How real projects configure their agents

23,310 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
VIBHORE-LAB/jd-mcp 0 Claude Code, Codex 1
FireCulex/int Self-hosted, Dockerized AI memory system with MCP server for AI coding assistants to recal 0 Codex, OpenCode 1 1,342 tok
jamesdsizemore/headcleaner-cli Convert documents to Markdown and OKF v0.2 with diagnostics, plugins, MCP, and reports. 0 Claude Code, Codex, OpenCode 2 3,493 tok
talvaknin744/garmin-coach-mcp Local Garmin coaching MCP for Codex, ChatGPT desktop, and Claude 0 Codex, OpenCode 1 134 tok
Cgisclair29/Rapid7-MCP 0 Codex, OpenCode 1 1,947 tok
djsushilkumar/Craftor Universal MCP Platform for WordPress, Elementor & WooCommerce 0 Claude Code, Codex, Gemini CLI, OpenCode 17 1,882 tok
IsoCodeCrafter/PCP Standardize Context, Not Intelligence. An open protocol and MCP server for preserving proj 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,290 tok
primax79/vscode-mcp-dap-debugger VS Code extension and CLI that expose the Debug Adapter Protocol (DAP) as MCP tools, allow 0 Claude Code, Codex, OpenCode 2 3,796 tok
khaosans/operator-etl Agentic ETL pipeline for FOIA & public comments — LangGraph, MCP, PII vault, Medallion war 0 Codex, OpenCode 1 1,026 tok
roxy-plugins/bangumi-mcp 0 Codex, OpenCode 1 416 tok
mishan/assetto-mcp An MCP for Assetto Corsa 0 Codex, OpenCode 1 129 tok
PCT-BR/n8n-mcp 0 Claude Code, Codex, OpenCode 10 2,867 tok
layermedya/Critic-MCP A Model Context Protocol (MCP) server providing automated, read-only code review and vulne 0 Codex, OpenCode 1 808 tok
hal666/vision-mcp Clipboard-first vision MCP for text-only agents 0 Claude Code, Codex, OpenCode 2 492 tok
w4ndaja/figma-plugin-as-mcp 0 Claude Code, Codex, OpenCode 24 981 tok
ryanportfolio/winuse-mcp Computer use for Claude Code on Windows: an MCP server that lets Claude see your screen an 0 Claude Code, Codex, OpenCode 34 2,540 tok
reachjalil/openwork-mcp-app-gallery-sol openwork-mcp-app-gallery-sol-jalil-7198s-projects.vercel.app Independent hosted adaptation of official MCP Apps examples 0 Codex, OpenCode 1 270 tok
elemarin/renderoni elemarin.github.io Three.js renders. Rapier simulates. Renderoni makes it a game: an open-source 3D web game 0 Claude Code, Codex, OpenCode 3 1,082 tok
agentcommunity/mcp Official stdio connector for the Agent Community hosted MCP server 0 Codex, OpenCode 1 203 tok
Snozu/relay An AI operations agent that answers from your own data, cites your own policies, and stops 0 Codex, OpenCode 1 154 tok
devopsbrandmirchi/GoogleMcpServer MCP Server To Connect Google Platform 0 Claude Code, Codex, OpenCode 2 159 tok
reachjalil/openwork-mcp-app-gallery-fable openwork-mcp-app-gallery-fable-prologe.vercel.app Hosted MCP Apps Example Gallery — fable benchmark candidate (independent adaptation of off 0 Codex, OpenCode 1 381 tok
nagyeop/kosis_mcp kosismcp.vercel.app MCP server based on the Korean National Data Administration KOSIS OpenAPI (FastMCP) 0 Codex, OpenCode 1 778 tok
trash-panda-v91-beta/donetick-mcp 0 Claude Code, Codex, OpenCode 2 861 tok
pilotariak/azkena The Pilotariak MCP server 0 Codex, OpenCode 1 2,334 tok
sparko161-droid/pyrus_mcp_bd_complect 0 Codex, OpenCode 1 776 tok
Cuti27/mcp-arr-lite Lightweight MCP server for Radarr and Sonarr with granular tools: lookup, add, search rele 0 Codex, OpenCode 1 915 tok
YokihitoOkiBiz/jetkvm-mcp Model Context Protocol (MCP) server for controlling JetKVM through Playwright and WebRTC H 0 Codex, OpenCode 1 744 tok
project-tharsis/claude-code-telegram-kit Remote session control and deterministic delivery for Claude Code's official Telegram Chan 0 Claude Code, Codex, OpenCode 2 513 tok
masalinas/poc-ai-mcp-claude-code PoC Create MCP using Claude Code 0 Claude Code, Codex, OpenCode 2 776 tok
ashishwarkhade/Telegraph-MCP AI-assisted BRICS cross-border payment/settlement system 0 Claude Code, Codex 1
hakandedotdev/simple-mcp-job-tracker Minimal job tracker with mcp server 0 Claude Code, Codex, OpenCode 2 159 tok
ZainUlAbideen02/StackBridge-MCP 0 Codex, OpenCode 1 799 tok
1072636071/win-shell-mcp win-shell-mcp 0 Codex, OpenCode 1 480 tok
GSA-TTS/mcp-server-usace-iwr MCP server for accessing the USACE IWR's open feature layers on ArcGIS 0 Claude Code, Codex 2
Ritesh-977/codegraph-mcp 0 Codex, OpenCode 1 776 tok
namecallfilter/nodriver-mcp 0 Codex, OpenCode 1 539 tok
peacenode/livepeer-agent A Livepeer coding agent built on Pi with Livepeer Agent MCP integration. 0 Codex, OpenCode 1 249 tok
halaprix/bd-explore halaprix.github.io Ask a beads store questions, codegraph-style: verbatim beads + relationship neighborhoods 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,728 tok
SagaSmithAI/sagasmith-narrative System-neutral SagaSmith Narrative domain, MCP, Skills, and project generation 0 Claude Code, Codex, OpenCode 2 396 tok
N0mansky/aws-auth Fast, intelligent AWS SSO authentication tool and Model Context Protocol (MCP) server for 0 Codex, OpenCode 1 1,278 tok
vonpanda/schematic-mcp MCP server that enables AI agents to understand, query, and reason over hardware schematic 0 Codex, OpenCode 1 911 tok
quzhiii/ai-disk-doctor-integrations Universal local Agent Skill and MCP integration for AI Disk Doctor 0 Claude Code, Codex, OpenCode 2 1,130 tok
mlnima/browser-use-relay-mcp 0 Codex, OpenCode 1 2,779 tok
olykov/node-red-contrib-mcp-server-readonly Read-only Node-RED MCP server package 0 Codex, OpenCode 1 283 tok
Walessonrdreis/omie-mcp-v1.0 0 Claude Code, Codex 14
andreasronge/ptc-fs-mcp A small filesystem MCP (protocol 2026-07-28) 0 Codex, OpenCode 1 516 tok
tecof/tecof-mcp 0 Claude Code, Codex, OpenCode 3 251 tok
willTerner/baomihua-formatter-mcp A standalone Node.js MCP server for inspecting and operating on media files in OpenList an 0 Claude Code, Codex, OpenCode 2 1,379 tok
chemisttt/tutu-mcp-kit tutu-mcp-kit.vercel.app Let's go! Tickets and hotels together. Hackathon Tutu MCP. 0 Claude Code, Codex, OpenCode 2 858 tok