How real projects configure their agents

43,695 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
m1rl0k/Context-Engine Self-hosted adaptive code search: micro-chunk precision, hybrid rerank, VS Code/MCP-ready 3 Claude Code, Codex 1
mackatwentytsuru/resolume-mcp-server MCP Server for Resolume Arena - control your VJ software with AI assistants like Claude 3 Claude Code 1 2,602 tok
HemmaBo-se/hemmabo-mcp-server hemmabo.com Reference implementation: HemmaBo — the host-owned trust layer for vacation rentals: every 3 Codex, GitHub Copilot, OpenCode 2 818 tok
davidlandais/ovh-api-mcp modelcontextprotocol.io MCP server for the OVH API — explore and execute any OVH endpoint from Claude, Cursor, or 3 Claude Code 1 738 tok
cyanheads/gutenberg-mcp-server npmjs.com Search, browse, and read 75,000+ public-domain books from Project Gutenberg with full plai 3 Claude Code, Codex, OpenCode 2 11,510 tok
cyanheads/macos-mcp-server npmjs.com macOS system controls, window management, and hardware state for MCP clients 3 Claude Code 1 6,302 tok
blakazulu/mcp-image-server 3 Claude Code 1 529 tok
wallieinformal201/pentest-mcp-server Integrate penetration testing tools and payloads into your workflow through the Model Cont 3 Claude Code, Codex, OpenCode 2 9,962 tok
comparedge/pricing-api comparedge.com Free REST API and MCP server for verified SaaS, AI, and LLM pricing across 490+ tools. Ope 3 Codex, OpenCode 1 544 tok
zhuhongyin/global-ecom-skills I help you find hot, profitable products thats sell well overseas——no high barriers to ent 3 Claude Code, Codex 5
cyanheads/wikipedia-mcp-server npmjs.com Search Wikipedia articles, read summaries and full text, target sections, find nearby page 3 Claude Code, Codex, OpenCode 2 14,126 tok
cyanheads/orcid-mcp-server npmjs.com Search and retrieve researcher profiles, works, affiliations, funding, and peer review rec 3 Claude Code, Codex, OpenCode 2 13,908 tok
cyanheads/socrata-mcp-server npmjs.com Search and query government open-data portals (Socrata SODA API) via MCP. STDIO or Streama 3 Claude Code 1 5,418 tok
Y4rd13/cyber-engine-tweak-mcp MCP server bridging Claude Code with Cyber Engine Tweaks in Cyberpunk 2077 — real-time Lua 3 Claude Code 1 851 tok
musharna/data-aggregator-mcp musharna.github.io Unified research-data acquisition MCP — search & fetch datasets across Zenodo, DataCite, N 3 Claude Code 1 1,255 tok
nikicat/mcp-wallet-signer npmjs.com ⚠️ Superseded by nikicat/browser-web3-signer — MCP server that routes blockchain transacti 3 Claude Code 1
GaryWenneker/SitecoreMCP A Model Context Protocol (MCP) server that integrates Sitecore CMS with AI assistants like 3 GitHub Copilot 1 8,943 tok
Zehee/kimi-code-memory-mcp-server Give Kimi Code CLI a long-term memory: structured Markdown memories, cross-session context 3 Codex, OpenCode 1 1,641 tok
DaniGhosy/civil3d-mcp-civil3d-mcp En Progreso 3 Claude Code 1 3,953 tok
Doucs91/hivelore Policy enforcement layer for AI coding agents — briefing gates, team memory, Git/CI checks 3 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,446 tok
antonkarliner/truepane truepane.dev Browser-based App Store / Google Play screenshot strip generator (Vite + React + TypeScrip 3 Claude Code, Codex, OpenCode 2 4,763 tok
fbossiere/proton-safe-mcp fbossiere.github.io Draft-only Proton Mail MCP server with attachment support and out-of-band human approval. 3 GitHub Copilot 2 1,020 tok
ayghri/overleaf-mcp Overleaf MCP: let AI agents operate on your Overleaf projects as real-time collaborators. 3 Claude Code 1
liuqiaodongdong/gleaner Gleaner (make the most of everything): academic literature collector via Skill + CLI — CNK 3 Codex, OpenCode 1 2,395 tok
aitit-inc/leadace leadace.ai AI sales rep for Claude Code. Finds prospects, researches each company, writes and sends o 3 Claude Code, Codex, OpenCode 3 1,729 tok
octanevz/codex-debate Claude Code plugin for second opinions: iterative adversarial debates between Claude and C 3 Claude Code, Codex, OpenCode 2 989 tok
jd20030807/touch-grass A local break-reminder companion for Codex and Claude Code. 3 Claude Code, Codex, OpenCode 2 160 tok
alex-zaporozhan/leo A deterministic context-driven agentic SDLC framework for Cursor and Claude. 41 codified l 3 Cursor 1 27,772 tok
firstsun-dev/skills Modular AI agent skill arsenal for Gemini CLI and Claude Code 3 Claude Code, Codex, Gemini CLI, OpenCode 9 1,489 tok
oleg494/coding-kit Portable agent-brain kit: superpowers methodology, YAGNI minimalism, cross-chat SQLite FTS 3 Claude Code, Codex, OpenCode 2 2,163 tok
IoTAiTech/MC-GPT iotaitech.github.io MC-GPT: say the outcome in English or German. Task, Meeting and Multi-Coder for Claude, Co 3 Codex, OpenCode 1 601 tok
Do-fei/website-studio-skill Portable Agent Skill for website discovery, design, implementation, QA, and hosting handof 3 Codex, OpenCode 1 234 tok
blackaxgit/ssh-mcp MCP server that gives AI assistants (Claude, Codex, Cursor, Opencode) SSH access to run co 3 Claude Code, Codex, OpenCode 2 9,054 tok
axumquant/arch-viewer MCP-native architecture viewer with AI-powered codebase analysis. Scans any codebase, gene 3 Claude Code 1 454 tok
ukolov-dev/mcp-project-context-router Local-first project memory, context packs, backlog, and verification workflows for coding 3 Codex, OpenCode 1 185 tok
nukkerman2000/live2d-mcp 3 Codex, OpenCode 1 157 tok
solitraderbusiness/tsetmc-mcp 3 Codex, OpenCode 1 1,536 tok
Lingnik/icloud-reminders-mcp MCP server for Apple Reminders over iCloud CalDAV (VTODO) — read/write your reminders from 3 Claude Code 1 544 tok
oyekamal/mnemo-agent 🗄️ Mnemo — an AI assistant with a persistent, temporal knowledge-graph memory (Graphiti + 3 Claude Code 6 419 tok
yinbri/cineplex-mcp MCP server that lets Claude search Cineplex Canada showtimes and filter by seat quality (e 3 Claude Code 1
JoaquinMulet/mcp-cmf-chile MCP server con los datos publicos de la Comision para el Mercado Financiero de Chile (CMF) 3 Claude Code 1 14,806 tok
vintik100/bunbrowser Ultra-fast, zero-download Model Context Protocol (MCP) server for browser automation, powe 3 Codex, OpenCode 1 1,008 tok
adsagents/adsagent-ai-skills adsagent.md AdsAgent hosted MCP for Meta, Google Ads & TikTok — public Chatgpt/Claude/Cursor/Grok skil 3 Codex, OpenCode 1 568 tok
Lazynext-Platform/lazynext lazynext.com Lazynext — The Autonomous Company Operating System. You set the direction; a 12-role AI ag 3 Claude Code, Codex, OpenCode 9 29,905 tok
Valyay/nanostores-mcp The MCP server for Nanostores that scans your codebase with AST analysis to find stores, s 3 Claude Code 1 70 tok
OTSkit/OTSkit-MCP OpenTimestamps MCP server — stamp, upgrade and verify Bitcoin timestamps via AI agents 3 Claude Code 1
olgasafonova/productplan-mcp-server MCP server for ProductPlan - enables AI assistants to interact with roadmaps, OKRs, and di 3 Claude Code, Codex, OpenCode 5 1,247 tok
Sarks0/mcp-ShellGateway A secure Model Context Protocol (MCP) server that provides Linux shell command execution c 3 Claude Code, GitHub Copilot 2 1,413 tok
yclenove/mysql-mcp-server A Node.js-based MySQL MCP (Model Context Protocol) server that supports operating MySQL da 3 Codex, OpenCode 1 330 tok
lyndonkl/graphragmcp A comprehensive Model Context Protocol (MCP) server providing structured access to knowled 3 Claude Code 3