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
ManuelBerrueta/hacking-buddy-mcp Hacking Buddy MCP is a proof-of-concept MCP Server showing how AI can be leveraged in secu 5 Codex, OpenCode 1 410 tok
LionSR/mcp-apple 5 Claude Code 1 873 tok
Lodimup/macos-control-mcp Control macOS with MCP 5 Claude Code 1 841 tok
apecloud/mcp-k8s Multi-Kubernetes-cluster management tool supporting SSE format 5 Claude Code 1 885 tok
reinthal/arxiv-mcp-ng 5 Claude Code 1 23 tok
LeonMelamud/pikud-a-oref-mcp 5 Codex, OpenCode 1 2,156 tok
Subconscious-ai/ghostshell MCP (Model Context Protocol) server for the Subconscious AI API 5 Claude Code, Codex, Gemini CLI, OpenCode 3 2,076 tok
CyberClash/mcp_coordinator Save your context window limit! An MCP Coordinator that exposes only 3 tools to Claude Cod 5 Claude Code 1 366 tok
aws-samples/sample-sagemaker-agentic-model-deployment Agent-driven staging, deployment, benchmarking, and optimization of open-weight models on 5 Codex, Kiro, OpenCode 4 8 tok
Sma1lboy/coforce-apply coforce.vercel.app Your job hunt on autopilot — skill-first job application agent: discover, tailor, apply, t 5 Claude Code, Codex, OpenCode 12 1,488 tok
FerryCorleone/pingshu-skill Agent Skill for modern Chinese pingshu scripts and TTS performance plans 5 Codex, OpenCode 1 389 tok
straddleio/ai a collection of plugins, skills, and tools for agentic development on the straddle platfor 5 Claude Code, Codex, OpenCode 2 1,245 tok
crockpotveggies/execlaw Self-hosted AI agent with persistent memory, plugins, tools, and skills written in Rust 5 Codex, OpenCode 1 4,210 tok
lijiawei255/agent-edu-reviewkit A skill for an agent programming assistant that helps students convert course materials in 5 Claude Code, Codex, OpenCode 2 3,302 tok
Codagent-AI/and-scene An Agent Skill that builds animated, morphing slide presentations 5 Claude Code, Codex, OpenCode 2 744 tok
DUBSOpenHub/groundhog-day 🐿️ Autonomous backup agent for Copilot CLI skills. Your laptop will crash. Your skills wo 5 Codex, OpenCode 1 900 tok
appeeky/stripe-skills appeeky.com AI agent skills that make your assistant a full Stripe expert. Covers revenue analytics, g 5 Claude Code, Codex, OpenCode 2 306 tok
andreahaku/expo_ios_development_mcp 5 Claude Code 1 708 tok
pauldub/appsignal-mcp 5 Claude Code 1 918 tok
ronnycoding/my_mcp_rss 5 Claude Code 1 1,167 tok
VKneider/slicejs-mcp 5 Codex, OpenCode 1 756 tok
btn0s/granola-mcp 5 Claude Code, Cursor 1 —
DaveDev42/expo-mcp 5 Claude Code 1 915 tok
marcus-waldman/Iconsult_mcp Multi-Agent Architecture Consultant MCP 5 Claude Code 2 6,023 tok
dungnotnull/sustainable-archaeology-tourism-agent-skill 🏛️🌱 Sustainable Archaeology & Cultural Tourism Planning Engine | Production-grade Claude 5 Claude Code 1 1,253 tok
gleanwork/pluginpack Compile one source of agent plugins - skills, commands, hooks, and MCP servers - into the 5 Claude Code, Codex, OpenCode 3 2,443 tok
QuantitativeX/shanghai-social-security-agent quantitativex.github.io Unemployment policy consultation: Shanghai unemployment insurance, social security for fle 5 Claude Code, Codex 2 —
gobing-ai/superskill A manager for multi-agent skill, slash command, subagent, hook, MCP and etc. 5 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 5 2,789 tok
season179/ai-sdk-app Sandbox for Vercel AI SDK experiments: tool search over a 200-tool catalog, Postgres-backe 5 Claude Code, Codex, OpenCode 3 654 tok
dungnotnull/shader-cache-optimization-agent-skill 🎮⚡ Game Shader Cache & Stutter Elimination Engine | Production-grade Claude Code skill & 5 Claude Code 1 1,250 tok
dungnotnull/gaming-device-power-management-agent-skill 🔋🎮 Gaming Device Power & Battery Optimization Engine | Production-grade Claude Code skil 5 Claude Code 1 1,765 tok
alleneubank/tilt-mcp MCP server for Tilt CLI integration, enabling AI assistants to interact with Tilt developm 5 Claude Code, Codex, OpenCode 2 8 tok
mukiwu/dev-advisor-mcp 5 Claude Code 1 1,746 tok
kkaminsk/Packager-MCP Another random idea, can I flip packaging on it's head with Claude CLI and a MCP. 5 Claude Code, Codex, OpenCode 5 2,775 tok
feathersjs-ecosystem/FeathersMCP 5 Claude Code, Codex 1 —
theonlytruebigmac/n-central-rest-api-mcp N-central REST API MCP Server — AI-native tooling for N-able N-central RMM platform manage 5 Claude Code 10 —
Sora-bluesky/building-standards-act-mcp building-standards-act-mcp.vercel.app MCP server for Japanese building regulations — fetches law text from e-Gov API v2 to preve 5 Claude Code 1 781 tok
duquesnay/obsidian-mcp-ts TypeScript MCP server for Obsidian via Local REST API - port of the original Python mcp-ob 5 Claude Code 3 5,195 tok
puran-water/dexpi-sfiles-mcp-server Consolidated into PuranOS — see github.com/puran-water/puranos-public 5 Claude Code 1 1,254 tok
xhulz/raze MCP-first security orchestrator for Solidity smart contracts. Validates AI attack hypothes 5 Claude Code 1 278 tok
marcobazzani/Chromanche Self-hosted 'Claude in Chrome' alternative: Chrome MV3 extension + local MCP server that l 5 Claude Code 2 997 tok
proofsh/obsidian-mcp MCP server that interacts with Obsidian via the Obsidian rest API community plugin 5 Claude Code 1 881 tok
dss99911/obsidian-tasks-mcp Obsidian plugin that exposes Tasks functionality via MCP for AI assistants 5 Claude Code 1 304 tok
iamdheerajdubey/prisma-sdwan-mcp 5 Claude Code 9 2,529 tok
septract/acl2-mcp 5 Claude Code 1 986 tok
eamonboyle/mssql-mcp npmjs.com MCP tool to connect your IDE / Agents to MSSQL 5 Claude Code, Codex, Cursor, OpenCode 3 1,394 tok
SunOfTheEast/highschool-study-claude-code Markdown-first personalized high-school learning plugin for Claude Code, with a 519-card d 5 Codex, OpenCode 1 3,601 tok
anykeith/claude-hud-deepseek Claude Code status line plugin for DeepSeek backend — real-time context usage, token track 5 Claude Code 1 772 tok
toolate28/HOPE-AI-NPC-SUITE AI-powered Minecraft NPCs using Claude API - Modular server setup framework with ClaudeNPC 5 Claude Code, Codex, OpenCode 8 2,936 tok
stagentic/stagentic-xdd Test-Driven Development Claude Skill Plugin 5 Claude Code 4 3,236 tok