How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
jclement/monica-mcp Self-hosted multi-user MCP gateway for the Monica personal CRM 0 Claude Code 1 1,320 tok
WalksWithASwagger/wedges wedges.vercel.app The agent edition of Both Hands Full — a remote MCP server that runs taste-extraction exer 0 Claude Code, Codex, OpenCode 2 2,234 tok
heetshah15/scarletplan MCP Server for course scheduling to be used with Claude. 0 Claude Code 1 751 tok
abhishekshankar/MCP-Metrics MCP Metrics is an open‑source analytics automation platform that spins up GA4 + GTM, opini 0 Claude Code 1 616 tok
JRWoodcock/modelmux MCP server that lets Claude Code, Codex, and Perplexity call each other as tools. Supports 0 Claude Code 1 1,134 tok
dotojr123/mcp-prodoctor 0 Claude Code, Codex 1 —
zickat/wow-mcp-addon 0 Claude Code 1 2,316 tok
soundwaverohit/quantum-research-hub Local-first autonomous quantum computing research lab powered by MCP, Claude, and Streamli 0 Claude Code 14 2,736 tok
azaok/mcp-server-python-mqyaam5x Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
faborubio/acopia Motor de optimización de despacho PV-BESS para el mercado eléctrico chileno: pronostica ge 0 Claude Code 1 2,303 tok
adarshp14/relay AI agent integration gateway — connect any agent to any OpenAPI, MCP, GraphQL, or custom t 0 Claude Code, Codex, OpenCode 20 603 tok
rkostko-ops/neuledge Fork @neuledge/context z usprawnieniami RASP (search/build quality) — źródło instalacji MC 0 Claude Code, Cursor 2 7 tok
willermo/diataxis-mcp-server MCP server for applying the Diátaxis framework to technical documentation workflows 0 Claude Code, Codex, OpenCode 2 284 tok
rhamevangelista/PageSpeed-Performance-Engineer-MCP 0 Claude Code 1 1,586 tok
andhit-r/wikijs-mcp MCP server untuk mengakses Wiki.js melalui GraphQL API, dibangun dengan FastMCP (Python) 0 Claude Code 1 1,227 tok
Kav-png/quantjobs Terminal quant job-hunting + LaTeX CV engine with a Claude MCP server (Textual TUI, Greenh 0 Claude Code 1 761 tok
achmadawdi/mcp-blockbench MCP server plugin for Blockbench 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,984 tok
ard1102/ip-intelligence Self-hosted threat intelligence platform — 10 open-source feeds, OCSF Class 4001, REST API 0 Claude Code 9 2,799 tok
sackio/phony AI-powered voice call and SMS MCP server using Twilio + ElevenLabs Conversational AI. Outb 0 Claude Code 1 7,428 tok
ShittifulAI/casino-for-ai 🎰 AI Casino — a neon roulette table for AIs. Join over MCP, get 100 sbeluri, bet once a m 0 Claude Code 1 1,240 tok
zero3kw/abr-mcp An MCP server for referencing ABR data definitions and official documentation from Claude 0 Claude Code 8 1,017 tok
OrellBuehler/testflight-mcp 0 Claude Code 1 1,495 tok
NeveuGregor/mcp-redmineApi MCP server to drive a Redmine instance from Claude (Desktop/CLI) via its REST API: list/se 0 Claude Code 1 1,304 tok
danielv14/showtime Monorepo for a tv/movie site and an MCP-server with the same functionality 0 Claude Code 1 1,098 tok
ciulla/local-code-index A high-performance, fully local, open-source **Model Context Protocol (MCP)** server built 0 Claude Code 1 —
codeforanchorage/anchorage-ecode-mcp MCP server (AWS Lambda) for querying the Anchorage Municipal Code via the eCode360 API 0 Claude Code 1 1,306 tok
ArkTechNWA/federated-search Federated memory search MCP server — one query, all knowledge 0 Claude Code 1 373 tok
chrispickford/fifa-public-api-mcp npmjs.com Live FIFA World Cup and football data for AI assistants: an MCP server for fixtures, live 0 Claude Code 1 1,588 tok
Iot-Viet-Solution/viot-tasktisk MCP client to interactive with qlda project 0 Claude Code 1 1,964 tok
vidhook/vidhook-mcp MCP for https://vidhook.app 0 Claude Code 1 507 tok
SekiroKenjii/mcp-boilerplate A production-grade starting point for building Model Context Protocol (MCP) servers in nat 0 Claude Code 9 815 tok
workfloworchestrator/junos-mcp-server 0 Claude Code 1 426 tok
bbbfishhh/x-mcp 0 Claude Code, Codex, OpenCode 2 797 tok
pandashhh/rag-mcp-server 0 Claude Code 1 232 tok
MaxenceBdu/paycore-mcp-agent-tp 0 Claude Code, Codex 2 —
penta2himajin/noveletary novel + secretary: a constraint-maintained narrative knowledge base and MCP server for fic 0 Claude Code, Codex, OpenCode 2 2,380 tok
esauro/pg-logical-mcp Diagnose Postgres logical replication: slot WAL retention, walsender lag, stuck subscripti 0 Claude Code 1 1,045 tok
FreddieWho/SearchPaper Local stdio MCP server that gives Claude Code, OpenCode, and Codex structured, citable acc 0 Claude Code, Codex 1 —
mawinnattapon/code-review-mcp 0 Claude Code, Gemini CLI 3 1,124 tok
mrgorrin40-TP/mcp-excel-server MCP server for Excel file manipulation - read, write, formulas, charts, and tables 0 Claude Code, Codex, OpenCode 6 1,680 tok
RicardoSantos/mcp-fsolar npmjs.com Fsolar MCP 0 Claude Code 1 2,402 tok
adriadam10/finanze-mcp Read-only + calculations MCP server for the Finanze self-hosted portfolio manager 0 Claude Code 3 —
BFLabsAI/clawmem-bf Fork de manutenção da BF Labs do ClawMem — memory layer on-device (MCP + hybrid RAG) para 0 Claude Code, Codex, OpenCode 2 4,791 tok
orhanucok/relay Relay MCP: A powerful tech-lead agentic workflow tool. It connects Claude, Cursor, and Gem 0 Claude Code 1 133 tok
rrvdiegor-sketch/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
squall321/DigitalTwinSimulation LS-DYNA .k → STL → hand grip pose → phone outline morphing → solid .k. MCP server for LLM 0 Claude Code 1 —
Patricked-code/MCP 0 Claude Code, Codex, OpenCode 2 6,951 tok
briznap/resume-ai-mcp 0 Claude Code 1 654 tok
channen2/dev-mcp MCP server to automate developer workflows. Includes integrations with GitHub, Jira and Sl 0 Claude Code, Codex, OpenCode 5 300 tok
sharpTrick/parley Parley — a transport-agnostic MCP seam for messages, context sharing, and task hand-off be 0 Claude Code 1 1,879 tok