How real projects configure their agents

31,986 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
alexclowe/abf ABF (Agentic Business Framework) is an open-source TypeScript/Node.js framework for buildi 0 Claude Code 1 5,245 tok
teze/claude-code-best ccb.agent-aura.top Unmodified runnable version of Claude Code; all TypeScript types fixed; enterprise-grade r 0 Claude Code 1 1,640 tok
NyxToolsDev/claude-md-starter Free CLAUDE.md starter template for any project 0 Claude Code 1 477 tok
leanvox/mcp-server MCP server for Leanvox TTS API — use Leanvox from Claude, ChatGPT, Cursor, and any MCP cli 0 Claude Code 1
seung23/lawtutor-mcp Korean Administrative Law & Constitutional Law RAG MCP Server for the 7th-grade civil serv 0 Claude Code 2 2,076 tok
miguelarios/qkb Hybrid BM25 + vector search for Obsidian vaults (SQLite FTS5 + sqlite-vec, MCP server) 0 Claude Code 1 1,076 tok
Sinfjell/garmin-mcp Garmin MCP server — connect Claude and other AI assistants to your Garmin Connect data: ac 0 Claude Code 1 623 tok
hiyorineko/rollbar-mcp-server Pre-release - Model Context Protocol server for Rollbar 0 Claude Code 1 261 tok
nonnname/t-invest-mcp-server 0 Claude Code 1 584 tok
Travis-Gilbert/Railway-mcp 0 Claude Code 1 837 tok
cquillen/realtest-mcp MCP server for RealTest backtesting documentation and example scripts 0 Claude Code 4 85 tok
YOGi-Seto/akebono-mcp Agent-ready Japanese temple data — scored, reasoned, optimized for AI travel agents 0 Claude Code 7 1,169 tok
joandiazcapell/shellserver Shell MCP Server 0 Claude Code 2
cjwpenner/md-docx-converter Bidirectional Markdown ↔ Word (.docx) converter for Windows. Designed for moving content t 0 Claude Code 1 815 tok
anhtuanluu/mcp 0 Claude Code 6 792 tok
WebRTCGame/SQLITE-MCP SQLITE MCP 0 Claude Code, Codex, GitHub Copilot 3 757 tok
Knuckles-Team/mattermost-mcp 0 Claude Code, Codex, OpenCode 2 3,499 tok
stock42/mcp-mongodb 0 Claude Code, Codex, OpenCode 4 1,953 tok
LesterAJohn/jira-mcp 0 Claude Code 1
rdmgator12/RE-MCP- Reimbursement Engine CMS 0 Claude Code 1 347 tok
u9401066/medvision-mcp Medical Vision AI Tools via Model Context Protocol 0 Claude Code, GitHub Copilot 20 2,021 tok
mj991218/mcp-fhir 0 Claude Code 2 11,045 tok
zhangreling02-ai/3dslicer-claude-bridge MCP server bridging 3D Slicer with Claude Code for medical image analysis 0 Claude Code 14 2,053 tok
burakdirin/apple-health-export-mcp MCP server to query your exported Apple Health archive (export.zip) via SQLite — sleep, he 0 Claude Code 1 1,300 tok
Tom-R-Main/medgemma-mcp Deprecated — unmaintained MedGemma MCP research prototype; do not use clinically. 0 Claude Code 1 629 tok
Pipelex/pipelex-mcp 0 Claude Code, Codex, OpenCode 6 26,473 tok
codingthefuturewithai/mcp_jira MCP (Model Context Protocol) server for JIRA integration 0 Claude Code 1
SGromych/dataforge-mcp-gateway DataForge MCP Gateway 0 Claude Code 1 3,184 tok
MohitSahoo/MCPToolForWebVulnerabilities- 0 Claude Code, Codex, OpenCode 2 289 tok
Kinzen-dev/LineWhiz 0 Claude Code 1 2,351 tok
digitalhen/bouncie-mcp MCP server for the Bouncie OBD2 vehicle tracker — gives Claude real-time access to GPS loc 0 Claude Code 1 1,829 tok
jarciahdz111/dokploy-mcp 0 Claude Code 1 1,093 tok
mikecreighton/mikecreighton-dot-com-content-mcp A Model Context Protocol (MCP) server that will provide all of the Mike Creighton Consulti 0 Claude Code 1 225 tok
danielscholl/mvn-mcp-server MCP Server for interacting with Maven Repositories 0 Claude Code, GitHub Copilot 5 2,815 tok
cbruyndoncx/ThirdBrAIn-MCPSERVERS-IQ MCP Servers focused collection of repo's (using git-subrepo for easy updating --ALL) 0 Claude Code, GitHub Copilot 2 1,266 tok
joao-santillo/web-search-mcp-server Servidor MCP que busca documentação mais atualizada de tools 0 Claude Code 1 263 tok
ipdelete/workout_mcp_server MCP Server for workout info 0 Claude Code, GitHub Copilot 8 1,649 tok
JohnnyFoulds/markdown-for-agents-mcp MCP server for AI agents — fetch any URL with full JavaScript rendering (Playwright) and c 0 Claude Code 1 1,322 tok
servants-of-the-server-fire/paraph-mcp MCP server for the Paraph e-signature API 0 Claude Code 1 219 tok
productengineered/firewalla-mcp 0 Claude Code 1 1,162 tok
jsklan/devin-api-mcp Just a simple wrapper mcp server that extends the functionality of the Devin mcp. https:// 0 Claude Code 1 1,264 tok
trevoraspencer/geminicli-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 524 tok
OnClickListener2048/confluence-mcp confluence-mcp 0 Claude Code 21
starter-series/profilekit-mcp MCP server for ProfileKit. Render GitHub profile SVG cards from Claude Code, Codex CLI, or 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 390 tok
haxos-anon/autotask-mcp1 0 Claude Code, Codex, GitHub Copilot, OpenCode 59 22,920 tok
manutrip-pm-AI-Defense/mcpdeployment This is a test MCP server 0 Claude Code 1 2,257 tok
JonasBaath/mcp-refchecker MCP server for verifying academic citations via Semantic Scholar, OpenAlex, and CrossRef 0 Claude Code 1 2,369 tok
wfilleman/shopify-mcp-server 0 Claude Code 1 548 tok
TheMrGU/Ai-Agent-Context-Passoff Pass the baton between AI coding agents — without losing the thread. Local-first MCP-based 0 Claude Code, Codex, OpenCode 2 496 tok
r3-yamauchi/kintone-oauth-mcp-server-cfw deepwiki.com An unofficial Model Context Protocol (MCP) server for kintone that can be deployed as Clou 0 Claude Code 1 4,139 tok