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
lucasilverentand/apple-music-mcp MCP server for controlling Apple Music from Claude Code and other AI assistants 0 Claude Code 1 302 tok
kuraki5336/tpi_lalaleap_mcp 0 Claude Code 9 1,334 tok
granitebps/youtube-mcp 0 GitHub Copilot 1 864 tok
v1truv1us/verbalized-sampling-mcp 0 Claude Code, Codex, OpenCode 2 547 tok
scairnx/mcp-saphana MCP server for SAP HANA — query, explore, and bulk-export HANA data from Claude and other 0 Claude Code 1 1,172 tok
JoelBondoux/Work-Timer Zero-cost work timer and billing tool for solo contractors & sole traders. MCP server + CL 0 Claude Code, GitHub Copilot 2 1,652 tok
bfhayes/RentCastMCP 0 Claude Code 1 895 tok
inevs/clockodo-mcp A clockodo mcp server in Typescript 0 Claude Code 1 545 tok
florian-priegnitz/A-Eyes Claude Code can read files and run commands, but it cannot see what is on your screen. A-E 0 Claude Code 19 2,474 tok
ajgreyling/cursor-doctor An MCP server that audits a project for documentation, rules, skills, and other knowledge 0 Cursor 5 —
Emile-Andre/colab-autopilot Autonomous Colab GPU access for AI coding agents — MCP server + background job manager for 0 Claude Code 1 918 tok
yogimathius/symbols-awakening-mcp A symbolic reasoning engine that serves as a Model Context Protocol (MCP) server for symbo 0 Claude Code 2 —
daviiferrer/paraguacu_transparente_mcp 0 Claude Code, Codex, OpenCode 2 1,474 tok
puran-water/plantuml-csa-mcp-server Consolidated into PuranOS — see github.com/puran-water/puranos-public 0 Claude Code 1 1,248 tok
razdo227/web-dev-mcp Full Stack Web Development MCP Server 0 Claude Code 1 510 tok
SAGAAIDEV/mcp-ahrefs Ahrefs MCP Server 0 Claude Code 15 —
yeison-liscano/http_mcp MCP - HTTP server implementation 0 Claude Code 2 1,772 tok
echatzief/database-mcp-server MCP server for exposing SQL & NoSQL databases to AI tools via Model Context Protocol 0 Codex, OpenCode 1 1,670 tok
will2023a/MCP-SLACK 0 GitHub Copilot 1 346 tok
frahman5/bitso-mcp 0 Claude Code 1 1,371 tok
blaze-xyz/bitso-mcp A simple MCP server to query transaction data from Bitso 0 Claude Code 1 1,371 tok
takada-at/fortune_mcp 0 Claude Code 1 540 tok
pgiles/my-mcp 0 Claude Code 1 384 tok
ArconixForge/mcp-atlassian mcp server for atlassian : https://github.com/sooperset/mcp-atlassian 0 Codex, OpenCode 1 712 tok
589411/notion_mcp_connection notion_mcp_connection 0 GitHub Copilot 1 230 tok
warrenzhu25/dataproc-mcp Google Cloud Dataproc MCP Server - Model Context Protocol server for managing Dataproc clu 0 Claude Code 1 595 tok
yeison-liscano/demo_http_mcp Project demo of http_mcp package 0 Claude Code, Codex, OpenCode 5 1,086 tok
tistaharahap/binance-mcp 0 Claude Code 1 655 tok
CodeHalwell/n8n-mcp MCP for managing n8n projects 0 GitHub Copilot 1 1,718 tok
Merlin21x/MCPInitial Repositorio para el servidor MCP básico creado con la ayuda de GitHub Copilot. 0 GitHub Copilot 1 219 tok
lukeburciu/aws-diagrams-mcp-server 0 Claude Code 1 748 tok
vietnama10/ai-research Play with AI Agent 0 GitHub Copilot 1 229 tok
thesammykins/FlixBridge Flix-Bridge is a Model Context Protocol (MCP) server that bridges AI assistants with media 0 Codex, OpenCode 2 4,850 tok
cipher416/airtable-mcp 0 Codex, OpenCode 1 653 tok
tallpizza/dooray-mcp Dooray MCP Server for Claude Code integration - 5 integrated tools for task management 0 Codex, OpenCode 1 650 tok
JLKmach/servicenow-mcp 0 Cursor 1 660 tok
not4yazwz/databricks_custom_mcp 0 Claude Code 8 6,574 tok
Twixes/mcpolice The MCP server to let the AI align YOU 0 Claude Code 1 1,018 tok
MAKaminski/depot-mcp Model Context Protocol server exposing Home Depot (HD) investment research and market-inte 0 Cursor 1 271 tok
bkotos/todoist-mcp 0 Cursor 1 1,974 tok
Big0290/MCP 0 Cursor 1 657 tok
kodaimaehata/reviewer-mcp 0 Claude Code, Codex, OpenCode 2 630 tok
acnlabs/mcp-inspector-server MCP Inspector Server - A comprehensive MCP server testing and validation system 0 Codex, OpenCode 1 900 tok
AdityaRapid/Strapi_MCP 0 Claude Code 1 688 tok
drewautomates/noverload-mcp Repo for Noverload MCP 0 Claude Code 1 1,217 tok
wolfdancer/rockfish-mcp Rockfish MCP Server 0 Claude Code 1 1,327 tok
ggumgil/openapi_korea_mcp_server 0 Gemini CLI 1 —
CaptainCrouton89/mongo-mcp 0 Claude Code 1 534 tok
NeoTecDigital/mcp_shamash MCP Shamash - Security Audit & Compliance Server for Model Context Protocol with 9 integra 0 Claude Code 1 567 tok
Sk0t31n0s/MCPToDo PoC of MCP ToDo list manager 0 Claude Code 1 423 tok