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
knowmax/mcp-atlassian-main 0 Codex, OpenCode 1 733 tok
cyberash-dev/moex-mcp 0 Claude Code 1 749 tok
nsmith/markpost An MCP server that syndicates Markdown content to Twitter/X, Threads, and a static blog on 0 Claude Code 1 1,658 tok
bypixels/SEO-MCP-PRO Es un servidor MCP integral desarrollado con TypeScript en modo estricto. Conecta a Claude 0 Claude Code 1 1,527 tok
mythopoeic/mcp-server-demo Demo MCP server wrapping the sheet-compressor library (tools, resources, prompts) over std 0 Claude Code, Codex 18 134 tok
zmij/playstore-cli CLI client and MCP for Google Play store 0 Claude Code 1 1,424 tok
shmuelix/claude-cockpit Kanban task board with MCP server and web UI for Claude Code 0 Claude Code 1 715 tok
whoistus/figma-mcp-poor 0 Claude Code 1 1,088 tok
rimmade/syncly-dataset-mcp Local MCP server for querying social datasets via DuckDB — 8 purpose-specific analytics to 0 Claude Code 3 94 tok
b19805652/cloudflare-image-mcp-s3 OpenAI-compatible image generation API + S3 image storage+ Streamable HTTP MCP server powe 0 Claude Code, Codex, OpenCode 18 724 tok
jopa79/kanban-mcp Terminal Kanban Board mit MCP-Server fuer Claude Code 0 Claude Code 1 929 tok
rookslog/arxiv-sanity-mcp MCP-native arXiv research discovery substrate 0 Claude Code, Codex, OpenCode 2 3,755 tok
urjeetpatel/excel_mcp_server An MCP (Model Context Protocol) server for reading Excel workbooks (.xlsx). Built with Fas 0 Codex, OpenCode 1 204 tok
conraddiao/remote-mcp-server-with-auth 0 Claude Code 3 5,279 tok
BLANXLAIT/pantry-agent Kroger API MCP Server for AI-powered grocery shopping 0 Claude Code 6 1,135 tok
elvatis/elvatis-mcp MCP server for OpenClaw - expose smart home, memory, and automation tools to Claude Deskto 0 Claude Code 6 1,963 tok
beauchompers/dns-mcp-server A Python MCP server providing comprehensive DNS lookup capabilities. 0 Claude Code 1 528 tok
bsmi021/mcp-gemini-tts 0 Claude Code 1 1,195 tok
gabrielemidulla/argo-didup-mcp MCP server per il registro elettronico Argo (ScuolaNext) 0 Claude Code, Codex 6 —
hangboss1761/idux-mcp Mcp server for IDux UI 0 Claude Code, Codex, OpenCode 2 934 tok
dj-oyu/elysiajs-gsi-gov GSI Vector Tile MCP App — displays Geospatial Information Authority of Japan Geospatial Ma 0 Claude Code 4 536 tok
delta-and-beta/mcp-braze MCP server for Braze customer engagement platform. 92 tools for users, messaging, campaign 0 Claude Code 1 907 tok
VMRam95/mcp-video MCP server for video analysis - extract frames and transcribe audio for LLM processing 0 Claude Code 1 98 tok
julianbruegger/strava-mcp-broker strava-mcp.julian-bruegger.ch 0 Claude Code 1 —
0xNadr/mcp_databridge Production-ready MCP server enabling AI agents to query, aggregate, and analyze databases 0 Claude Code 1 —
revanshine/my-design-platform A professional-grade, containerized Model Context Protocol (MCP) server platform designed 0 Codex, OpenCode 1 4,078 tok
OriShmila/gnews-mcp-server 0 Cursor 1 1,572 tok
jagadeesh52423/ConfluenceMcp MCP server with 84 tools for Jira, Confluence, and Bitbucket Cloud -- full CRUD, smart tra 0 Claude Code 1 737 tok
FullPokerFace/simple-mcp-server Simple MCP server on Express & SQLite 0 Claude Code 1 839 tok
estapel-ai/mcp-facebook-ads 0 Cursor 44 —
jeffkimble/etsy-mcp-server 0 Claude Code 1 879 tok
rradhakr-git/nppes-mcp-server 0 Claude Code 1 3,763 tok
kogai/smaregi-mcp 0 Codex, OpenCode 1 1,494 tok
ch201y00n/cve-mcp 0 Codex, OpenCode 1 2,307 tok
hashkrish/datastore-mcp An MCP server for Google Datastore 0 Claude Code 1 1,026 tok
jblacketter/engram Personal semantic memory for AI — PostgreSQL + pgvector + MCP + embeddings 0 Claude Code 1 —
prgmr99/agora Agora — MCP-native smart task router for AI agents. An open protocol where AI agents disco 0 Claude Code 1 696 tok
peterparker57/clarion-knowledge-base Semantic search for Clarion programming documentation via Claude AI. MCP server with pre-p 0 Claude Code 3 —
TadMSTR/nextcloud-mcp FastMCP server for Nextcloud — occ admin, OCS provisioning, WebDAV file ops 0 Codex, OpenCode 1 559 tok
iPraBhu/mcp-database-server npmjs.com Production-grade MCP server for unified SQL database access (Postgres/MySQL/SQLite/MSSQL) 0 Claude Code, GitHub Copilot 2 1,192 tok
ration/mu-mcp 0 Claude Code 1 633 tok
gds910228/Freelancer-Focus-Calendar A lightweight schedule and task management service for freelancers: event CRUD, Webhook re 0 Cursor 2 2,337 tok
g-hyeong/MCP-AidFlow 0 Claude Code 1 —
JosiahSiegel/planview-mcp 0 Claude Code 1 —
rbibbey/agileimagegen-mcp A proxy for generating images using AI models that also implements support for producing i 0 Codex, OpenCode 1 607 tok
MrBozkay/n8n-mcp-server 0 Gemini CLI 1 831 tok
istanadodan/img_detect_mcp YOLO model-based object detection MCP that accepts an image path 0 Claude Code 1 5,153 tok
jurislm/langfuse-mcp MCP server for Langfuse — 13 tools for prompt management and observability 0 Claude Code, GitHub Copilot 2 3,084 tok
laomeifun/ezssh-mcp Easy SSH MCP Server - Execute commands and transfer files via SSH with AI (OpenAI, Claude, 0 Codex, OpenCode 1 2,142 tok
richardggxcp/hex-dashboard-mcp Hex API MCP server for Claude Code — design-system-aware chart injection, notebook diagnos 0 Claude Code 1 2,546 tok