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
scatjay/kxmind-irasutoya-mcp An MCP for helping workers find illustrations on Irasutoya: enter Chinese, automatically t 0 Claude Code 1 1,598 tok
ericovis/cervo cervo.click A demo app for managing static website hosting on a shared VPS 0 Claude Code 1 7,616 tok
giancbaring/msim MCP Server Integration Manager for AnythingLLM 0 Claude Code 1 —
BongSuCHOI/memex Local-first personal knowledge system for Codex: conversation memory, facts, RAG, knowledg 0 Claude Code, Codex, OpenCode 1 2,017 tok
elijah629/classroom-mcp classroom-mcp.vercel.app Google Classroom MCP 0 Claude Code, Codex, OpenCode 2 159 tok
jjorae/naver-blog-mcp An MCP server for writing posts on Naver Blog with formatting, images, tables, formulas, a 0 Claude Code 1 6,080 tok
abdulwaqas17/cross-claude-mcp 0 Claude Code 1 536 tok
chaosst/doc-fine-tuning-mcp An office document (Word/Excel/PPT) large model editing MCP server, which enables the larg 0 Claude Code 1 1,443 tok
lubowen77/bookd Local-first AI reading companion (Node service + web reader + MCP bridge) 0 Claude Code 1 —
ZylNice/RenderdocMCP 0 Claude Code 3 1,504 tok
yassinbahri/pyrfc-mcp 0 Claude Code 2 —
Abishai95141/FinCon fincon.astutecomputer.com A reconciliation controller that closes the books with a proof, not a plug. Deterministic 0 Claude Code 1 6,604 tok
mesutgulecen/ponscli npmjs.com Unofficial command-line interface for the Pons launchpad on Robinhood Chain 0 Claude Code, Codex, OpenCode 5 808 tok
Miha21222/tradingview-mcp 0 Claude Code 1 1,224 tok
mskerwiderski/mcp-garmin Read-only MCP server for Garmin Connect: activities, health data, FIT file analysis and ch 0 Claude Code 1 576 tok
seepine/image-gen-mcp TypeScript MCP server for generating and editing images through OpenAI image models. 0 Claude Code, Codex, OpenCode 2 837 tok
Rydvansky/figma-console-mcp southleft.com Your design system as an API. Connect AI to Figma for extraction, creation, and debugging. 0 Claude Code 3 415 tok
AfsheenMahmood/youtube-mcp 0 Claude Code 1 1,066 tok
elliothimmelfarb/aimade-mcp The MCP server pattern that lets AI agents publish games as first-class users — 41 tools, 0 Claude Code, Codex, OpenCode 2 168 tok
invictumhr/ai-invictum-browser-bridge invictum.hr Security-first MCP bridge that lets AI agents control your existing Chrome profile locally 0 Claude Code, Codex, OpenCode 2 1,204 tok
giaosang8888-cmd/AutoLinker-5.1.2-Local AutoLinker 5.1.2 silent MCP version — completely local with no network activity 0 Claude Code, Codex, OpenCode 2 1,079 tok
andreaselmi/threads-mcp MCP server for the Threads API: publish posts, read your own posts, insights and publishin 0 Claude Code 1 591 tok
eleferrets/emptysock-mcp 0 Claude Code 2 1,531 tok
caa1211/genpdm-mcp-server 0 Claude Code, Codex, OpenCode 2 456 tok
iXanadu/pigeon-mcp Gmail MCP server for GrokBot 0 Claude Code, Codex, OpenCode 2 928 tok
sebastian-software/stellara Self-hosted AI tool gateway for Firecrawl, Exa, Qdrant, embeddings, browser automation, an 0 Claude Code, Codex, OpenCode 2 1,363 tok
petrycz/ecommerce-mcp-automation Sample project for integrating e-commerce platforms via mcp 0 Claude Code 1 1,020 tok
Leonides2/homemade-mcp-oracle-database-10g-claude 0 Claude Code 1 —
astanciulescu03-sys/BasicLocalToolsMCP 0 Claude Code 3 837 tok
lovesoonjo-lab/notebooklm-mcp 0 Claude Code, Gemini CLI 2 2,724 tok
Cyruskraad/codex-claude-mcp Permission-aware local MCP bridge from Codex to Claude Code 0 Claude Code, Codex, OpenCode 14 1,316 tok
tugraskan/Tamandua Evidence-backed SWAT+ Fortran source index and MCP server 0 Claude Code 1 704 tok
good-v1be/simple-rick Persistent memory for AI coding agents: an MCP server that records your sessions, normaliz 0 Claude Code 1 1,068 tok
clivechung/skillmcp Scalable Model Context Protocol (MCP) server for distributing and managing AI agent skills 0 Claude Code, Codex 6 —
zelentsov-dev/google-ads-mcp 0 Claude Code, Codex, OpenCode 2 373 tok
liqiangcc/agent-runtime-mcp MCP server for managing agent runtime sessions 0 Claude Code, Codex, OpenCode 5 991 tok
lossefanya/WebMCP Inject MCP on Web AI interfaces like ChatGPT, Claude, Gemini, Perplexity 0 Claude Code 1 10,433 tok
ilya24b/telegram-notification-mcp Created for video editing 0 Claude Code 1 4,388 tok
larscolombia/lubot-hunter-mcp-2026 0 Claude Code, Codex, OpenCode 8 4,660 tok
devender/hubspot-multi-mcp Unofficial, read-only MCP server that connects Claude to multiple HubSpot portals at once, 0 Claude Code 2 —
ianchesal/unifi-siem-sink A log sink and log MCP server that lets you query your UDM logs with AI 0 Claude Code 1 1,260 tok
onerandomd3v/Web-MCP-Vision-Tool webmcp-vision-tool.vercel.app 0 Claude Code, Codex, OpenCode 2 411 tok
bjorn/tmw-mcp A Python client for The Mana World, exposed as an MCP server so an AI agent can play the g 0 Claude Code 1 2,492 tok
XTND-DYNAMICS/xtnd-mcp-one 0 Claude Code 1 236 tok
MarcosQuintino0/MCP 0 Claude Code 2 2,437 tok
2k92gzzsyc-hash/mcp-server-python-mtef1ly7 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
dankit/lambda_cloud_MCP GPU availability tracker with alerting & auto-provisioning right as they become available. 0 Claude Code, Codex, OpenCode 2 79 tok
avvocati-e-mac/normattiva-mcp CLI e server MCP per leggere, verificare e citare norme italiane da Normattiva.it 0 Claude Code 1 1,768 tok
mahmoud-bebars/distributed-ai-memory-system A personal, cross-provider memory server: one Cloudflare Worker that lets any MCP-capable 0 Claude Code 1 3,216 tok
minhtrancmvn/asana-local-mcp 0 Claude Code 1 1,145 tok