How real projects configure their agents

31,986 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
mcp-tool-shop-org/mcp-voice-soundboard mcp-tool-shop-org.github.io Text-to-speech MCP server — 48 voices, 9 languages, 5 presets, emotion spans, SSML-lite, m 0 Claude Code 1 1,242 tok
emrgcl/Azure-Region-Advisor An MCP (Model Context Protocol) server for testing Azure region latency. 0 Claude Code, GitHub Copilot 2 151 tok
alvarolloret/pipedrive-mcp MCP for Pipedrive 0 Claude Code, Codex, OpenCode 2 325 tok
karbassi/confluence-adf-mcp MCP server for reading and writing Confluence pages in native ADF (Atlassian Document Form 0 Claude Code 1 191 tok
mattma87/AgenticMCP 0 Claude Code 1 475 tok
amyzlp/API-Testing-MCP 0 Claude Code 1 372 tok
dtehan/second-brain second brain tool 0 Claude Code 1 937 tok
cbsmiley/paperless-ngx-mcp-server MCP server for Paperless-NGX document management - supports both stdio (Claude Desktop) an 0 Claude Code 1 769 tok
enboxorg/memoryd User-owned AI memory layer with task graph, built on DWN protocols. MCP server. 0 Claude Code, Codex, OpenCode 2 6,194 tok
Stefan-Nitu/mcp-walkthrough 0 Claude Code 2 40 tok
sombra-hq/sombra-mcp Sombra MCP stdio-to-HTTP bridge. Persistent reader mode for AI. 0 Claude Code 1 —
schlpbch/open-meteo-mcp-py A MCP server providing weather, snow conditions, and air quality tools via the Open-Meteo 0 Claude Code 1 3,274 tok
aptible/aptible-mcp 0 Claude Code 1 808 tok
jarrettmeyer/redactor-mcp 0 Claude Code 6 —
anbturki/kickd Background automation daemon with skill engine, task scheduler, MCP server, and Claude Cod 0 Claude Code 1 950 tok
fmeies/etracker-mcp MCP server that opens the etracker analytics API to AI assistants over HTTP/SSE, with per- 0 Claude Code 1 1,065 tok
Mutigen/packforge AI Agent Instruction Hub — orchestrates context-aware instruction packs for Cursor, Claude 0 Claude Code, Codex, Cursor, OpenCode 3 3,123 tok
tyson-swetnam/hcdp-mcp Model Context Protocol (MCP) server for Hawaii Climate Data Portal API access 0 Claude Code 2 724 tok
camerhann/aegea-drive-mcp 0 Claude Code 1 —
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
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
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
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
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
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
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
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