MCP server for Atlassian products (Confluence and Jira) 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
CodeStrux/x402-stellar-kit npmjs.com x402 payment primitives for Stellar: intent binding, a deterministic policy engine, a plug 0 Claude Code, Codex, OpenCode 2 3,415 tok
alshyra/sherlock-second-brain MCP server + skill pour un second cerveau : cases (investigation) → fiches/skills validés, 0 Codex, OpenCode 1 1,484 tok
ahammadshawki8/DeepSIFT findevil.devpost.com A zero-hallucination autonomous DFIR agent for the SANS SIFT Workstation. 148 typed, audit 0 Claude Code, Codex, OpenCode 2 8,884 tok
smoothiekanoble/poke-mcp 0 Codex, OpenCode 1 632 tok
rexlManu/lol-mcp-server MCP server for League of Legends player analysis, match review, and training plans via Rio 0 Codex, OpenCode 1 1,824 tok
tyejcoleman/tokenroom Make your coding agent aware of its own budgets — feeds Claude Code's rate-limit and conte 0 Claude Code, Codex, OpenCode 7 1,932 tok
hickeroar/outlook-mcp MCP server for Microsoft Outlook — search, send, and manage mail and calendar with browser 0 Codex, OpenCode 1 1,237 tok
hickeroar/msteams-mcp MCP server for Microsoft Teams — search, message, and manage chats with browser-session au 0 Codex, OpenCode 1 6,925 tok
rodcordeiro/minecraft_mcp MCP server for Minecraft map points, recipes/guides, and optional exaroton file/world acce 0 Codex, OpenCode 1 579 tok
hirotgr/tradingview-mcp-codex TradingView Desktop MCP bridge adapted and maintained for Codex 0 Claude Code, Codex, OpenCode 2 4,067 tok
yamashin55/okta-mcp-cloudflare-demo A reference implementation of a remote MCP server on Cloudflare Workers, protected by an O 0 Codex, OpenCode 1 360 tok
BnJam/eo-processor-mcp 0 Codex, GitHub Copilot, OpenCode 2 3,293 tok
robin-collins/m365-mcp Minimal, powerful MCP server for Microsoft Graph API (Outlook, Calendar, OneDrive) 0 Claude Code, Codex, OpenCode 2 2,805 tok
JOCOIN94/serial-mcp-server 0 Claude Code, Codex, OpenCode 3 2,193 tok
juyamagu/azure-updates-mcp-server An MCP server that provides AI assistants with seamless access to Azure service updates, r 0 Claude Code, Codex, OpenCode 15 70 tok
jakub-plichcinski/kairos-mcp 0 Claude Code, Codex, OpenCode 3 1,127 tok
reasvyn/docsgrep MCP Server to explore local and remote documentation 0 Claude Code, Codex, OpenCode 4 749 tok
NO-Product/knowledgebase-mcp A zero-database MCP knowledgebase template for Vercel. 0 Claude Code, Codex, OpenCode 2 423 tok
kev489/gpt-tool-use MCP server that routes Claude Code research and image generation through ChatGPT via Playw 0 Claude Code, Codex, OpenCode 2 2,486 tok
stevebrownlee/storybook-mcp 0 Codex, OpenCode 1 2,809 tok
whelp99-code/sangfor-mcp-workflow 0 Codex, OpenCode 1 604 tok
aminfara/matrix Multi-Agent Task & Requirement IndeX — A local, project-scoped Requirement Management MCP 0 Codex, OpenCode 1 854 tok
EarthChen/mcp-feedback-enhanced Enhanced MCP server for interactive user feedback and command execution in AI-assisted dev 0 Claude Code, Codex, OpenCode 2 1,327 tok
Rethunk-AI/clodbridge MCP server bridging Cursor's .cursor/ directory into Claude Code. Define custom rules, ski 0 Claude Code, Codex, Cursor, OpenCode 13 1,841 tok
LuisCarlosLopes/codesteer-atlas A local MCP server for codebase indexing and hybrid semantic search. Powering AI agents wi 0 Claude Code, Codex, OpenCode 2 3,865 tok
huangjien/devops-mcps A DevOps MCP server, python implementation, release in docker mode. 0 Claude Code, Codex 1
CeasarJackson/nornir-mcp-server Nornir MCP Server for network automation 0 Claude Code, Codex, OpenCode 2 689 tok
BAM-DevCrew/maxerviker-firefox-devtools-mcp Firefox DevTools for coding agents 0 Claude Code, Codex, OpenCode 2 94 tok
zierocode/pir2-academy-obsidian-vault-mcp Safe local Obsidian Vault MCP for PiR2 Academy 0 Claude Code, Codex, OpenCode 3 292 tok
GermaniU/comfyui-mcp 🎨 Servidor MCP HTTP/SSE para generación de imágenes con ComfyUI (SDXL / RTX 3060). Python 0 Codex, OpenCode 1 900 tok
vokasug/tavily-mcp-proxy Reverse proxy for Tavily MCP with automatic switching between Tavily keys based on remaini 0 Codex, OpenCode 1 8,087 tok
hieptran87/atlassian-mcp-server MCP server for Atlassian tools (Confluence, Jira) 0 Claude Code, Codex, GitHub Copilot, OpenCode 14 2,281 tok
rohitcube/mcp-server-python-msn02eki Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
mohithchow/gridwatch-mcp MCP server exposing distributed industrial asset (battery storage/EV/solar/IoT) monitoring 0 Claude Code, Codex, OpenCode 2 159 tok
757607106/gjp-print-mcp 0 Codex, OpenCode 1 1,260 tok
jyswee/tygagames tyga.games studio CLI - run your game publishing account from your coding agent. MCP + npm 0 Codex, OpenCode 1 842 tok
hinoyayoi/japanese-learning-mcp Local-first MCP server for personal Japanese learning memory, mistakes, relations, and spa 0 Codex, OpenCode 1 401 tok
Maaa2005/web-capability-compiler Compile existing websites into reusable, typed capabilities for MCP agents 0 Codex, OpenCode 1 546 tok
Rayyan011/maldives-statistics-mcp Read-only TypeScript MCP server for the Maldives Bureau of Statistics (statisticsmaldives. 0 Codex, OpenCode 1 897 tok
echoomegaprime/echo-qcoder Governed Qwen coding terminal, MCP tools, skills, and autonomous builder workflows for ECH 0 Claude Code, Codex, OpenCode 2 473 tok
ramarivera/pal-mcp-server The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / 0 Claude Code, Codex, OpenCode 4 3,590 tok
ttekun/bitbucket-cloud-mcp-server MCP server that lets AI assistants read and review your Bitbucket Cloud pull requests 0 Claude Code, Codex, OpenCode 2 1,024 tok
sanchez314c/agent-nero Persistent Agent Pool MCP Server for Claude Code — Your Context Is Always Near. 0 Claude Code, Codex, OpenCode 2 1,919 tok
sargue/ourgroceries-mcp MCP server for OurGroceries.com grocery list management 0 Codex, OpenCode 1 1,435 tok