How real projects configure their agents

32,137 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
ruchernchong/mcp-server-google-analytics Model Context Protocol server for Google Analytics, enabling LLMs to fetch and analyze web 70 Claude Code 1 663 tok
vtxf/mcp-all-in-one A powerful MCP (Model Context Protocol) service aggregator that combines multiple MCP serv 70 Claude Code, Codex, OpenCode 6 286 tok
dliedke/ClaudeCodeExtension marketplace.visualstudio.com Visual Studio .NET extension that provides a better interface for Claude Code, Codex, Curs 70 Claude Code, Codex, OpenCode 2 5,547 tok
rknall/claude-skills Generic skills used in my daily work 70 Claude Code 1 1,410 tok
uk0/web-search-fast A simple local web search MCP that can be provided externally at cluster scale. 70 Claude Code 1 2,256 tok
osanoai/multicli Gemini, Codex, Claude, and OpenCode all in a single MCP tool for use by any coding agent. 70 Claude Code, Codex, Gemini CLI, OpenCode 3 1,485 tok
treesoop/ai-news-mcp 70 Claude Code 1 854 tok
OktoLabsAI/okto-pulse oktolabs.ai Local-first, spec-driven SDLC workbench with governance gates, knowledge graphs, and MCP f 70 Claude Code 1 3,857 tok
Synthesys-Lab/assassyn Asynchronous semantics for architectural simulation and synthesis. 70 Claude Code, Codex, Cursor, OpenCode 30 347 tok
TomGranot/hubspot-admin-skills hubspot.granot.io Claude Code skills for auditing, cleaning, enriching, and automating your HubSpot CRM 70 Claude Code 1 346 tok
moshehbenavraham/Ultimate-Agent-Directory moshehbenavraham.github.io 🤖 The most comprehensive directory of AI agent frameworks, platforms, tools, and resource 70 Claude Code, Codex, Gemini CLI, OpenCode 3 2,625 tok
toheart/cursor-agent Use OpenClaw chat conversations to call the local Cursor Agent CLI for in-depth project co 69 Claude Code, Codex, Cursor, OpenCode 10 1,088 tok
CodingWithCalvin/VS-MCPServer marketplace.visualstudio.com VS MCP Server exposes Visual Studio features through the Model Context Protocol (MCP), ena 69 Claude Code 1 2,663 tok
knowall-ai/mcp-neo4j-agent-memory knowall.ai Memory management MCP server for AI agents using Neo4j knowledge graphs 69 Claude Code 1 930 tok
nganiet/mcp-vercel MCP server connecting Claude to Vercel 69 Claude Code 1 733 tok
kesslerio/attio-mcp-server Attio Model Context Protocol (MCP) server implementation 69 Claude Code, Codex, Gemini CLI, OpenCode 3 4,163 tok
remiphilippe/mcp-unreal MCP server that gives AI coding agents (Claude Code, Cursor, etc.) full control over Unrea 69 Claude Code 6 6,281 tok
tan-yong-sheng/triliumnext-mcp MCP server for TriliumNext Notes 69 Claude Code, Codex, OpenCode 20 11,344 tok
wunderlabs-dev/claudebin.com claudebin.com Claudebin is a minimalistic tool for publishing and sharing Claude coding sessions 69 Claude Code 1 1,139 tok
jaakla/openmapstack AI-agent skill for reproducible, validated GIS analysis — from authoritative data discover 69 Claude Code, Codex, OpenCode 2 1,865 tok
gmickel/sheets-cli Composable Google Sheets CLI for humans and agents. Read, write, update cells by key—with 69 Claude Code, Codex, OpenCode 4 2,114 tok
efremidze/swift-architecture-skill Agent Skill for Swift architecture design and implementation patterns. 69 Claude Code, Codex, OpenCode 4 1,409 tok
ganhammar/hass-mcp-server A Home Assistant Custom Component that provides an MCP (Model Context Protocol) server usi 69 Claude Code, Codex, OpenCode 2 979 tok
livekit/agent-skills docs.livekit.io Reusable AI coding agent skills for building voice AI with LiveKit 69 Claude Code, Codex, OpenCode 2 541 tok
i-dot-ai/lex lex.lab.i.ai.gov.uk UK legal API for AI agents and researchers. 69 Claude Code 1
dreamrec/LivePilot Talk to Ableton Live 12 through your AI client. Build, edit, listen, compare, and learn fr 69 Claude Code, Codex, OpenCode 2 11,400 tok
putervision/vision-memory-mcp visionmemorymcp.com Persistent visual cache for LLM-driven software development. Caches screenshots using perc 69 Claude Code, Codex, GitHub Copilot, Windsurf 10 12,965 tok
vahiiiid/go-rest-api-boilerplate vahiiiid.github.io 🚀 Production-ready AI-friendly Go REST API boilerplate with Clean Architecture, JWT auth, 69 Claude Code, Codex, GitHub Copilot, OpenCode 3 9,140 tok
youdotcom-oss/agent-skills You.com skills and plugins for web search, content extraction, research, finance, and inte 69 Claude Code, Codex, OpenCode 2 1,027 tok
lemoncrow-lab/lemoncrow lemoncrow.com A Complete faster runtime for coding agents. Optimize the journey, not the hop. Make codin 69 Claude Code, Codex, OpenCode 2 531 tok
gluonfield/jaz jaz.chat A personal AI on machines you own — any agent, loops that run overnight, boards, memory, a 69 Claude Code, Codex, OpenCode 2 2,038 tok
skills/agentic-workflows-that-read-the-room This is a GitHub Skills exercise on how to get started with Agentic Workflows where we wil 69 Claude Code, GitHub Copilot 1
andrianllmm/renux pypi.org A terminal-based bulk file renamer with a TUI 69 Claude Code, Codex, OpenCode 4 247 tok
zpoint/vibe-seller AI automation framework for cross-border sellers (supports Amazon, Noon, Mercado Libre, Qi 69 Claude Code, Codex, OpenCode 5 5,522 tok
KuudoAI/amazon_ads_mcp kuudo.com Amazon Ads MCP - Model Context Protocol server for Amazon Advertising API 69 Claude Code, Codex, OpenCode 2 7,789 tok
futuregene/future-os future-os.cn One AI agent, everywhere you work — terminal, desktop, mobile, and your chat apps. Rust co 69 Claude Code 1 3,534 tok
ramakay/claude-organizer AI-powered file organization and context engineering that understands content, not pattern 69 Claude Code 6
nylas/cli cli.nylas.com Nylas CLI is a unified command-line tool for Nylas API authentication, email management (G 69 Claude Code, Codex, OpenCode 21 2,360 tok
laurynas-biveinis/org-mcp Emacs Org-mode integration with Model Context Protocol (MCP) for AI-assisted task manageme 69 Claude Code 1 350 tok
lwjjike/JSReverser-Strong-MCP Enhanced functionality based on JSReverser-MCP 69 Claude Code 1 796 tok
ninetails-io/gnucash-mcp MCP server enabling AI assistants to read and write GnuCash accounting data 69 Claude Code 1 8,005 tok
dat999zx/knowl knowl.cloud Persistent memory for Claude Code, Cursor and Codex. Facts are typed, sourced, and retired 69 Claude Code 1 5 tok
lansespirit/image-gen-mcp An MCP server that integrates with gpt-image-1 & Gemini imagen4 model for text-to-image ge 68 Claude Code 1 112 tok
Filip-Podstavec/claude-leverage podstavec.cz Make any repo AI-first - write sustainable code from the start, or refactor a legacy codeb 68 Claude Code, Codex, OpenCode 1 1,989 tok
pinecone-io/pinecone-claude-code-plugin The official Pinecone marketplace for Claude Code Plugins 68 Claude Code 1 680 tok
bitsky-tech/AmphiLoop Public agent skills based on Bridgic 68 Claude Code 1 1,194 tok
WeModulate/bitwig-mcp-server MCP Server for Bitwig Studio 68 Claude Code 1 3,433 tok
pulumi/agent-skills Official Pulumi Agent Skills for writing, migrating, and operating infrastructure with AI 68 Claude Code, Codex, OpenCode 2 2,894 tok
jrenaldi79/harness-engineering Context engineering for coding agents - CLAUDE.md templates, mechanical enforcement, and a 68 Claude Code 3 2,791 tok
cmer81/open-meteo-mcp A comprehensive MCP server providing access to Open-Meteo weather APIs for Large Language 68 Claude Code 1 1,998 tok