How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
IotA-asce/minecraft-mcp MCP server for Minecraft - lets AI harnesses (Codex, Claude Code, Hermes) perform all play 0 Claude Code 1 1,095 tok
cjafet/mcp-project-manager 0 Claude Code 6 892 tok
ahmedlala502/scrapling-tool web scraping dashboard with CLI, MCP, and Playwright support 0 Claude Code, OpenCode 5 —
jshsakura/a360-mcp Automation Anywhere A360 Control Room bot-failure diagnosis MCP server (Model Context Prot 0 Claude Code 1 1,967 tok
xjoanet/heungbu26-mcp heungbu-mcp.vercel.app 0 Claude Code 1 421 tok
b34nst4lk/vestibule A plugin-based MCP server using pluggy for extensibility 0 Claude Code 1 1,504 tok
jaredglaser/donetick-mcp 0 Claude Code, Codex, OpenCode 2 3,300 tok
zjlgdx/yapi-mcp-server MCP 2026-07-28 server for read-only YAPI API documentation access 0 Claude Code 1 636 tok
Dragonshock/cli-agent-mcp 0 Claude Code, Codex, OpenCode 4 1,602 tok
jhonnold/ai-wiki-service Self-synthesizing AI knowledge wiki: LangGraph synthesis worker + FastAPI/MCP server + Pos 0 Claude Code 1 1,092 tok
alexisinwork/MCP 0 Claude Code, Codex, OpenCode 2 975 tok
umeshramya/nhcx-payer-mcp ● MCP server simulating NHCX payer-side workflow actions (approve/reject/query/forward) fo 0 Claude Code 1 1,052 tok
skyphusion-labs/common-thread-mcp npmjs.com MCP server for Common Thread -- drive investigations, ingest, attribution, and evidence pa 0 Claude Code 1 449 tok
MattiooFR/content-studio Studio de contenu open source (AGPL) — ton agent IA écrit via MCP, l'outil orchestre : rév 0 Claude Code, Codex, OpenCode 2 159 tok
fatemehmollaeimdepended-cloud/mcp 0 Claude Code, Codex, OpenCode 10 2,867 tok
rofid-c/codebase-analyzer-mcp MCP Server cerdas untuk memetakan basis kode dan memberikan 'ingatan' (codebase memory) pa 0 Claude Code, Codex 13 —
Escape-Velocity-by-SH-SW/Barrier_Free_Trip-Public TypeScript-based MCP server that helps people with mobility impairments prepare to visit t 0 Claude Code, Codex, OpenCode 2 1,909 tok
MyLiya46/paperfream Turns paper/method descriptions into natively editable PowerPoint architecture diagrams. M 0 Claude Code 1 345 tok
alxnhfr-bit/mcp-grounding Google Places grounding as an MCP server, measured against the same 91-post golden set as 0 Claude Code 1 603 tok
51ck/frontier-mcp 0 Claude Code, Codex, OpenCode 38 9,903 tok
ZenforceTaiji/MCP-AI 0 Claude Code 1 878 tok
jaywapp/toss-readonly-mcp 0 Claude Code, Codex, OpenCode 2 3,023 tok
cynthiajones34/GBrain thebuildersopsstudio.com Cost-optimized gbrain fork for single-operator boutique consultancy. ~$1-5/mo target. 0 Claude Code, Codex, OpenCode 2 14,533 tok
jonathaneemmett/training-peaks-mcp MCP server for TrainingPeaks. Reads workouts, fitness metrics (CTL/ATL/TSB), and health da 0 Claude Code 1 846 tok
CassiaResearch/aircall-mcp-server Unofficial MCP server for Aircall by Allo - 73 tools for calls, contacts, SMS, users, team 0 Claude Code, Codex, OpenCode 2 2,297 tok
carlosvidal/heygen-mcp MCP server for the HeyGen avatar video generation API 0 Claude Code 1 910 tok
ishaan-skyacres/gmail-multi-mcp Multi-account Gmail MCP server. Thread replies that actually thread, full draft lifecycle, 0 Claude Code 1 1,822 tok
krish-shahh/mcp-idempotent A transparent proxy that gives any MCP server Stripe-style idempotency — retried tool call 0 Claude Code 1 1,943 tok
ShreeBohara/recall-leetcode recall-shrees-projects-a339427d.vercel.app Spaced-repetition companion for LeetCode practice — FSRS scheduling, Claude MCP ingestion, 0 Claude Code, Codex, OpenCode 2 79 tok
RafaDiazRios/pentest-mcp-extended Cloud / API / OSINT MCP server extending kali-mcp for authorized pentesting 0 Claude Code 2 —
XBW-Leo/MODULAR-RAG-MCP-SERVER 0 Claude Code, Codex 9 —
SNSEIxAUGMNTD/whatbox-mcp snseixaugmntd.github.io Security-first MCP server to operate a Whatbox slot over SSH — inspect, manage files & ser 0 Claude Code 1 —
LittleAndi/smhi-mcp-server MCP server exposing SMHI (Swedish Meteorological and Hydrological Institute) weather forec 0 Claude Code 1 1,656 tok
mikuare/Code-Ledger Local-first project memory and change intelligence for AI coding agents. Incremental symbo 0 Claude Code, Codex, OpenCode 5 13,092 tok
giulioleone097/ai-news-platform Piattaforma editoriale AI mobile-first con Next.js, Supabase e MCP 0 Claude Code, Codex, OpenCode 2 159 tok
tomoki013/appstore-connect-mcp 0 Claude Code 1 2,147 tok
SamuelBagattin/concerts-paris-mcp A free, public remote MCP server for searching concerts at the Philharmonie de Paris and t 0 Claude Code 4 541 tok
pego29/mcp-server-python-mskl4du6 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
bernardogv/comfyui-mcp MCP server for driving a remote ComfyUI instance from an AI agent — 16 tools: queueing wit 0 Claude Code 1 1,424 tok
meanwebuser/telegram-tt-beauty telegram-tt-beauty.vercel.app Telegram Web fork with proxy-aware transport, BYOK AI, transcription hooks, and browser-bo 0 Claude Code, Codex, OpenCode 2 5,833 tok
alcor6502/codifier-mcp MCP server for a versioned registry of rules: per-consumer scopes, admin web UI. OAuth, Ta 0 Claude Code 1 2,064 tok
wensia/agent-bridge MCP server that lets local agents remotely control logged-in ChatGPT sessions in a browser 0 Claude Code 1 595 tok
PainInTheNic/MCP-Ubuntu MCP server for managing Ubuntu servers over SSH — health checks, services, logs, updates, 0 Claude Code 1 —
edxmorales/datadog-aws-mcp Agente MCP para diagnosticar y corregir errores usando Datadog + AWS + Claude Code 0 Claude Code 1 2,754 tok
crunchypancake1/home-assistant-mcp MCP server exposing a Home Assistant instance as a tool set, running on Cloudflare Workers 0 Claude Code 1 1,747 tok
crunchypancake1/joplin-mcp MCP server exposing a Joplin note collection as a tool set, running on Cloudflare Workers 0 Claude Code 1 1,982 tok
crunchypancake1/linkwarden-mcp MCP server exposing a Linkwarden bookmark collection as a tool set, running on Cloudflare 0 Claude Code 1 1,544 tok
krumme/mela-mcp Unofficial read-only MCP connector for the Mela recipe app (macOS) 0 Claude Code 1 211 tok
GORDIAN12/MCP_docs 0 Claude Code 1 363 tok
renzocarletti-lang/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok