How real projects configure their agents

31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
ry-ops/n8n-fabric Workflow automation fabric layer - n8n MCP server with Qdrant vectors and Redis caching 1 Claude Code 1 812 tok
Skvil-IA/skvil-mcp MCP server for the Skvil security scanner — verify, scan, and check on-chain certification 1 Claude Code 1 670 tok
titanzero/outlook-mcp MCP server for Claude to access Outlook data via Microsoft Graph API 1 Claude Code 1 1,299 tok
r-marques/testmcp MCP server for LLM-friendly test running — wraps Jest, Vitest, and Pytest with structured, 1 Claude Code 1 1,191 tok
hetpatel-11/supermemory-mcp Supermemory Graph with any MCP client - ChatGPT, claude, etc 1 Claude Code, Codex 3
neverprepared/macos-ecosystem-mcp 1 Claude Code 1 1,433 tok
Marcus-Rug-Intel/rug-munch-mcp MCP server for Marcus Rug Intel — 19 tools for crypto token risk analysis, rug pull detect 1 Claude Code, Codex, OpenCode 8 2,244 tok
victor-velazquez-ai/enterprise-mcp-template Production-ready template for building enterprise MCP servers with OAuth 2.0, based on Lux 1 Claude Code 1 4,492 tok
diaz3618/memory-bank-mcp npmjs.com Memory Bank MCP Server with Remote SSH support and more 1 Claude Code, Codex, GitHub Copilot 2 1,350 tok
ignission/slack-task-mcp npmjs.com 1 Claude Code 1 2,559 tok
jcgs2503/mcpfind Context-efficient MCP tool proxy with semantic search. MCPFind sits between any MCP client 1 Claude Code 1 1,885 tok
alexjsmith0115/synapps An MCP server plus a CLI tool that uses LSPs to index local code into a graph database to 1 Claude Code, GitHub Copilot 2 5,032 tok
harshitleads/claude-code-bridge harshit.ai Local MCP server that syncs strategy decisions from Claude Mac app to CLAUDE.md. Claude Co 1 Claude Code 1 529 tok
derberg/easy-peasy-mcp A lightweight, zero-config MCP server for documentation projects. 1 Claude Code 1 715 tok
iceage2114/Security-Sandbox MCP server with security tools 1 Claude Code 1
sliuuu/equinix-fabric-mcp Model Context Protocol (MCP) server for Equinix Fabric API - enables AI assistants to mana 1 Claude Code 1 774 tok
opendining/ableton-mcp-server 1 Claude Code 1 97 tok
aaronmeis/learn-dice-mcp-server 🎲 Dice MCP Server - A Model Context Protocol server that adds dice rolling and coin flipp 1 Claude Code 1 251 tok
sawzhang/coffee-mcp Multi-brand MCP platform for coffee & tea ordering — connect your brand to any AI assistan 1 Claude Code 26 2,438 tok
dakl/arxiv-mcp MCP server for searching arXiv, retrieving full-text HTML, and downloading PDFs 1 Claude Code 1 411 tok
mogharsallah/texterify-mcp 1 Claude Code 3 201 tok
amirkhonov/metatrader5-mcp A Model Context Protocol (MCP) server that provides comprehensive access to MetaTrader 5 t 1 Claude Code 1 1,123 tok
dbugom/tenderai-mcp-server AI-powered MCP server for government & enterprise tender management — RFP parsing, proposa 1 Claude Code 1 1,394 tok
Mutahar456/N8n-mcp n8n MCP allows AI agents to securely access and interact with n8n workflows, APIs, and too 1 Claude Code 9 2,911 tok
nojiritakeshi/obsidian-translate-mcp-server 1 Claude Code 6 1,621 tok
Vasudev-Das/we_hack_for_fun_EXE AI-powered Active Directory attack simulation and MITRE ATT&CK analysis platform built wit 1 Claude Code, Codex 5
jonas-theobald/garmin-mcp-bridge Bring Garmin training data into Claude and push structured workouts back to your watch 1 Claude Code 1 1,052 tok
resq-software/pypi pypi.org Python packages for the ResQ disaster response platform: resq-mcp (FastMCP server connecti 1 Claude Code, Codex, OpenCode 2 1,191 tok
GadatheGod/freecad-mcp-pro Professional-grade FreeCAD MCP server enabling AI assistants to create parametric 3D model 1 Claude Code, OpenCode 7
IcedVodka/rag_mcp rag_mcp 1 Claude Code, Codex 9
catbru/idescat-mcp Paquet MCP per a Agents com Claude Code que habilita l'explotació de l'API d'Idescat per p 1 Claude Code 1 621 tok
SeeleAI/gamedevbench-mcp gamedevbench+mcp 1 Claude Code, Gemini CLI 2 208 tok
steelcutoatmeal/net-mcp MCP server for network engineering — BGP routing, RPKI validation, DNSSEC-aware DNS, and h 1 Claude Code 3 1,518 tok
jd1207/whoop-mcp Only MCP server to write data to WHOOP using Claude 1 Claude Code 1 533 tok
jeanbispo/tududi-mcp tududi.com MCP server for Tududi. 1 Claude Code, Codex, OpenCode 2 777 tok
varunajaytawde28-design/smm-sync Persistent decision memory and contradiction prevention for AI coding agents. MCP server + 1 Claude Code, Codex, Cursor, OpenCode 6 1,329 tok
purple-flea/agent-casino purpleflea.com Provably fair gambling API + MCP server for AI agents. 5 games, 0.5% house edge, real USDC 1 Claude Code 1
nerdyaustin/memory_mcp 1 Claude Code 1 2,200 tok
simonediroma/webfetch_mcp Drop-in WebFetch MCP with domain-scoped HTTP header injection for auth 1 Claude Code 2 1,999 tok
garuh143/RPG-MakerMV-MCP MCP for rpgmakerMV 1 Claude Code 1 819 tok
1RaghavM/visualgen-mcp MCP server that lets Claude Code generate images (Imagen 4) and short videos (Veo 3.1) via 1 Claude Code 1
ark9164-create/blaylock-emma-mcp Custom MCP server connecting Claude to MSRB EMMA (muni bond market data). NYU Stern Blaylo 1 Claude Code 1 1,193 tok
dhiraj-ydv/trilium-mcp 1 Claude Code, Gemini CLI 2
OGCryptoKitty/hydra-arm3 1 Claude Code 1 5,729 tok
coilyco-flight-deck/eco-mcp-app eco-mcp.coilysiren.me Inline Claude Desktop widget for any public Eco game server — live player counts, meteor c 1 Claude Code, Codex, OpenCode 5 1,140 tok
brunolm/mal-mcp MyAnimeList MCP server 1 Claude Code 1
dronsv/jdwp-mcp Debug live JVMs through JDWP — from any MCP-compatible agent. 25 debug tools for Claude Co 1 Claude Code 7 1,016 tok
DaisukeHori/firecrawl-mcp firecrawl-mcp-omega.vercel.app 🔥 Firecrawl MCP Server — Use self-hosted Firecrawl from Claude via MCP 1 Claude Code 1 783 tok
reichaves/fec-mcp-server An MCP server that connects the OpenFEC API to AI assistants, allowing you to investigate 1 Claude Code 1 907 tok
kallusuvaidyam/frappe_mcp 1 Claude Code 1 2,210 tok