How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
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
DavidG-BLW/MCP_DOCS 0 Claude Code 1 363 tok
greyw0rks/atlas Atlas - Persistent memory system for coding agents (MCP server) 0 Claude Code 1 —
mordanov/vps_mcp 0 Claude Code 1 —
JayStevency/open-scenario-studio SC · BR · CAP · DEV scenario framework editing tool. Agents create specifications via MCP, 0 Claude Code 2 2,842 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 MCP server that turns an AI assistant into your race engineer for Assetto Corsa — records 0 Claude Code, Codex, OpenCode 2 129 tok
PCT-BR/n8n-mcp 0 Claude Code, Codex, OpenCode 10 2,867 tok
thammarongg/blueocean-vector Shared, persistent vector memory over MCP — give Claude Code, Cursor, Codex, and other age 0 Claude Code 1 277 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
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
escrimaglia/netmiko-sot_mcp Netmiko project for Calude 0 Claude Code 2 —
devopsbrandmirchi/GoogleMcpServer MCP Server To Connect Google Platform 0 Claude Code, Codex, OpenCode 2 159 tok
alexanderdross/gsc-mcp 0 Claude Code 1 1,151 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
IP-DZ/universal-change-review Local, read-only Git change review for Codex, Claude Code, Cursor, and MCP clients 0 Claude Code, Cursor 1 —
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
bellx2/upnote-mcp npmjs.com unoffical UpNote MCP 0 Claude Code 1 1,664 tok
utakatano/mcp-server-sample MCP server sample 0 Claude Code 1 —
lozit/mcp-nightscout Read-only MCP server for Nightscout: glucose readings, treatments, deterministic aggregate 0 Claude Code 1 3,770 tok
walakaka77/acuity-mcp Local MCP server exposing the Acuity Scheduling API as Claude Code tools, with multi-accou 0 Claude Code 2 —
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
aatirar/voc-claude-skills A Voice of Customer pipeline built as Claude Code skills. Reports a pattern only when seve 0 Claude Code 1 612 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
gaztrabisme/deepseek-subagent-mcp Delegate work to a DeepSeek Harness agent from Claude Code, Codex, or any MCP client. Supe 0 Claude Code 1 3,189 tok
gong-yeongbin/mcp-chat-practice Chatbot MCP server 0 Claude Code 1 —
MothBlight-Git/pyre Burning desktop notes - a transparent always-on-top rail of paper stickies that burn away 0 Claude Code 1 6,612 tok
masalinas/poc-ai-mcp-claude-code PoC Create MCP using Claude Code 0 Claude Code, Codex, OpenCode 2 776 tok
alwh1te/agent-semaphore Coordination layer for parallel coding agents: intent-carrying claims, write-time enforcem 0 Claude Code 4 716 tok
hlucent/seoul-timeavg-air-mcp Seoul city period-based hourly average air quality information 0 Claude Code 1 2,494 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
hlucent/seoul-realtime-air-by-region-mcp 0 Claude Code 1 2,097 tok
1072636071/win-shell-mcp win-shell-mcp 0 Codex, OpenCode 1 480 tok
Daemon-Killer/prospective-memory Phone-first capture + MCP pull for open tasks. Sibling of google-activity-assistant. 0 Codex, OpenCode 1 178 tok