How real projects configure their agents

32,552 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
mpuig/claude-cloud-diagrams An AI agent that explores your AWS account and draws what it finds. Not a perfect map. A u 14 Claude Code 1 346 tok
mixedbread-ai/skills mixedbread.com Agent skills for search, RAG, and document parsing with Mixedbread. Install with: npx skil 14 Claude Code 1 1,397 tok
tmux-python/libtmux-mcp libtmux-mcp.git-pull.com MCP for tmux, powered by libtmux 14 Claude Code, Codex, OpenCode 3 865 tok
frankbolero/dotnet-dump-mcp 🤖 An AI-native CLI Tool and MCP server for .NET memory dump investigations. Leverage LLMs 14 Claude Code, Codex, OpenCode 3 1,826 tok
zircote/rust-lsp Claude Code plugin for Rust development with rust-analyzer, clippy, rustfmt, and cargo-aud 14 Claude Code, GitHub Copilot 2 778 tok
Ak47dev-biz/ATLAS-Career-Coach-Life-Strategist-Business-Consultant-Plugin ATLAS — Adaptive Total Life Advisory System. AI-powered career coach, life strategist, and 14 Claude Code 1 2,427 tok
codingSamss/all-my-ai-needs Claude Code + Codex dual-platform AI dotfiles: centrally manages skills/agents/hooks and s 14 Claude Code, Codex, OpenCode 2 4,961 tok
chan4lk/specclaw chan4lk.github.io 🦞 Spec-driven development framework for claude code 14 Claude Code 1 1,041 tok
DataWorkersProject/dataworkers-claw-community dataworkers.io Data Workers MCP agents. Data Workers is the Autonomous Agentic Data Platform: reduce your 14 Claude Code, Codex, OpenCode 4 1,456 tok
NimbleBrainInc/mpak mpak.dev Open-source package registry for MCP (Model Context Protocol) servers with built-in securi 14 Claude Code 1 477 tok
kobiton/automate kobiton.com AI coding assistant plugin for the Kobiton mobile testing platform. Works with Claude Code 14 Claude Code, Codex, OpenCode 2 15,389 tok
susomejias/rembric Persistent memory for AI coding agents — self-hosted, MCP-native, append-only. One Docker 14 Claude Code, Codex, OpenCode 46 4,887 tok
exileum/meta-mcp Enables AI assistants to manage Instagram and Threads accounts — publish content, handle c 14 Claude Code 2 —
cogni-work/insight-wave Open-source Claude Code plugins for knowledge work — consulting, B2B sales, marketing, and 14 Claude Code 1 10,540 tok
datris/datris-platform-oss datris.ai The Data Control Plane for AI Agents — acquire, validate, and land data over MCP with scop 14 Claude Code 7 —
axisrow/yandex-direct-mcp-plugin Claude Code plugin for managing Yandex Direct: MCP server + skills + OAuth 14 Claude Code, Codex, OpenCode 2 4,803 tok
terilios/smartsheet-server MCP server providing healthcare analytics capabilities for Smartsheet, including clinical 14 Claude Code 1 2,316 tok
Mattbusel/Reddit-Options-Trader-ROT- web-production-71423.up.railway.app Turns Reddit buzz into options trade ideas, or reasons to skip. 14 Claude Code, Codex, OpenCode 2 7,575 tok
James-Traina/compound-science Research workflow toolkit for structural econometrics, causal inference, game theory, and 14 Claude Code 1 2,386 tok
aman-2709/superpowers-ecc The best of superpowers and everything-claude-code in one plugin. Disciplined workflow bac 14 Claude Code, Codex, OpenCode 2 559 tok
adithyan-ak/agentmask adithyanak.com Mask your secrets from AI coding agents. Full context. Zero exposure. 14 Claude Code 1 2,326 tok
teoobarca/perplexity-mcp Free Perplexity AI MCP server with multi-account pooling, React admin dashboard, zero-cost 14 Claude Code 1 1,188 tok
nahisaho/CodeGraphMCPServer 14 Claude Code, Codex, OpenCode 36 601 tok
marduk191/qwen3_mcp MCP server for LM Studio with 80+ tools - file ops, git, web search, skills system 14 Claude Code 1 5,679 tok
pdudotdev/aiNOC aiNOC: Network troubleshooting framework for multi-vendor, multi-protocol, multi-area ente 14 Claude Code 2 4,532 tok
Flagrare/agent-skills Claude Code skills that wrap your full dev cycle — ticket intake, ATDD planning, code revi 14 Claude Code 2 —
Anasss/qa-orchestra qa-orchestra.com AI-powered QA orchestration for Claude Code. 10 agents, from diff analysis to bug reports. 14 Claude Code, Codex, OpenCode 2 2,297 tok
rahamanbinujit/claude-design-engine linkedin.com Your AI Creative Director. 190+ design styles, AI photo generation, self-reviewing quality 14 Claude Code, Gemini CLI 2 1,535 tok
SAP-samples/cap-agentic-engineered Reference CAP + Fiori Elements application showing how AI coding agents produce higher-qua 14 Claude Code, Codex, OpenCode 8 1,133 tok
ejklock/living-docs-skill Living Docs — a AI agent skill that runs your project's documentation as a living system: 14 Claude Code 3 1,426 tok
vincent-k2026/codachi A tamagotchi-style virtual pet that lives in your Claude Code statusline 14 Claude Code 1 1,157 tok
KalarisLabs/Skill-Doctor Deterministic security analysis for agent skill files. 14 Claude Code, Codex, OpenCode 3 1,336 tok
jmagly/agentic-sandbox Self-hostable runtime for persistent autonomous coding agents — KVM-isolated VMs (or rootl 14 Claude Code, Codex, OpenCode 2 5,250 tok
lglucas/ai-dev-operating-system Day-zero operating system for AI-assisted SaaS development: Claude Code rules, agents, ski 14 Claude Code 55 761 tok
greendesertsnow/pocketbase-skills Agent Skills for PocketBase development — 64 best-practice rules across 9 categories, curr 14 Claude Code 2 360 tok
n2ns/n2n-nexus n2ns.com Local-first MCP coordination hub: one local daemon serves stateless MCP adapters from any 14 Claude Code 1 1,976 tok
nightsailer/wechat-clawbot Python SDK for the WeChat ClawBot ilink API, with a built-in multi-user gateway for AI bac 14 Claude Code 1 855 tok
Sealjay/mcp-hey MCP server for Hey.com: read, send, search, and organise email from Claude or any MCP clie 14 Claude Code 4 605 tok
Smart75850/smart-agent Five-platform data collection framework — direct pure HTTP connections to Bilibili, Zhihu, 14 Claude Code 1 2,098 tok
zcaceres/spotify-cli spotify-cli.zach.dev Control Spotify from your AI Agent, easily and securely 14 Claude Code 2 61 tok
kodustech/kodus-installer kodus.io Install Kodus AI Agents in your own infra. 14 Claude Code 1 —
Threat-Vector-Security/guardian-agent Local workstation and network security with ContextCypher diagrams, threat analysis and GR 14 Claude Code, Codex, Gemini CLI, OpenCode 3 1,991 tok
meller/laneconductor laneconductor.com Local-first control plane for multi-agent AI development — Claude + Gemini with a live Kan 14 Claude Code 2 —
binrogithub/1-3-Cloud-Adoption-Skills The 1+3 Cloud Adoption Skills Framework is an AI-driven capability system that organizes c 14 Claude Code 1 —
Venere-Labs/ragfs venere-labs.github.io Agentic FUSE filesystem for LLM agents. Structured file operations with JSON feedback, aud 14 Claude Code, Codex, OpenCode 2 2,349 tok
yuesf/multi-writing-skills Multiple writing skills supporting platforms such as WeChat Official Accounts, Zhihu, and 14 Claude Code 1 505 tok
MinistryPlatform-Community/MPNext NextJS Application Integrated with MP Authentication and REST API 14 Claude Code 4 6,329 tok
Rezenders/scientific_writing_agent Template repo with agent's configuration for working in scientific papers 14 Claude Code, Codex, OpenCode 2 928 tok
audrey-560/bookkeeper-starter AI-operated, human-approved bookkeeping for Claude Code — multi-client Google Sheets ledge 14 Claude Code 6 1,067 tok
fprochazka/claude-code-plugins 14 Claude Code 1 4 tok