How real projects configure their agents

43,761 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
dpunj/tldraw-mcp Let Claude draw on a tldraw canvas 1 Codex, OpenCode 1 336 tok
igot-ai/datalog-studio Datalog MCP server extension 1 Gemini CLI 1 3,678 tok
itstanner5216/multi-mcp Multi-MCP proxy server 1 Claude Code, GitHub Copilot 2 4,054 tok
kotevcode/whatsapp-mcp MCP server connecting to WhatsApp via Baileys – read group messages, stats, and send messa 1 Claude Code 2 233 tok
Morfeu333/notebooklm-mcp MCP Server for NotebookLM - Programmatic access to Google NotebookLM via internal APIs 1 Claude Code, Gemini CLI 2 2,724 tok
keigotak/AbletonMCP 1 Claude Code 1 2,503 tok
ry-ops/git-steer Self-hosting GitHub autonomy engine. Rate-limit-hardened MCP server for autonomous repo ma 1 Claude Code 1 226 tok
tera911/mf-invoice-mcp Moneyfoward Invoice MCP 1 Claude Code 1 1,748 tok
coreline-ai/antigravity_glm_mcp Gemini/Antigravity ↔ GLM-4.5 bridge MCP server and coding automation tools | MCP bridge an 1 Codex, OpenCode 1 926 tok
hharte/dli-mcp-server An MCP server to control Digital Loggers (DLI) Web Power Switches 1 Gemini CLI 1 194 tok
yazelin/erpnext-mcp MCP Server for ERPNext REST API 1 Claude Code 1 269 tok
starlink-awaken/SocialGuessSkills A social reasoning system—a social system modeling MCP server for multi-Agent collaboratio 1 Codex, OpenCode 1 1,089 tok
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
pexcard/mcp npmjs.com Official MCP server for PEX 1 Codex, OpenCode 1 1,629 tok
Stonewater-Digital/snowdrop-mcp Snowdrop public MCP server — 1,500+ skills for the community 1 Codex, OpenCode 1 1,010 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
clicon/clixon-mcp Clixon MCP server 1 GitHub Copilot 1 339 tok
ruifung/mcp-cm-bridge CodeMode MCP Bridge - Bridge your MCP servers using Code Mode! 1 Codex, OpenCode 1 98 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
frstlvl/obsidian-mcp-server 1 Codex, GitHub Copilot, OpenCode 2 9,464 tok
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
mhoshdev/prompt-store-mcp Simple local prompt store MCP for LLM enabled applications. 1 Codex, OpenCode 1 197 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
nazroll/wzrdbrain-mcp MCP server for generating inline skating wizard style combos. 1 Codex, OpenCode 1 465 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
adibirzu/mcp_oci_opsi 1 Codex, OpenCode 1 788 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