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
fabrica-land/fabrica-mcp MCP server for AI agents to explore and interact with tokenized real property on the Fabri 0 Claude Code 1 2,455 tok
NathanielDaniels/whoop-mcp-server 16 tools across biometrics, history, diagnostics, and OAuth. Dual-mode architecture (remot 0 Claude Code 2 —
cuevacelis/mcp_postgres Servidor Model Context Protocol que expone introspección y consulta read-only sobre Postgr 0 Claude Code 1 1,000 tok
sairamaraov/AI-Agent-MCP-Server A fun MCP server for allowing AI agent communication through MCP. We can monitor their com 0 Claude Code 1 4,050 tok
Spaceinvaderz/freefeed-mcp-server 0 GitHub Copilot 1 48 tok
velrys/mcp-server-ngzorro 0 GitHub Copilot 1 1,034 tok
mfarhan0304/MCP-MarketMind Financial research tools over the Model Context Protocol 0 Claude Code 1 688 tok
csmoove530/unified-clawd-wallet-mcp Unified MCP server for x402 payments, TAP identity, and domain registration with USDC on B 0 Claude Code 1 2,372 tok
tomnz/pixelblaze-claude AI-powered LED pattern designer for PixelBlaze controllers, using Claude Code and MCP to c 0 Claude Code 1 2,739 tok
puran-water/qsdsan-engine-mcp Consolidated into PuranOS — see github.com/puran-water/puranos-public 0 Claude Code 1 5,063 tok
ftaricano/mcp-hub TypeScript MCP gateway for aggregating, searching, and routing tools across multiple Model 0 Claude Code, Codex, OpenCode 2 1,099 tok
happy2h/Code_Context_Engine code repository context engine with mcp using tree-sitter 0 Claude Code 1 1,115 tok
Notecase/noteshell-mcp noteshell-mcp 0 Claude Code 4 —
velinussage/brand-gen Agent-driven toolkit for generating, critiquing, and iterating branded materials with CLI, 0 Codex, OpenCode 1 2,054 tok
bailur/usps-mcp-server Model Context Protocol server for USPS address validation 0 GitHub Copilot 1 716 tok
SPerekrestova/GitHub_MCP_Server huggingface.co Model Context Protocol server for GitHub API integration 0 Claude Code 1 676 tok
SkyflowFoundry/mcp_sample_tavily Anonymize PII sent in searches to prevent sensitive data leakage in MCP servers. 0 Claude Code 1 1,256 tok
zacacollier/kraken-pro-mcp MCP Server for Kraken 0 Codex, OpenCode 1 671 tok
SilasReinagel/flux-replicate-mcp 0 Cursor 1 27 tok
ab-orbit/ab-ibge-mcp-server An IBGE MCP Server sponsored by AeonBridge Co. 0 Claude Code 1 1,816 tok
igoyetche/paperboy A Model Context Protocol (MCP) server that exposes a tool for sending content directly to 0 Claude Code 48 8,994 tok
binsarjr/svelte5-mcp A specialized Model Context Protocol (MCP) server for Svelte 5 frontend development 0 Claude Code 1 1,310 tok
jenreh/appkit-bpmn-server MCP Server to generate and edit BPMN processes 0 Claude Code, Codex, GitHub Copilot 5 12,610 tok
jason-weddington/karabiner-mcp Thin MCP server that helps your agent control your local Karabiner Elements config 0 Claude Code 1 635 tok
boivert/stage-ai-mcp MCP server that replicates creative strategist context gathering through advanced RAG with 0 Claude Code 1 1,953 tok
shashwatchandra/whoop-fastapi-mcp WHOOP FAST API MCP SERVER 0 GitHub Copilot 1 506 tok
jamesricky/test-mcp Vibe coded MCP server for testing and debugging. 0 Claude Code, Codex, OpenCode 2 790 tok
jakreymyers/airtable-mcp-server MCP Server for Airtable integration - retrieve records by ID 0 Claude Code 1 887 tok
jonnystewart/productboard-mcp MCP server for the ProductBoard API v2 — use Claude to query and manage your ProductBoard 0 Claude Code 1 856 tok
t-ogawa-dev/octopus-mcp-proxy t-ogawa-dev.github.io MCP Development Server 0 Claude Code, GitHub Copilot 7 1,171 tok
jakubkrzysztofsikora/screen-recording MCP server that gives Claude and AI agents start/stop control over full-screen recordings 0 Claude Code 1 335 tok
FokkeZB/mcp-simulator Agent with MCP server that pretends to be connected to anything that could be connected to 0 Claude Code 1 1,954 tok
uzochukwuV/Eleventts-stellar-mcp eleventts-stellar-mcp.vercel.app 0 Codex, OpenCode 1 538 tok
Heartran/Kanka-MCP-Server 0 Codex, OpenCode 1 900 tok
ftaricano/mcp-server-trello Professional MCP server and CLI for Trello boards, cards, checklists, and workspaces. 0 Claude Code, Codex, OpenCode 2 1,166 tok
positonic/ftc-platform-mcp 0 Claude Code 1 1,476 tok
drmaxbdc/productboard-mcp MCP server for Productboard API — hybrid V1+V2, 29 tools including fulltext search, note r 0 Claude Code 2 3,899 tok
kevinkiklee/gemini-nano-banana-mcp Global MCP server for image generation and editing using Google Gemini Nano Banana models 0 Claude Code 1 922 tok
Prathmeshkunturwar/Context_Mcp 0 Claude Code 1 1,629 tok
radish2951/linear-lite-mcp A lightweight Linear MCP server 0 Claude Code 1 69 tok
Luzgan/codemap-3d 3D code structure visualizer with blast radius analysis — CLI + MCP server powered by tree 0 Claude Code 1 2,252 tok
isucorp-taimiralain/linkedin-mcp-server LinkedIn MCP Server — post, share articles, and manage LinkedIn profile through Claude via 0 Claude Code 1 507 tok
ForgeSynapse/mcp-toolkit-v1 This is toolkit for mcp 0 Claude Code 1 553 tok
ihwooMil/long-term-memory pypi.org Intelligent memory MCP server for AI assistants — auto-save, semantic search, RL-powered r 0 Claude Code 6 127 tok
jonjoe/mcp-state-bridge MCP server + client SDK for bridging Zustand stores over WebSocket 0 Claude Code 1 862 tok
nnaveenraju/smara-mcp Smara: Sovereign Universal Memory MCP 0 Claude Code 1 2,281 tok
damameet14/mcp-webresearch Web research tool with MCP integration 0 Cursor 1 61 tok
Mingwei2/mcp-data-explore Local MCP server with three tools for CSV exploration, data cleaning, and statistical test 0 Claude Code 1 860 tok
siriuslattice/stellarmcp MCP server giving AI agents access to Stellar blockchain data — x402 micropayments on Stel 0 Codex, OpenCode 1 888 tok
adamdavis99/ilovepdf-mcp MCP server for our favourite iLovePDF api tools 0 Claude Code 1 650 tok