How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
fedec65/BetterCallClaudeMCP_Italy 2 Codex, OpenCode 1 1,244 tok
antonpinchuk/mobile-mcp-opengl MCP for OpenGL Android Development and Automation (Unity, Unreal Engine, Cocos2d-x, libGDX 2 Codex, OpenCode 1 456 tok
zenworksza/devMCP 2 Codex, OpenCode 1 2,352 tok
sushilti80/datadog-mcp Model Context Protocol (MCP) server that provides AI agents with seamless access to Datado 2 Codex, GitHub Copilot, OpenCode 2 8,835 tok
Supermancho-git/godot_mcp 2 Codex, OpenCode 1 1,829 tok
dvgamerr-app/gokub-mcp dvgamerr.app 🚀 Model Context Protocol (MCP) server for Bitkub Cryptocurrency Exchange API - Connect Cl 2 Claude Code, Codex, OpenCode 2 1,403 tok
dajiaohuang/shuiyuan-mcp Shuiyuan Discourse MCP with cookie login launchers 2 Codex, OpenCode 1 1,471 tok
ZenlixAI/hitl-mcp A production-ready, state-persistent MCP server for Human-in-the-Loop (HITL) interaction. 2 Claude Code, Codex 13
ranbo12138/mcp-image-gen 2 Codex, OpenCode 1 2,111 tok
Huleinpylo/kali-agents-mcp 2 Claude Code, Codex, OpenCode 9 3,290 tok
ilharp/webview-devtools-mcp DevTools for any WebView — no remote-debugging port required. Works in Safari/iOS WebView/ 2 Codex, OpenCode 1 761 tok
sathyaceg/tfl-mcp-server 2 Codex, OpenCode 1 630 tok
ArtrixTech/mcp-server-nyantify An MCP server that notifies you when your agent got things done. 2 Codex, OpenCode 1 1,503 tok
redgreat/db_mcp_server Centralized database management MCP server 2 Claude Code, Codex 2
estebanjosse/mcp-server-template A minimal, production-ready implementation of a Model Context Protocol (MCP) using the off 2 Claude Code, Codex, OpenCode 11
dinglebear-ai/rytdl npmjs.com Rust MCP server and CLI for yt-dlp media search/downloads, metadata tagging, transfer queu 2 Claude Code, Codex, Gemini CLI, OpenCode 4 3,626 tok
IFTTT/ifttt-plugins ifttt.com Official IFTTT plugins for AI clients — automate hundreds of services from your agent via 2 Claude Code, Codex, OpenCode 2 1,007 tok
Fortytwoo/codex-tencent-connectors Codex plugin for WeCom, QQ Mail, and Tencent Docs 2 Codex, OpenCode 1 874 tok
coo1white/cool-workflow npmjs.com Get a saved, cited report from your AI agent 2 Claude Code, Codex, OpenCode 3 13,737 tok
cyanheads/nonprofit-explorer-mcp-server npmjs.com Search and explore 1.8M+ US nonprofits, fetch Form 990 financials, and access IRS filing h 2 Claude Code, Codex, OpenCode 2 9,700 tok
dong7812/dompruner-mcp MCP server — 97–99% HTML token reduction via DOM AST extraction. No API key, no Vector DB. 2 Claude Code, Codex, OpenCode 2 335 tok
thomaschristory/catalyst-sdwan-super-mcp thomaschristory.github.io FastMCP server for Cisco Catalyst SD-WAN Manager (vManage), driven by the official OpenAPI 2 Claude Code, Codex, OpenCode 2 7,183 tok
abhinavteja123/codemore codemore.tech The static analyzer your AI agent reads — 59 rules, MCP server, CLI, VS Code extension, Gi 2 Claude Code, Codex 9
asanabrial/leteo Persistent memory for AI coding agents. MCP server + lifecycle hooks that give Claude Code 2 Claude Code, Codex, OpenCode 2 1,799 tok
cyanheads/medical-codes-mcp-server npmjs.com Decode, search, validate, and crosswalk US medical codes — ICD-10-CM, ICD-10-PCS, HCPCS Le 2 Claude Code, Codex, OpenCode 2 12,036 tok
cyanheads/oecd-mcp-server npmjs.com Search, explore, and query 1,500+ OECD statistical datasets (national accounts, employment 2 Claude Code, Codex, OpenCode 2 12,506 tok
cyanheads/openaq-mcp-server npmjs.com Find air-quality monitoring stations and read measured pollutant observations (PM2.5, PM10 2 Claude Code, Codex, OpenCode 2 11,920 tok
nblog/x64dbgMCP x64dbgMCP is a C++/CLI plugin embedding an MCP server into x64dbg (a vibe coding project; 2 Claude Code, Codex, OpenCode 2 801 tok
cyanheads/guardian-mcp-server npmjs.com Search, browse, and retrieve full article text from The Guardian's journalism archive (199 2 Claude Code, Codex, OpenCode 2 11,934 tok
ntworm/ableton-mcp-server Debug-grade MCP server and MIDI Remote Script for Ableton Live 2 Claude Code, Codex, OpenCode 2 1,909 tok
shuoubin/RAG-MCP-SERVER A RAG-MCP service project. 2 Claude Code, Codex 6
orange91pku/unity-ai-project-brain Open-source AI context engine for Unity projects: GitNexus code graph, Unity GUID/fileID s 2 Codex, OpenCode 1 568 tok
Kodamonkey/PRESTO-mcp-server 2 Codex, OpenCode 1 2,042 tok
imalvaroglez/mcp-memory-server 2 Codex, OpenCode 1 2,329 tok
thu-west/xiyan_mcp_server A Model Context Protocol (MCP) server adapted from Alibaba's XiYanSQL framework, supportin 2 Codex, OpenCode 1 712 tok
chaunsin/agent-skills Some practical agent skills for AI coding agents (Claude Code, Cursor, Copilot, Codex, etc 2 Claude Code, Codex, OpenCode 2 829 tok
hightemp/go_computer_use_mcp_server MCP (Model Context Protocol) server in Go for computer automation. Uses robotgo library fo 2 Claude Code, Codex, OpenCode 24 1,604 tok
palimkarakshay/abap-mcp MCP server for SAP ABAP: offline static analysis (abaplint), ABAP Cloud / Clean Core readi 2 Claude Code, Codex, OpenCode 2 3,394 tok
frankxai/awesome-agent-operating-systems Web-first index of agent operating systems, coding agents, MCP, memory, and deploy tools. 2 Codex, OpenCode 1 358 tok
comparedge/pricing-api comparedge.com Free REST API and MCP server for verified SaaS, AI, and LLM pricing across 490+ tools. Ope 2 Codex, OpenCode 1 544 tok
hevangel/batch-review-mcp Batch code review tool powered by MCP, FastAPI, and React 2 Claude Code, Codex, Cursor, OpenCode 2 900 tok
gabrielrojasnyc/anatomy-of-a-knowledge-base Runnable teaching implementation of the Cerebras knowledge-base architecture: one embeddin 2 Claude Code, Codex, OpenCode 2 1,176 tok
frankxai/agentic-music-producer-os Agentic Music Producer OS — autonomous music-production workflows for AI-native producers. 2 Claude Code, Codex, OpenCode 2 541 tok
Mitscherlich/skills 2 Claude Code, Codex, OpenCode 2 1,850 tok
cyanheads/stackexchange-mcp-server npmjs.com Search Stack Exchange questions, fetch complete Q&A threads as clean markdown, browse tag 2 Claude Code, Codex, OpenCode 2 10,960 tok
cyanheads/ris-austria-mcp-server npmjs.com Search Austrian consolidated federal & state law, court decisions, and the authentic Bunde 2 Claude Code, Codex, OpenCode 2 11,608 tok
cyanheads/sports-mcp-server npmjs.com Get live scores, schedules, standings, team and player data for NFL, NBA, MLB, NHL, soccer 2 Claude Code, Codex, OpenCode 2 11,760 tok
nguyenchiencong/local-docs-mcp A modular semantic search system with MCP integration for searching local documentation. 2 Codex, OpenCode 1 733 tok
cyanheads/paleobiology-mcp-server npmjs.com Search fossil occurrences, resolve taxon fossil ranges, plot diversity through deep time, 2 Claude Code, Codex, OpenCode 2 13,846 tok
cyanheads/smithsonian-mcp-server npmjs.com Search 14.5M Smithsonian Open Access objects across 20+ museums via MCP, and retrieve CC0 2 Claude Code, Codex, OpenCode 2 12,180 tok