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
albertoelopez/claudecode-copy-img-mcp 0 Claude Code 1 1,101 tok
rlaksana/mcp-everything-search MCP server for ultra-fast file search on Windows using Everything Search engine (400x fast 0 Claude Code 1 881 tok
Qvakk/docs-scraper-shell-for-mcp 0 GitHub Copilot 1 2,259 tok
RanneG/linkup_mcp Custom MCP server for Cursor IDE with web search and RAG 0 Claude Code, Codex, Cursor, OpenCode 3 6,918 tok
mareurs/researcher Fast AI research agent in Rust — local GPU or OpenAI, MCP server included 0 Claude Code 1 4,383 tok
mr-exitgames/salt-bridge Salt Bridge - MCP server for managing Qubes OS VMs 0 Claude Code 1 1,066 tok
TejGandham/parchmark-mcp 0 Claude Code, Codex, OpenCode 2 1,485 tok
btafoya/boxes-mcp MCP server for managing GNOME Boxes VMs through libvirt - VM lifecycle, snapshots, and saf 0 Claude Code 1 4,459 tok
ytthuan/powerpoint-python-pptx-mcp mcp server for powerpoint 0 Claude Code, Codex, GitHub Copilot, OpenCode 6 7,816 tok
Hiroto0706/toggl_track_mcp_server An MCP server that retrieves Toggl Track data. 0 Codex, OpenCode 1 313 tok
Tapojit/schwab-mcp Chat with your portfolio. 0 Codex, OpenCode 1 1,708 tok
michelfritzschjoin/join-ms-365-mcp-server A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office servic 0 Cursor 1 817 tok
lgscvb/levelup-log levelup-log-web.vercel.app Turn your daily grind into a game. MCP Server for AI assistants that records micro-achieve 0 Claude Code 1 4,525 tok
ab300819/codex-mcp 0 Claude Code, Codex, OpenCode 2 711 tok
Sudo-psc/mcp-ninsaude MCP Server for NINSAÚDE Clinic API - 60+ tools for healthcare management with built-in rat 0 Claude Code 1 1,738 tok
MikBin/jules-mcp jules mcp server 0 Codex, OpenCode 1 2,052 tok
yedidya-buildfy/icon-mcp 0 Claude Code 1 505 tok
Earlybird-Technology/mcp-gemini-image MCP server for gemini image generation 0 Claude Code 1 335 tok
PavelKosik/finance-mcp-server 0 Claude Code, Codex, OpenCode 2 990 tok
sejongjeong/runai-mcp 0 Claude Code 1 807 tok
engineering-with-ai/python-mcp-server Domain-powered MCP server — RAG/Graph 0 Claude Code 1 2,126 tok
muammar-yacoob/kicad-mcp Model Context Protocol (MCP) server for automated KiCad PCB design 0 Claude Code 1 1,880 tok
Beldangi-fax-Machine/TRIPO-MCP-CLAUDE-GODOT 0 Claude Code 1 2,180 tok
stijnv18/MCP-Server Very baisc mcp server 0 GitHub Copilot 1 468 tok
leduardoaraujo/postgressql-mcp 0 Codex, OpenCode 1 1,787 tok
starter-series/mcp-server-starter starter-series.github.io MCP server starter — TypeScript + npm OIDC publishing + CI/CD. Part of Starter Series. 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,719 tok
GabrielBertoli/openclaw-mcp 🦞 Hardened MCP server for OpenClaw ↔ Claude Code bridge (forked from freema/openclaw-mcp) 0 Claude Code 1 989 tok
vtmade/excalidraw-mcp-app 0 Claude Code 1 1,800 tok
bidouilles/mobile-pilot-mcp MCP server for mobile simulator control with live dashboard. Perfect for Flutter developme 0 Claude Code, Codex, OpenCode 2 4,391 tok
Chen19007/godot-mcp Godot GDScript MCP Server — automated checking tools (lint + format + export validation) 0 Claude Code 1 574 tok
lazy-dinosaur/electron-test-mcp MCP server for testing Electron apps via Playwright - supports both CDP connection and dir 0 Codex, OpenCode 1 1,632 tok
archolet/claude-gemini-bridge Claude Code icin Vertex AI uzerinden Gemini 3 modellerine erisim saglayan MCP sunucusu 0 Claude Code 1 2,021 tok
Mocha-s/mem0_mcp_server 0 Claude Code 1 1,609 tok
sens8tion/trello-mcp-server Cloud-hosted MCP server for Trello — replaces snapshot/propose/apply workflow 0 Claude Code 2 692 tok
McCullonas/mcp-opentripmap MCP server for points of interest discovery via OpenTripMap 0 Claude Code 1 723 tok
OriShmila/alpha-vantage-mcp-server 0 Cursor 1 4,800 tok
ashwinmram/mcp-server Central MCP server for storing and querying lessons learned and project-specific implement 0 Cursor 1 139 tok
monthop-gmail/thudong-mcp-claude MCP Server for Post-Thudong Survey RAG — Wat Pa Roi Pi, Luang Pho Wiriyang (December 12–15 0 Claude Code 1 1,504 tok
exqlnet/unofficial-perplexity-mcp 0 Codex, OpenCode 1 143 tok
Stella2211/mcp-apps-todo 0 Claude Code 1 967 tok
OperatingSystem-1/mcp-git-coord MCP server that coordinates multiple AI coding agents working on the same codebase 0 Claude Code 6 171 tok
Sub-lime-time/mcp-obsidian MCP Server developed in Python 0 Claude Code 1 717 tok
khill1269/servalsheets-v2 ServalSheets v2.0.0 — Production MCP Server for Google Sheets. 25 tools, 407 actions, MCP 0 Claude Code 25 2,947 tok
xar/bing-ads-mcp 0 Claude Code 1 1,218 tok
wellWINeo/buildout-mcp Better MCP server for buildin.ai 0 Codex, OpenCode 1 2,323 tok
evans-sam/fireflies-mcp An MCP server for fireflies 0 Claude Code, Codex, OpenCode 2 715 tok
sebastienlevert/kiota-mcp 0 Claude Code 10 —
Wyrhta-Labs/heorth-mcp Standalone MCP container for the Wyrhta Labs household - serves Heorth and KithLedger tool 0 Claude Code, Codex, OpenCode 2 2,141 tok
tetracoralla/decision-table Deterministic decision and constraint primitives for AI agents, distributed as a Codex plu 0 Codex, OpenCode 1 500 tok
complynx/ff-mcp Firefox-attached MCP server 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,003 tok