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
creative-nam/media-gen-mcp An MCP server that allows you to connect your AI Agent to free image and video generation 0 Claude Code, Codex, OpenCode 5 2,182 tok
psanders/motionkit A programmable, branded video engine exposed through MCP — Remotion-based rendering driven 0 Claude Code 14 2,487 tok
redesignhealth/agent-comms-mcp MCP service for permissioned, structured agent-to-agent communications 0 Claude Code 1 1,135 tok
Miguel-Calhabeu/edisciplinas-mcp MCP para agentes de IA acessarem conteúdos do E-Disciplinas da USP com segurança 0 Claude Code, Codex, OpenCode 2 125 tok
AnasOsama2/financial-stock-analysis-mcp Filing-based financial stock analysis MCP server for US public companies using SEC EDGAR A 0 Claude Code 1 469 tok
camilopiedra92/aware-connector CLI and MCP server for reading the Autodesk Aware people directory 0 Claude Code 1 2,066 tok
fabio-barboza/web_search_mcp Servidor MCP de busca e pesquisa web com SearXNG, scraping e sumarizacao por LLM local 0 Claude Code 1 6,516 tok
marrinexyq-droid/Rag-Mcp-Server 0 Claude Code, Codex 9 —
zong09/clickup-custom-mcp 0 Claude Code 1 1,013 tok
Johonnyy/agent-mcp-py python library to convert an app into an mcp server 0 Claude Code 1 2,385 tok
Nighthawk42/gbdocs-mcp MCP server exposing the Game Boy Pan Docs as structured, citable lookups for decompilation 0 Claude Code, Codex, OpenCode 2 2,006 tok
kkoshix/ls-ssh-mcp 0 Claude Code 1 4,027 tok
bkosciow/mcp_camera REST server for USB cameras + MCP for AI to "see" 0 Claude Code, Codex, OpenCode 2 1,634 tok
joshghal/holoscrape-mcp 0 Claude Code 1 1,453 tok
ABeltramo/mcp-explorer An API controllable and observable general purpose MCP server 0 Claude Code, Codex, OpenCode 2 1,096 tok
guchi-apps/aide A common backend and hub for everyday life information. Provides the same data through an 0 Claude Code 1 4,471 tok
maphnet/jc-mcp Jira and Confluence mcp tool 0 Claude Code 1 1,324 tok
ThemeAnax/themeseed npm.indianic.in Seed realistic demo content into any CMS so you can preview a theme with real articles, im 0 Claude Code 1 2,484 tok
iamvaibhav31/linkedIn-mcp 0 Claude Code 1 1,562 tok
hexacron/claude-transformatron-9000 A Maltego transform server with MCP and Transform Authoring skill for coding agents 0 Claude Code, Codex, OpenCode 2 1,599 tok
artcar12/agent-delegation-mcp MCP servers that let Claude Code delegate implementation work to the Antigravity (Gemini) 0 Claude Code 1 266 tok
helpdeskllam-art/mcp-server-typescript-mst3xku1 Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
ale7canna/intervals-mcp 0 Claude Code 2 2,461 tok
monet88/tradingview-mcp Independent MCP bridge for AI-assisted TradingView Desktop workflows via Chrome DevTools P 0 Claude Code 1 1,873 tok
veterinar/retailcrm-mcp MCP server for RetailCRM using the official PHP API client 0 Claude Code 1 —
jurjones29/houston-mcp MCP server unifying Houston-area civic data: CKAN, ArcGIS Hub, TranStar, HCFWS, METRO GTFS 0 Claude Code 1 1,345 tok
ericalopezfebo/mcp-puerto-rico-investigacion-juridica MCP que busca y lee sentencias de Puerto Rico, encuentra los mejores precedentes y extrae 0 Claude Code 1 464 tok
fauzulkc/blur-studio Coordinate-based selective photo blurring — precisely blur faces, plates, screens, or any 0 Claude Code, Codex, OpenCode 2 5,246 tok
litoondev/claude-talk-to-figma-mcp-main 0 Claude Code 2 3,448 tok
Bhavanachowdary18/Session-Memory MCP server that stores AI session context locally, enabling cross-IDE continuity for AI-as 0 Claude Code, Codex, OpenCode 2 1,202 tok
liulinnuha/lithium-kb npmjs.com 🧠 Fast, zero-dependency structured knowledge base (.agent-kb/) with 2D neural graph visua 0 Claude Code, Cursor 2 294 tok
ryuk3nd0/echarts-mcp Apache ECharts MCP server: type-safe, SVG-first rendering over stdio + Streamable HTTP 0 Claude Code, Codex 1 —
shaynemeyer/obsidian-mcp 0 Claude Code 1 1,196 tok
garvitkumbhat619/mcp-server-python-msw3oiyy Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
sultan-programistow/paddling-pl-mcp-server paddling-pl-mcp-server.vercel.app 0 Claude Code, Codex, OpenCode 2 924 tok
alejoacelas/amazing-marvin-mcp Local Amazing Marvin MCP server and Claude Desktop extension 0 Claude Code, Codex, OpenCode 2 84 tok
hlucent/korea-bok-stats-mcp Bank of Korea 0 Claude Code 1 2,532 tok
jacklenzotti/clausewitz-mcp MCP server for Paradox Clausewitz/Jomini modding (EU5, EU4, Victoria 3, HOI4, CK3, Stellar 0 Claude Code 1 621 tok
Darts7u7/Yarah-oos-mcp 0 Claude Code 1 1,215 tok
end1989/repos-expert Answers questions about a folder of code repositories — studies each one, writes a knowled 0 Claude Code 1 964 tok
StephCastrof001/coursera-cli Tus cursos de Coursera desde la terminal: CLI + servidor MCP para extraer transcripts y le 0 Claude Code 1 610 tok
thienbanho/todo-mcp-demo 0 Claude Code 1 65 tok
Big-Tea-Rice/tradingview-mcp-jackson 0 Claude Code 1 1,873 tok
SanAntonio021/claude-codex-bridge Local authenticated bidirectional MCP bridge for isolated Claude and Codex peer sessions. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 286 tok
Ramzanelayodath/mcp-json-to-model MCP server that fetches an API response and generates a ready-to-use model/data class (Kot 0 Claude Code 2 1,232 tok
VINITVINAY-Tech/mcp_project 0 Claude Code 1 477 tok
v25group/exisjs-mcp ExisJS development tools MCP 0 Claude Code 2 934 tok
hlucent/realestate-stats-mcp Korea Real Estate Board data, including real estate prices and transaction status 0 Claude Code 1 1,999 tok
hlucent/seoul-individual-land-price-mcp Seoul individual publicly assessed land price information 0 Claude Code 1 1,168 tok
anshrajore/atelier-mcp Atelier is an MCP server and agent skill pack that adds post-generation quality gates to v 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,967 tok