How real projects configure their agents

1,912 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 agents7,510Claude Code6,601Data and AI3,691Backend and APIs3,489Languages3,402Planning3,208Git and workflow3,142Code review2,734Memory and context2,361Testing2,349DevOps and cloud2,296Research2,292Writing and docs2,291Frontend2,248Security2,004Productivity1,708

All Claude Code32,107 Codex23,261 OpenCode22,036 GitHub Copilot3,542 Gemini CLI1,912 Cursor1,737 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
davidalbertonogueira/redshift-mcp-server 1 Gemini CLI 1 9 tok
sokunmin/mcp-proxy 1 Claude Code, Gemini CLI 2 1,273 tok
ltcg-addict/ubuntu A MCP server for interacting with a ubuntu VM. 1 Gemini CLI 1 421 tok
andytango/puppeteer-mcp MCP Server for Puppeteer 1 Claude Code, Gemini CLI 2 12 tok
wminson/copilot-mcp-server 1 Gemini CLI 1 392 tok
miadisabelle/mcp-coaia-sequential-thinking 1 GitHub Copilot, Gemini CLI 2 2,479 tok
antonio-mello-ai/mcp-slack MCP server for slack 1 Claude Code, Codex, Gemini CLI, OpenCode 3 354 tok
luc-me/ltspiceMCP Un servidor MCP (Model Context Protocol) que permite a los LLMs diseñar y simular circuito 1 Gemini CLI 1 981 tok
linonon/mcpbookmarks 1 Claude Code, Gemini CLI 2 16,846 tok
rmstxrx/maestro-mcp Multi-host machine fleet + AI agent orchestra MCP server 1 Claude Code, Codex, Gemini CLI, OpenCode 3 4,715 tok
u1pns/sqlite-mcp A simple MCP service to create / write / read SQLITE databases... 1 Gemini CLI 1 474 tok
igot-ai/datalog-studio Datalog MCP server extension 1 Gemini CLI 1 3,678 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
hharte/dli-mcp-server An MCP server to control Digital Loggers (DLI) Web Power Switches 1 Gemini CLI 1 194 tok
SeeleAI/gamedevbench-mcp gamedevbench+mcp 1 Claude Code, Gemini CLI 2 208 tok
andrewkorot/mcp-server-unreal-engine A comprehensive MCP server that enables AI assistants to control Unreal Engine through the 1 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 3,121 tok
dhiraj-ydv/trilium-mcp 1 Claude Code, Gemini CLI 2
GlobalFishingWatch/gfw-mcp-js 1 Claude Code, Gemini CLI 2 593 tok
hahaha-saygex/gmail-mcp hahaha-saygex.github.io 📧 Access Gmail programmatically with OAuth2 authentication for managing emails, labels, f 1 Claude Code, Gemini CLI 2 3,567 tok
hkopenai/hk-food-mcp-server This is an MCP server that provides access to government food related data through a FastM 1 Gemini CLI 1 76 tok
hkopenai/hk-housing-mcp-server MCP server that provides access to housing related data in Hong Kong through a FastMCP int 1 Gemini CLI 1 75 tok
hkopenai/hk-law-mcp-server This is an MCP server that provides access to law and security related data in Hong Kong t 1 Gemini CLI 1 77 tok
iceleaf916/gerrit-mcp-server gerrit.googlesource.com fork from https://gerrit.googlesource.com/./gerrit-mcp-server 1 Gemini CLI 1 164 tok
hkopenai/hk-tech-mcp-server This is an MCP server that provides access to technology and broadcast data through a Fast 1 Gemini CLI 1 75 tok
hkopenai/hk-development-mcp-server This is an MCP server that provides access to government development, geography and land i 1 Gemini CLI 1 77 tok
JoaoCarabetta/basedosdados-mcp 1 Claude Code, Gemini CLI 2 3,411 tok
hkopenai/hk-community-mcp-server This is an MCP server that provides access to government community and social welfare data 1 Gemini CLI 1 79 tok
hkopenai/hk-misc-mcp-server This is an MCP server that provides access to government miscellaneous data through a Fast 1 Gemini CLI 1 77 tok
adpena/teadata-mcp Model Context Protocol server and assistant UI for Texas public school data. 1 Codex, Gemini CLI, OpenCode 2 1,541 tok
jpantsjoha/pinescript-plugin jpantsjoha.com Pine Script v6 skills and MCP tooling for coding agents — backed by a real validator, not 1 Codex, Gemini CLI, OpenCode 2 627 tok
utenadev/qwencode-mcp-server QwenCode MCP Server - Model Context Protocol integration for Qwen 1 Claude Code, Gemini CLI 2 3,113 tok
ryar001/finance_mcp mcp server to pull finance data 1 Gemini CLI 1 221 tok
artificemachine/obsidian-semantic-mcp MCP server for Obsidian with semantic search, vector embeddings via pgvector, and Claude C 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,743 tok
whmathews15/notebooklm-mcp-cli 1 Claude Code, Codex, Gemini CLI, OpenCode 3 7,036 tok
sandyup/comfyui-mcp comfyui-mcp 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,059 tok
0xendale/evm-agent-toolkit Deterministic MCP toolkit for autonomous AI agents auditing and optimizing EVM smart contr 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,474 tok
ducnguyen221/powerbi-agent ducnguyen.vn MCP server + skills for AI agents to work directly with Power BI — DAX query with data-saf 1 Claude Code, Codex, Gemini CLI, OpenCode 3 4,414 tok
sukirman1901/DeepSearch Free, Open-Source Search Engine MCP Server — 7 sources, 10 consolidated tools, semantic se 1 Claude Code, Codex, Gemini CLI, OpenCode 4 2,026 tok
xbill9/tpu-skill-claude Claude Code skill + MCP server for managing Google Cloud TPU capacity and Gemma 4 vLLM ser 1 Claude Code, Gemini CLI 3 2,446 tok
psychofanPLAYS/gemini4codex-mcp Model Context Protocol (MCP) server bringing Gemini's advanced agentic capabilities to Cod 1 Codex, Gemini CLI, OpenCode 2 601 tok
TrungLee003/figma-agent-mcp Local-first AI Design Agent for Figma via Model Context Protocol (MCP), WebSocket Bridge, 1 Codex, Gemini CLI, OpenCode 2 1,282 tok
notluquis/mcp-pjud-cl mcp-pjud.readthedocs.io Servidor MCP no oficial de solo lectura para la consulta pública de causas del Poder Judic 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 3,172 tok
simonives/reed simonives.github.io A self-hosted, open-source RSS reader with a graph-native data model, public REST API, and 1 Claude Code, Codex, Gemini CLI, OpenCode 3 8,792 tok
congtuuit/knowledge-mcp 1 Gemini CLI 1 115 tok
nolindnaidoo/numbers-le letools.dev Extract every hardcoded number in a codebase, so a person can check them 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,309 tok
iamrichardD/claude-gemini-mcp-server MCP Server for Claude-Gemini peer programming workflow 1 Claude Code, Gemini CLI 2 2,358 tok
hkopenai/hk-recreation-mcp-server This is an MCP server that provides access to recreation, sports and culture data in Hong 1 Gemini CLI 1 76 tok
Uninen/devserver-mcp MCP server and a unified TUI for managing dev servers + Playwright 1 Claude Code, GitHub Copilot, Gemini CLI 3 2,067 tok
lefcgis/qgis-mcp QGIS MCP: bridge Claude AI and QGIS Desktop over the Model Context Protocol. Fork of nkara 1 Claude Code, Gemini CLI 2 5,925 tok
hkopenai/diagram-as-code-mcp-server This is a MCP server to provide mermaid js validation tools and prompt for MCP client 1 Gemini CLI 1 75 tok