How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
red-cars-io/clinical-trials-mcp 0 Claude Code, Codex, OpenCode 2 5,985 tok
CSOAI-ORG/credential-manager-mcp Credential Manager MCP server. Council of AI. 0 Cursor 1 75 tok
ahmedekramalsada/linkedin-mcp 0 Codex, OpenCode 1 420 tok
gregpriday/techlead-mcp 0 Codex, OpenCode 1 57 tok
cincyjosh/Kroger-MCP-Server Kroger MCP Server 0 Claude Code 1 738 tok
JinyongHyun/notion-finance-digest MCP server generator 0 Claude Code 1 1,946 tok
Mcpgate-de/mcpgate mcpgate.de Self-hosted MCP gateway. Connects Claude, ChatGPT, Codex and any MCP agent to 29 enterpris 0 Claude Code, Gemini CLI 2 1,231 tok
elizagarate/things-mcp 0 Claude Code 1 772 tok
kdkim2000/mcp 0 Claude Code 7 1,577 tok
srzh20/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
LCV-Ideas-Software/ultrabrain-mcp ultrabrain-mcp.lcv.dev UltraBrain MCP Server 0 Claude Code, Codex, OpenCode 2 2,250 tok
cwoodcox/pvwatts-mcp MCP server wrapping NREL PVWatts v8. Turns parcel centroid + acreage into solar generation 0 Claude Code 1 820 tok
shuji-bonji/ifc-core-mcp npmjs.com MCP server for IFC4.3 specification reference — search and retrieve IFC entity definitions 0 Claude Code 1 —
crerocksolid/whoop-mcp Whoop MCP server for Claude.ai 0 Claude Code 1 86 tok
lailai258/agent-bridge-mcp agent-bridge-mcp 0 Claude Code, Codex 42 —
LuzzyMeow/LuzzyTool LuzzyTool is an MCP (Model Context Protocol) server that provides AI assistants with local 0 Claude Code 1 87 tok
nazar256/firefox-relay-mcp Stateless MCP gateway for Firefox Relay on Cloudflare Workers with OAuth Authorization Cod 0 Codex, OpenCode 1 193 tok
jonowhyman/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
byeung888/tradingview-mcp TradingView Desktop CDP tools + Atif indicator fixe 0 Claude Code 1 1,873 tok
tawny-labs/ts-mcp-starter Typescript MCP server template. 0 Claude Code 1 762 tok
ghul0/club-mcp Read-only MCP access to Hyper Human Club / Fluent Community REST API 0 Codex, OpenCode 1 410 tok
aliphi/touchdesigner-mcp MCP server for TouchDesigner — let Claude (and any MCP client) create operators, set param 0 Claude Code 1 445 tok
PRAVEENM282/mcp_for_unviersity 0 GitHub Copilot 1 213 tok
Flomenco-Inc/flo-plugin Flo MCP plugin for Claude — connects Claude to the Flo AI media platform 0 Claude Code, Codex, OpenCode 2 1,488 tok
xhae123/leafeep-mcp Leafeep MCP server for Claude Code 0 Claude Code 2 469 tok
randallt21/monarch-money-mcp Autonomous Monarch Money management toolkit 0 Claude Code, Codex, OpenCode 2 2,164 tok
theriz78/eclectique-browser-mcp MCP server that turns any live URL into a multi-output design bundle: a11y tree, design to 0 Claude Code 1 770 tok
Livshitz/mcp-github GitHub REST API as MCP tools 0 Claude Code 1 —
asit-piri/Agentic-Knowledge-To-Action An AI Gateway and registry layer that unifies MCP, A2A, REST, and gRPC services behind a s 0 Claude Code, Codex, OpenCode 2 3,304 tok
Destiner/faucet-mcp Token Faucet MCP 0 Claude Code, Codex, OpenCode 2 1,724 tok
hargurjeet/database-mcp Generic MCP server — auto-inspects DuckDB schema, runs data quality checks, generates RCA 0 Claude Code 1 1,662 tok
DimitrisPasakaleris/whatsapp-mcp WhatsApp MCP 0 Claude Code, Codex, OpenCode 2 2,178 tok
cledupe/mcp-csv 0 Claude Code, Codex, OpenCode 11 1,414 tok
ParkviewLab/flint-slating mcp server 0 Claude Code, Codex, OpenCode 2 1,004 tok
mohamadalhusseinie/openmembrane 0 Codex, OpenCode 1 1,033 tok
SebAustin/mcp-financial-data MCP server (2025-11-25) for SEC EDGAR + FRED + Polygon with OAuth 2.1, citation-grounded 1 0 Codex, Cursor, OpenCode 2 2,393 tok
ismailrz/travel-mcp-server 0 Claude Code 1 1,120 tok
cunninglab/mavis-mcp-server 0 Claude Code 1 83 tok
thehzuo/gui-mcp A MCP for dynamic html generation and rendering 0 Codex, OpenCode 1 345 tok
ariri48/dooray-mcp Dooray MCP Server for Claude Code 0 Codex, OpenCode 1 501 tok
OyaAIProd/eip-mcp exploit-intel.com Exploit Intelligence Platform MCP Server 0 Claude Code 1 4,512 tok
ktg-one/mcp 0 Claude Code, Codex 23 —
dugynoo/huly-mcp npmjs.com Complete MCP server for Huly project management with 209 tools across 23 categories. Suppo 0 Claude Code, Codex, OpenCode 4 1,527 tok
Balaji2830/ticket-management-meeting-overview-mcp-server 0 Claude Code 1 —
HyperHeroX/user-feedback-web Web version of the user-feedback MCP Tool 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 9 4,537 tok
ONSdigital/stats-query-mcp 0 GitHub Copilot 1 146 tok
trananhvi/tradingview-mcp-jackson 0 Claude Code 1 2,681 tok
jgt87/codex-offload-mcp 0 Claude Code 5 5,116 tok
dannymoons/mcp-gmail 0 Cursor 1 1,129 tok
Amit-fs/Tradingview-mcp-remodified 0 Claude Code 1 1,873 tok