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
jeweis/mcp-server-template 0 Codex, Gemini CLI, OpenCode 2 741 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
FVEFWFE/attio-mcp-server Attio Model Context Protocol (MCP) server implementation 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,330 tok
Daxiongmao87/alignment-correction-mcp 0 Gemini CLI 1 20 tok
ran-ai-agency/Notebooklm-mcp 0 Claude Code, Gemini CLI 2 2,500 tok
aranej/youtube-mcp-enhanced Enhanced YouTube MCP Server with URL support - fork of sfiorini/youtube-mcp with fixes and 0 Claude Code, Gemini CLI 2 4,981 tok
OkYongChoi/confluence-mcp-container 0 Gemini CLI 1 1,120 tok
timohaa/simple-jira-mcp Very light MCP server for Jira Cloud integration with Claude, Gemini, Cursor, and other AI 0 Claude Code, Codex, Gemini CLI, OpenCode 3 962 tok
Zaptimist/mcp-proxmox 0 Claude Code, Gemini CLI 2 1,370 tok
QuentinCody/civic-mcp-server 0 Gemini CLI 1 479 tok
Mhrnqaruni/mcp-playwright-browser Production-grade MCP server for browser automation. 71 tools, modular architecture, token- 0 Gemini CLI 1 957 tok
AndersHsueh/Ax-LocalTools-MCP LocalTools MCP 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,432 tok
adrighem/domoticz-mcp A Model Context Protocol (MCP) server for integrating with the Domoticz home automation sy 0 Gemini CLI 1 245 tok
aillescas76/mcp_python 0 Gemini CLI 1 695 tok
jaggernaut007/nexus-mcp Unified MCP server: hybrid search + code graph + semantic memory. 15 tools, <350MB RAM, fu 0 Claude Code, Codex, Gemini CLI, OpenCode 3 3,644 tok
nielsvbrecht/meteocontrol-mcp This repository provides a mcp server and extension for Gemini CLI to be used for interact 0 Gemini CLI 1 508 tok
trevoraspencer/claudecode-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,717 tok
Hamid-K/avanza-mcp A TUI client for Avanza, developed mainly as an interface for LLM based automation in trad 0 Claude Code, Codex, Gemini CLI, OpenCode 3 24 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
dtannen/pm Project Manager MCP 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,409 tok
davidruzicka/mcp4openapi Universal MCP server that can translate MCP tools for any OpenAPI 3.x specification. 0 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 16 4,494 tok
ksmin23/mcp-vertex-ai-retail-search-server A lightweight Model Context Protocol (MCP) server that exposes Google Cloud's Vertex AI Se 0 Gemini CLI 1 910 tok
deeprave/mcp-guide MCP server for handling guidelines, project rules and controlled development workflow acro 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 30 1,465 tok
bazhuayu-team/bazhuayu-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 16,803 tok
arrrnmp/discord-mcp MCP server for 80+ Discord API endpoints. Member management, moderation, and messaging, wi 0 Claude Code, Codex, Gemini CLI 3 1,923 tok
rex/mcp-apple-reminders MCP server for Apple Reminders. Full CRUD via EventKit, no shortcuts hacks. 0 Claude Code, Codex, Gemini CLI, OpenCode 26 3,552 tok
Yuchenhui/mcp-redis redis.io The official Redis MCP Server is a natural language interface designed for agentic applica 0 Claude Code, Gemini CLI 2 3,580 tok
CobaltBlue3699/mysql-mcp-server 0 Claude Code, Codex, Gemini CLI 7 1,125 tok
linofcp007/advogado-pt Advogado pessoal e empresarial em Portugal — plugin Claude Code + servidor MCP (referencia 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,157 tok
yama662607/anki-mcp npmjs.com MCP server for safe, review-first Anki authoring on official Anki concepts 0 Claude Code, Codex, Gemini CLI, OpenCode 5 2,254 tok
FODYZ/yangmap Serveur MCP : quel chemin YANG/gNMI donne quelle information, sur quel equipement, dans qu 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,587 tok
mschultheiss83/context-processor npmjs.com Intelligent context management MCP server with pre-processing strategies 0 Gemini CLI 1
ouzlifaneyassine1-dot/onyx-engine OnyxEngine - AI-Native Game Engine powered by OpenCode. Glassmorphism UI, 50 animations, 4 0 Claude Code, Codex, Gemini CLI, OpenCode 3 2,130 tok
MDX-0003/UE-MCP-Harness 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 25 6,872 tok
yyu0310/lark-mcp MCP server connecting Claude Desktop App to your Lark workspace — built on lark-cli 0 Claude Code, Codex, Gemini CLI, OpenCode 3 392 tok
Sayalab/agy_in_claude_mcp 0 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 7 1,420 tok
aniirude/xarticle-mcp MCP server that saves X Articles as Obsidian-friendly Markdown with local assets 0 Claude Code, Codex, Gemini CLI, OpenCode 3 83 tok
Omarbadran37/ai-image-analysis-mcp 0 Claude Code, Gemini CLI 2 7,586 tok
Desmond-Labs/ai-image-analysis-mcp 0 Claude Code, Gemini CLI 2 7,586 tok
schrojf/laravel-simple-rag Laravel Knowledge Provider — a Laravel application that serves as an MCP server and a web- 0 Claude Code, Codex, Gemini CLI 5 5,648 tok
isaganiesteron/google-ads-mcp 0 Gemini CLI 1 157 tok
midnight480/saga-event-space-mcp-server 0 Claude Code, Codex, Gemini CLI, OpenCode 15 4,398 tok
eunseopsong/nrs_llm LLM repository (a.k.a. ros-mcp-server) 0 Gemini CLI 1 1,095 tok
complynx/ff-mcp Firefox-attached MCP server 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,003 tok
elad12390/notification-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,494 tok
MrBozkay/n8n-mcp-server 0 Gemini CLI 1 831 tok
ArmorNGlory/armornglory-mcp-server MCP server for Christian streetwear, faith-based clothing, trucker hats, and foam clogs. E 0 Claude Code, Codex, Gemini CLI, OpenCode 3 2,374 tok
fmmarmello/servicodados-mcp 0 Gemini CLI 1
tody-agent/affiliate-product Affiliate Marketplace Connector & Master Orchestrator — E-Commerce Intelligence MCP Server 0 Codex, Gemini CLI, OpenCode 2 1,387 tok
id-ex/klipper-docs-mcp MCP server for Klipper documentation local access 0 Gemini CLI 1 511 tok