How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
fernforestgames/mcp-server-godot npmjs.com MCP server for interacting with the Godot game engine and projects 3 Claude Code 1 432 tok
chmouel/jayrah 🌞 Jayrah - Jira Terminal and web user interface and AI-powered command palette (MCP) 🌞 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,222 tok
ifmelate/document-reader-mcp Universal MCP server for extracting text from various document formats and converts to .md 3 Cursor 1 986 tok
hwc2357300448/doc-mcp-server A powerful Word document editing MCP server supporting AI coding tools such as Cursor, Git 3 Claude Code 1 1,374 tok
Draco-Cheng/ai-readme-mcp 3 Claude Code 1 320 tok
mohsinkhadim59/youtube-obsidian-mcp Automatically generate professional Obsidian study notes from YouTube videos using Claude 3 Claude Code 1 3,471 tok
CAPHTECH/pce-memory 3 Claude Code, Codex, OpenCode 4 5,255 tok
mcpambassador/server mcpambassador.ai Open-source MCP governance proxy -- authentication, authorization, audit, and a marketplac 3 Codex, GitHub Copilot, OpenCode 2 1,500 tok
achatainga/mcp-code-context MCP server that compresses any codebase into LLM-ready semantic context. AST-based compres 3 Claude Code 1 810 tok
FASTPROD/ContextEngine npmjs.com MCP server — AI agents that remember across sessions. Zero API keys, 100% local. 3 Claude Code, GitHub Copilot, Cursor 6 18,841 tok
Saperly/saperly-mcp MCP server for Saperly — give any AI agent a phone number 3 Codex, OpenCode 1 2,467 tok
talkincode/hyperliquid-mcp-python hypmcp.talkincode.net A FastMCP-powered HyperLiquid trading MCP service that enables AI assistants to access per 3 GitHub Copilot 1 1,525 tok
geoffmcc/sidekick Self-hosted, extensible AI agent platform with governed MCP tools, persistent project memo 3 Codex, OpenCode 1 1,818 tok
evantahler/membot Versioned context store with hybrid search for AI agents. Stdio + HTTP MCP server and CLI. 3 Claude Code 1 5,207 tok
jsavin/iac-mcp Universal bridge between AI/LLMs and native applications using Just-In-Time Discovery 3 Claude Code 10 7,300 tok
Knuckles-Team/systems-manager System-Manager will update your system and install/upgrade applications. Supports Agentic 3 Claude Code, Codex, OpenCode 2 5,159 tok
thevibeworks/barkme-mcp-server MCP server for Bark iOS push notifications — a single notify tool, device aliases instead 3 Claude Code 1 706 tok
ham-zax/satori satori.hamza.my.id Free, open-source semantic code search for coding agents. Ask where behavior lives in plai 3 Codex, OpenCode 1 2,140 tok
williamzujkowski/mcp-standards-server williamzujkowski.github.io A comprehensive Model Context Protocol (MCP) server that provides intelligent NIST 800-53r 3 Claude Code 1 2,985 tok
DEBARPAN2000/tradingview-mcp AI-assisted TradingView chart analysis — connect Claude Code to your TradingView Desktop f 3 Claude Code 1 1,873 tok
WebexCommunity/webex-bot-mcp Webex MCP Server for Bot Functionality 3 Claude Code 1 2,106 tok
hlebtkachenko/ovhcloud-mcp MCP server for OVHcloud (www.ovhcloud.com) — VPS, domains, DNS, billing, SSH, API explorer 3 Codex, OpenCode 1 343 tok
mattmre/EVOKORE-MCP-PUBLIC EVOKORE-MCP — a multi-server Model Context Protocol aggregator with skill discovery, HITL 3 Claude Code 7 —
joch/obsidian-connect-mcp Query your Obsidian vault using Dataview using an MCP 3 Codex, OpenCode 1 2,238 tok
Yongthyuan/agent-context-bridge yongthyuan.github.io Local-first context bridge and CC Switch installable MCP handoff integration for coding ag 3 Codex, OpenCode 1 649 tok
bugparty/resume-mcp-server 3 Codex, Cursor, OpenCode 2 2,587 tok
gorka2354/shotik Native open-source screenshot tool for Windows with a built-in MCP server: let Claude see 3 Codex, OpenCode 1 942 tok
sourjya/tracepulse Runtime feedback MCP server for AI coding agents. ViewGraph sees the UI - TracePulse feel 3 Claude Code, Kiro 6 88 tok
GreenFlux/handsontable-mcp-server blog.greenflux.us Model Context Protocol server providing access to Handsontable documentation for AI-powere 3 Claude Code 1 571 tok
simonrueba/tripwire Context injection for AI agents, triggered by the codebase itself 3 Claude Code 2 —
camplight/knowledgeplane Shared memory for AI agents and teams -- MCP server with knowledge graph, vector search, a 3 Claude Code 1 2,328 tok
youjunxiaji/gl-mcp-feedback 3 Claude Code 1 12,596 tok
Samix2026/invest-gate-ksa Open-source knowledge base for foreign investment, business setup, and regulatory data in 3 Claude Code 7 4,184 tok
cristip73/MCP-email-server 3 Claude Code, Cursor 2 2,976 tok
GitDro/mcp_playground Give local models some superpowers 3 Claude Code 1 2,874 tok
severity1/3commas-mcp An MCP (Model Context Protocol) server that integrates with the 3Commas.io API, enabling a 3 Claude Code 2 487 tok
amattas/todoist-mcp MCP server for interacting with Todoist task management 3 Claude Code 1 2,463 tok
UmarHassanKhan929/react-profiler-mcp Bridge React’s Profiler API to Model Context Protocol (MCP): a local companion server + br 3 Claude Code, Cursor 19 —
AiAgentKarl/aviation-mcp-server MCP server for aviation data — Live flight tracking, airport weather, airline info 3 Claude Code 1 273 tok
gunvertugberk/mcp-sqlserver npmjs.com A powerful MCP server for SQL Server — schema discovery, query execution, DDL, stored proc 3 Claude Code 4 1,726 tok
dmayan-ss/mcp-ispkeeper Simple MCP server for ISPKeeper 3 Claude Code 1 694 tok
jvanmelckebeke/mcp-synaptic Memory-enhanced MCP server with local RAG database and expiring memory capabilities 3 Claude Code 1 5,659 tok
wgarrido/mcp-browser npmjs.com Give your AI a real browser. MCP server that routes web requests through Chrome via CDP. 3 Claude Code 2 148 tok
knishioka/freee-mcp MCP server for freee accounting API integration 3 Claude Code 1 994 tok
max1ab/rss-news MCP tool to get NEWS from RSS 3 Codex, OpenCode 1 727 tok
seandearnaley/mcp-warden-magento-ts 3 Claude Code, Codex, OpenCode 2 1,782 tok
briandconnelly/codex-in-claude DEPRECATED: superseded by amicus (github.com/briandconnelly/amicus); unsupported and archi 3 Claude Code, Codex, OpenCode 9 6,489 tok
longevitycoach/bloodtest-mcp-server A comprehensive health coaching system that combines blood test analysis with evidence-bas 3 Claude Code 1 1,056 tok
hcross/videogame-encyclopedia-mcp-server A MCP server dedicated to videogame information and visual assets searching and fetching. 3 Codex, OpenCode 1 407 tok
johnneerdael/google-mailpilot johnneerdael.github.io A Gmail IMAP/SMTP Client for AI Agents with Calendar Integration 3 Codex, OpenCode 1 4,322 tok