How real projects configure their agents

43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756

All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87

Project Stars Configures Files Always loaded
chemisttt/tutu-mcp-kit tutu-mcp-kit.vercel.app Let's go! Tickets and hotels together. Hackathon Tutu MCP. 0 Claude Code, Codex, OpenCode 2 858 tok
supervised-nl/tesla-fleet-mcp Tesla Fleet MCP for Grok Bot, Grok Build, and Cursor. Streamable HTTP plugin plus local st 0 Codex, OpenCode 1 158 tok
cristianvirtus/tecno-chatbot-portal tecno-chatbot-portal.vercel.app Mini-agente educativo de tecnología (Nodi): chat texto/voz, avatar, RAG con una sola tool 0 Codex, OpenCode 1 272 tok
LiuShiYi1027/ThumbAgent Local-first platform that gives AI agents a real thumb on mobile devices. Local-first mobi 0 Codex, OpenCode 1 1,472 tok
hossein-finlex/web-mcp-hello demonstration of how we can use google webmcp and backend mcp to do work in the backend an 0 Claude Code 1 2,113 tok
lemanjo/unraid-mcp Security-conscious MCP server for managing Unraid through its official GraphQL API 0 Codex, OpenCode 1 107 tok
cisbrh/quickfile-mcp 0 Codex, OpenCode 1 639 tok
dyegolara/nostr-auth-agents Nostr sign-in (NIP-07 first, NIP-98/NIP-42/NIP-05 coming) for LLM coding agents — no walle 0 Codex, OpenCode 1 1,119 tok
VampSlayer/Corpus A mcp context server for you entire code base 0 Claude Code, Codex 1 —
asepharyana/mcpedia wiki.asepharyana.my.id Content-first knowledge base: Web UI + MCP server + tRPC API, shared Core. 0 Claude Code, Codex, OpenCode 2 612 tok
bomsan69/mysql-mcp-server MCP server for running SELECT/INSERT/UPDATE/DELETE queries against MySQL 0 Claude Code, Codex, OpenCode 2 3,043 tok
krishngohel/local-browser Echo — local Chrome-compatible browser with MCP for any AI client 0 Cursor 1 —
Luizcc87/glpi-mcp-v2 MCP server para GLPI API v2.3 (OAuth2) — 29 tools ITIL/CMDB. Fork estrutural de GMS64260/m 0 Codex, OpenCode 1 2,755 tok
nodormu/unreal-mcp-additional-tools These tools complement and pick up where the Epic official unreal tools leave off. No dupe 0 Claude Code 1 1,727 tok
elefant-coder/skill-hub An internal skill distribution hub — a self-deployed template for distributing Claude Code 0 Claude Code 1 1,156 tok
TaranpalSingh18/pmos-mcp mcp for pm 0 Codex, OpenCode 6 569 tok
bluedragonDC/medas_mcp AI'ınızla Türkiye'nin resmi istatistiklerine erişin. TÜİK MEDAS'a bağlanarak nüfus, ekonom 0 Codex, OpenCode 1 869 tok
mahmouddattiaa/Genesys-Archivist 0 Claude Code, Codex, OpenCode 2 2,343 tok
ossenna-hq/MCP_LTSpice Portable public integration fork of the LTspice MCP server, with generic Codex deployment 0 Claude Code 1 5,437 tok
ymo6/illustrator-figure-mcp Given a png, regenerate with Illustrator 0 Claude Code 1 1,304 tok
Cruxia-Labs/sagrada-mcp 0 Codex, OpenCode 1 465 tok
haisamar/agentguard agentguard-eight.vercel.app Identity security for AI agents using Auth0, OAuth, MCP, contextual policy 0 Claude Code, Codex, OpenCode 2 159 tok
nyxandro/tutu-hackathon How to get there: search for the nearest way to travel using live data from Tutu via MCP 0 Claude Code 1 4,121 tok
luizanunciostoca/toca-mcp-server 0 Claude Code, Codex, GitHub Copilot, OpenCode 23 1,778 tok
KrivchenkoEgor/mcp-recipe-shopping-list Model Context Protocol (MCP) server that parses recipes from food.ru, finds products on ma 0 Codex, OpenCode 1 7,026 tok
Angad816/GITPILOT-MCP---AI-POWERED-GITHUB-TOOL-CONTEXT-LAYER “A developer assistant that lets an LLM securely understand and perform authorized GitHub 0 Claude Code 1 673 tok
xiaoxinbuxingyeyuan/MODULAR-RAG-MCP-SERVER Production-oriented modular RAG MCP server for study-abroad knowledge retrieval 0 Claude Code, Codex 9 —
Epyur/ot5-mcp-server 0 Codex, OpenCode 1 61 tok
hlucent/seoul-uncomfort-report-mcp 0 Claude Code 1 2,071 tok
tetracoralla/BatchTicket Deterministic, token-aware structured-data transformation runtime for agents 0 Claude Code, Codex, OpenCode 2 739 tok
WizardHeHeJun/AutoPlayQA Android game QA automation framework: a deterministic perception + action + recognition-ga 0 Claude Code 9 —
Fatih0234/web-searxng Local on-demand web search for coding agents — SearXNG + safe reader + MCP (lazy Docker, S 0 Claude Code, Codex, OpenCode 2 130 tok
suhajdab/spotify-playlist-mcp Guarded Spotify playlist curation MCP server for Codex scheduled tasks 0 Codex, OpenCode 1 343 tok
py-zoid/mcp-tenderly MCP server for Tenderly transaction simulation and trace debugging on EVM chains 0 Claude Code 1 1,810 tok
Epyur/sbe-agent SBE plugin LogicTEAM.007 — a universal LLM agent: MCP tools (Word/Excel/JSON/PDF), permiss 0 Codex, OpenCode 1 12,140 tok
Kevin-CNC/better-scout MCP For quicker repository exploration, annotation and context resolution. 0 Claude Code 1 163 tok
DrDroidLab/TestTrout 🐟 The testing assistant for coding agents. Reads your repo, connects to your deployment, 0 Claude Code, Codex, OpenCode 2 967 tok
maniaclab/af-filesystem-mcp AF filesystem MCP 0 Claude Code 1 4,097 tok
maniaclab/af-jupyterlab-mcp AF JupyterLab MCP 0 Claude Code 1 3,391 tok
Mzzj114/nt-mcp-server MCP server exposing FRC NetworkTables (NT4) to AI agents. Reads/writes/monitors a robot's 0 Codex, OpenCode 1 1,282 tok
FardeenSK004/livekit-mcp 0 Codex, OpenCode 1 174 tok
Markalvs/study-assistant-ia assistente pessoal de estudos usando ia + mcp 0 Codex, OpenCode 1 601 tok
batpepe/ai-automation-lab Incident triage agent for a self-hosted K3s cluster: n8n as a GitOps workload, an MCP tool 0 Claude Code 1 1,017 tok
zabolotniydj/ableton-mcp-fixed Ableton Live MCP with MIDI reading, scenes, mixer control and the Wavetable modulation mat 0 Claude Code 1 —
erstanai/erstan-agent-tools-beta docs.erstan.com Temporary Erstan Beta plugin distribution for the isolated QA environment. 0 Codex, OpenCode 1 288 tok
lemanjo/hac-mcp Safety-first administrative MCP server for Home Assistant 0 Codex, OpenCode 1 127 tok
romil569/RepoGuardian-RHD-Enterprise repoguardian-rhd.vercel.app AI-native autonomous software engineering intelligence platform powered by RHD - Repositor 0 Codex, OpenCode 1 1,433 tok
SlobodaFR/home-remote-mcps 0 Claude Code 1 4,121 tok
t1nk333r/mcp-dockhand MCP Server for Dockhand Docker Management - exposes 130+ API endpoints as MCP tools 0 Claude Code, GitHub Copilot 4 2,345 tok
di404/godot-mcp-gateway One Godot editor, multiple AI coding agents. 0 Claude Code, Codex, OpenCode 2 6,577 tok