How real projects configure their agents

43,813 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
lila-graph/lila-mcp 0 Claude Code 1 4,280 tok
Abinesh0206/kube-mcp kubernetes -mcp 0 Claude Code 1 828 tok
awwaiid/mcp-server-alloy 0 Claude Code 1 764 tok
tsviz/arc-config-mcp Model Context Protocol server for GitHub Action Runner Controller deployment 0 GitHub Copilot 1 464 tok
nordeim/Security-MCP-Server-v3 0 Claude Code 1 1,631 tok
mintedmaterial/mcp-ts-template 0 Claude Code, Codex, OpenCode 2 16,606 tok
jeweis/mcp-server-template 0 Codex, Gemini CLI, OpenCode 2 741 tok
Friedemann12/paper-mcp 0 Claude Code 2 —
RemseyMailjard/exchange-rate-mcp-server 0 Claude Code 1 —
siimleetberg/mysql_connector_mcp 0 Codex, OpenCode 1 643 tok
Knuckles-Team/ciso-assistant-api CISO Assistant GRC API + MCP Server + A2A Agent — 100% API coverage by codegen 0 Claude Code, Codex, OpenCode 2 2,471 tok
shinypebble/microsoft-ads-mcp pypi.org Python MCP server for the Microsoft Advertising (Bing Ads) REST API — agent-led campaign m 0 Claude Code, Codex, OpenCode 2 81 tok
selamy-labs/dns-mcp selamy.dev Provider-agnostic MCP server for DNS record CRUD (offline-testable; real Porkbun/Cloud-DNS 0 Claude Code 1 —
choijay0310-spec/wedding-manager-mcp 0 Codex, OpenCode 1 166 tok
semenenkod333/mcp-local-llm MCP server delegating mechanical tasks to a local LLM via Ollama (fork with file_path inpu 0 Claude Code 1 378 tok
vinny1575/vibe-check-mcp-server pruthvibhat.com Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vi 0 Codex, OpenCode 1 324 tok
Hais/slack-bot-mcp Slack MCP 0 Claude Code 1 988 tok
bradcstevens/copilot-studio-agent-direct-line-mcp 0 GitHub Copilot 1 168 tok
max-nienu/mnienu-mcp-server 0 Claude Code 8 6,574 tok
htrixtec/mcp-server-kubernetes 0 Claude Code 1 828 tok
harshil1712/402-mcp A demo MCP server that shows agentic commerce with x402 0 Codex, OpenCode 1 360 tok
Michael-Obele/another-mcp Here's to hoping we make one right this time 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
karthik78180/fast-mcp-local 0 Claude Code 1 810 tok
jackyxhb/InferMCPServer 0 GitHub Copilot 1 733 tok
luminosita/mcp 0 Claude Code 3 16,516 tok
jayozer/agentbuilder-outlook-mcp FastMCP server for sending Outlook mail via Microsoft Graph. This project exists because t 0 Codex, OpenCode 1 553 tok
druellan/Productive-Simple-MCP Read-only implementation for the Productive API into a MCP server 0 Codex, OpenCode 1 421 tok
moma1992/mcp-databricks-app 0 Claude Code 8 3,206 tok
vincenthopf/computer-use-mcp Gemini 2.5 Computer Use as a MCP server. Assign Tasks, and get information directly. 0 Claude Code 2 —
rukasuamarike/synphony-mcp FastMCP server for Synphony video dataset management with Hugging Face Hub integration 0 Claude Code 1 795 tok
kovashikawa/bls_mcp Use the power of the LLM on BLS - The MCP Server of the Bureau Labor of Statistics 0 Claude Code 1 1,774 tok
lakshitha0526/payhere-mcp npmjs.com Model Context Protocol server for PayHere — Sri Lanka's payment gateway. Retrieve payments 0 Claude Code 1 1,830 tok
T-Rzeznik/reaper-mcp 0 Claude Code 1 2,455 tok
gwicho38/write-like-me-mcp Open-source MCP server that learns your personal writing style from a local document corpu 0 Claude Code 1 1,106 tok
grburgess/mindgap Local org-roam-style knowledge graph (SQLite, stdlib Python) with a 2D/3D web UI, MCP serv 0 Claude Code, Codex, OpenCode 2 1,987 tok
ngothanhtung/facebook-mcp-server 0 Claude Code 2 542 tok
Abdur-Rahman-Palash/trend-mcp 0 Claude Code 1 746 tok
mkowalskizoovu/mcp-test Testing mcp 0 Claude Code 1 845 tok
abudhu/hello-mcp simple mcp 0 GitHub Copilot 1 100 tok
ramborau/botpe-mcp-2 MCP for BotPe 0 Claude Code 1 1,303 tok
ainetwork-ai/google-sheet-mcp The Google Sheets MCP delivers superior performance by specializing in cell update functio 0 Gemini CLI 1 518 tok
inesaranab/MCP Mcp project with langgraph agent 0 Cursor 1 362 tok
arunhotra/mcp-bigip MCP server for BIG-IP operations 0 Claude Code 1 2,215 tok
RobinBreugelmans-S/mcp 0 Codex, OpenCode 1 912 tok
bobhuff0/MCPAddIn MCPAddIn: 4 Production-Ready MCP Servers for ChatGPT Integration - Stock Market, Currency 0 Cursor 1 167 tok
ehartye/agile-backlog-mcp 0 Claude Code 3 —
timon-strauss/power-point-mcp This mcp will allow claude code to read and write power point slides 0 Claude Code 1 1,269 tok
berthojoris/sqlite-mcp 0 Codex, OpenCode 1 308 tok
reouno/gemini-mcp Simple gemini MCP server 0 Claude Code 1 755 tok
martin-1103/mcp2 0 Claude Code 1 1,733 tok