How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
vicgarcia/pinboard-mcp mcp server for pinboard.in bookmark service 9 Claude Code 1 1,143 tok
jiweiqi/fluent-mcp-server Ansys Fluent MCP server in python 9 Claude Code 1 19 tok
italia/dati-semantic-mcp italia.github.io MCP server per interagire con schema.gov.it 9 Claude Code 1 1,355 tok
bacoco/prompt-plus-plus-mcp 9 Claude Code 1 1,910 tok
WazzaMo/vecfs A local MCP server that provides a vector file store to give AI agents a long-term memory. 9 Codex, OpenCode 1 555 tok
E-Conners-Lab/NetworkOps_Platform AI-powered network automation via Netbox and Model Context Protocol (MCP). 178 tools for m 9 Claude Code 1 1,284 tok
qpiai/zoho-projects-mcp This is an mcp server for Zoho projects 9 Claude Code 1 1,251 tok
livetap/livetap Push live data streams into your AI coding agent. MQTT, WebSocket, file tailing → expressi 9 Claude Code 2 1,089 tok
et-do/myelin brain-inspired MCP for persistent efficient context across AI agents 9 GitHub Copilot 1 401 tok
physics91/openrouter-mcp A Model Context Protocol (MCP) server for OpenRouter API - Access 100+ AI models through a 9 Claude Code, Codex, OpenCode 6 1,088 tok
fahmidme/nano-banana-mcp 9 Codex, OpenCode 1 653 tok
qlitre/japan-tariff-mcp An MCP (Model Context Protocol) server for searching Japanese tariff rates by keyword. 9 Claude Code 1 454 tok
tomconte/codebox-ai A secure Python code execution service designed to integrate with LLMs like GPT and Claude 9 GitHub Copilot 1 911 tok
docentovich/chrometools-mcp MCP (Model Context Protocol) server for Chrome automation using Puppeteer. Persistent brow 9 Claude Code 1 2,168 tok
bun913/playwright-min-network-mcp A minimal network monitoring MCP tool for Playwright browser automation. **Just 3 simple t 9 Claude Code 1 703 tok
FujishigeTemma/typst-mcp 9 Claude Code 2 646 tok
rryan/tiddly-mcp Model Context Protocol (MCP) server for TiddlyWiki - enables AI agents to interact with yo 9 Codex, OpenCode 1 119 tok
shacharsol/js-package-manager-mcp Free MCP server for AI-powered JavaScript package management - Works with Claude, Windsurf 9 Claude Code, Cursor 2 1,686 tok
yfe404/proxy-mcp MCP server that runs an explicit HTTP/HTTPS MITM proxy 9 Codex, OpenCode 1 135 tok
lauragift21/mcp-server-workshop Cloudflare MCP Server Workshop 9 Claude Code 1 596 tok
Tankatronic/ynab-mcp-server This is an experimental mcp server I made to try to make it easier to use YNAB without lin 9 Claude Code 54
moha-abdi/mitmproxy-mcp MCP server for mitmproxy -- analyze, intercept, and replay HTTP/HTTPS traffic through any 9 Codex, OpenCode 1 2,436 tok
alphaplapplap/mcp-memory-service Universal Memory Service implementing MCP for AI assistants - supports Claude Code, Claude 9 Claude Code, Codex, OpenCode 2 4,757 tok
backant-io/jerrycan jerrycan — the AI-native Rust backend platform: framework, CLI, and MCP server. https://je 9 Claude Code 1
AkbarDizaji/AgentRecall The initial .NET solution skeleton for a local-first memory and learning system for AI cod 9 Claude Code 5 4,625 tok
omniwaifu/taskwarrior-mcp MCP Server for TaskWarrior / GTD Tools 9 Cursor 1
ifokeev/airbrowser-mcp ifokeev.github.io Undetectable Chrome for AI agents, web scraping, and automation. REST API + MCP server + V 9 Claude Code, Codex, OpenCode 5 2,665 tok
ascript-cn/ascript-mcp MCP server for Android/iOS/Windows automation — control real devices from Claude, Cursor, 9 Cursor 1 189 tok
agentience/react-design-systems-mcp A Model Context Protocol (MCP) server that provides comprehensive information about React 9 Claude Code 1 993 tok
linancn/tiangong-lca-mcp tiangong-lca-mcp 9 Codex, OpenCode 1 2,749 tok
yumeminami/git_mcp 9 Claude Code 2 3,013 tok
seejux/waha-whatsapp-mcp 9 Claude Code 1 1,693 tok
hiveforge-sh/hivemind hiveforge.io An MCP (Model Context Protocol) server for Obsidian worldbuilding vaults that provides AI 9 GitHub Copilot 1 2,081 tok
ABIvan-Tech/zvec-mcp 9 Codex, OpenCode 1 1,264 tok
Loctree/loctree loct.io Structural code intelligence for AI agents. Scan once, query everything — dead exports, ci 9 Codex, GitHub Copilot, OpenCode 2 1,731 tok
deejay-hub/salesforce-ada-agent-skills Salesforce agent skills to learn and make decisions 9 Claude Code, Codex, Gemini CLI, OpenCode 5 4,569 tok
kpritam/gremlin-mcp MCP server for Gremlin graph databases - Connect AI agents like Claude to TinkerPop, Nept 9 Codex, OpenCode 1 2,848 tok
armalite/data-product-hub Composite MCP server that aggregates data product insights from multiple platforms (dbt, G 9 Claude Code, GitHub Copilot 2 2,220 tok
Parsa-29/rs-mcp 9 Claude Code 1 1,823 tok
UvRoxx/midnight-agent-skills 9 Claude Code, Codex, OpenCode 2 947 tok
matheuswidder/Acervo-Agents-n-Skills 9 Codex, OpenCode 1 7,217 tok
kpbray/power-bi-agent-skills A comprehensive set of agent skills excellent at creating Power BI reports in PBIP format, 9 Claude Code, Codex 10
Ashex/atproto-mcp 9 Codex, OpenCode 1 4,114 tok
duc01226/EasyPlatform 9 Claude Code 9 15,306 tok
yasunori0418/skills Coding Agent skills for personal use 9 Claude Code, Codex, OpenCode 2 3,390 tok
vladolaru/claude-code-codex-bridge Automatically bridge your local Claude Code setup into Codex so both stay equally effectiv 9 Claude Code, Codex, OpenCode 2 2,842 tok
OrderlyNetwork/orderly-mcp 9 Codex, OpenCode 1 7,170 tok
GabrielAmz/web-anatomy webanatomy.ai Skills for your AI agent to audit, rewrite, and build landing pages that convert. Every mo 9 Claude Code, Codex, OpenCode 2 1,657 tok
AceDataCloud/MidjourneyMCP MCP server for Midjourney image generation through Ace Data Cloud. 9 Claude Code, GitHub Copilot 2 871 tok
MadaBurns/bv-mcp blackveilsecurity.com Open-source DNS & email security scanner. One MCP endpoint, 57 checks, zero install. Cloud 9 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 19 9,493 tok