How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
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
urjeetpatel/db-tools-mcp MCP server that gives AI agents fast, read-only access to SQL Server and Snowflake schema 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,856 tok
etheaven/codex-mcp-server Codex Mcp Server 0 Codex, OpenCode 1 753 tok
felixkwasisarpong/incident-triage-mcp Incident Triage MCP is a Model Context Protocol–native incident‑response tool server. It e 0 Codex, OpenCode 1 292 tok
sebazai/faceit-mcp 0 Claude Code, Codex, Cursor, OpenCode 3 410 tok
FODYZ/yangmap Serveur MCP : quel chemin YANG/gNMI donne quelle information, sur quel equipement, dans qu 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,587 tok
amigo-ai/forge-mcp docs.amigo.ai Experimental MCP server prototype for Amigo Agent Forge workflows 0 Claude Code, Codex, OpenCode 2 290 tok
kaizen-org/openapi-mcp-server MCP server that exposes any OpenAPI/Swagger API as MCP tools 0 Claude Code, Codex, Cursor, OpenCode 8 2,074 tok
woodwosj/GhostShell MCP-native credential vault — AI agents authenticate without holding secrets 0 Claude Code, Codex, OpenCode 5 286 tok
margusliinev/rhr-mcp Public Procurement Register MCP. 0 Codex, OpenCode 1 406 tok
pr1m8/tavily-fastmcp 0 Codex, OpenCode 1 935 tok
CenblueOne/tradingview-mcp-py MCP stdio server: 30 tools for stock analysis (TradingView TA, Yahoo Finance, IDX/BEI, bac 0 Codex, OpenCode 1 1,238 tok
arr-mcps/profilarr-mcp Model Context Protocol for Dictionarry-Hub/Profilarr 0 Codex, OpenCode 1 878 tok
arr-mcps/mylar3-mcp Model Context Protocol for MylarComics/mylar3 0 Codex, OpenCode 1 993 tok
Korck-lab/deepseek-mcp 0 Claude Code, Codex, OpenCode 26 107 tok
ketankshukla/learn-mcp-agent-crew learn-mcp-agent-crew.vercel.app Project #4 in a learn-MCP series: an agent that hires help. spawn_agent is runAgentLoop ca 0 Claude Code, Codex, OpenCode 3 159 tok
amit11-ibm/kernel-mcp AI-powered Linux kernel development MCP server for IBM Bob — 19 tools covering symbol sear 0 Codex, OpenCode 1 862 tok
Kreativshikkk/MCP-system 0 Codex, OpenCode 1 4,236 tok
amit11-ibm/JDD-Agent-OS-MCP JDD-Agent OS — Autonomous AI agent operating system with genetic evolution, multi-objectiv 0 Codex, OpenCode 1 972 tok
Guipegoraro/opencode-bridge MCP server that lets Claude Code delegate coding tasks to external models running on a loc 0 Codex, OpenCode 1 1,416 tok
cryptoyoginya/harness-health-engineering Personal life-quality OS: treats the body as an instrument, not a target. Whoop auto-inges 0 Claude Code, Codex, OpenCode 5 3,414 tok
EthanH9977/ragic-mcp MCP server for Ragic HTTP API — read, write, approval, lock. Hidden API key setup; *.ragic 0 Codex, OpenCode 1 3,161 tok
PhoebusForWork/jira-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
lietblue/mcp 0 Codex, OpenCode 1 15,022 tok
berntpopp/clingen-link genefoundry.org MCP server for ClinGen (Clinical Genome Resource): gene–disease validity, dosage sensitivi 0 Claude Code, Codex, OpenCode 10 3,053 tok
berntpopp/gencc-link genefoundry.org MCP server for GenCC (Gene Curation Coalition): harmonized gene–disease validity classific 0 Claude Code, Codex, OpenCode 11 1,240 tok
zhangtian-123/codex-memory Local Markdown-backed memory tools for Codex and MCP-capable agents. 0 Codex, OpenCode 1 269 tok
goldandrei/MCP-App-GameScope 0 Claude Code, Codex, OpenCode 2 32 tok
egargale/lb-mcp-ui-proxy MCP-UI Wrapper Proxy for Longbridge — turns plain JSON responses into interactive HTML UIs 0 Claude Code, Codex, OpenCode 2 113 tok
lukleh/mcp-read-only-sql Secure MCP server providing read-only SQL access to PostgreSQL and ClickHouse databases 0 Codex, OpenCode 1 767 tok
berntpopp/hgnc-link genefoundry.org MCP server for HGNC (HUGO Gene Nomenclature Committee, genenames.org): gene symbol and ID 0 Claude Code, Codex, OpenCode 10 2,113 tok
LXVault/mcp 0 Codex, OpenCode 1 2,220 tok
jonathan249/health-mcp personal mcp server sharing wellness data to agents 0 Codex, OpenCode 1 589 tok