How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
firatcand/forge A lightweight framework for shipping software products from idea to production with AI cod 14 Claude Code, Codex, OpenCode 2 820 tok
initialneil/project-with-reflect Claude Code meta-skill: turn each project/machine/device into a self-improving skill (log 14 Claude Code, Codex, GitHub Copilot, OpenCode 4 508 tok
LiaScript/teaching-agent A BMAD-method-inspired teaching agent to support the creation of lectures with LiaScript 14 Claude Code, Codex, OpenCode, Windsurf 3 13,869 tok
hekivo/superpowers-sage Sage + Acorn + Lando superpowers for Claude Code — ACF Composer, Livewire, Eloquent, Route 14 Claude Code, Codex, OpenCode 2 2,014 tok
kyungseo/ai-workflow-harness A manual-first, human-in-the-loop workflow harness for AI-assisted development—aligns plan 14 Claude Code, Codex, OpenCode 30 1,483 tok
nongjun/feishu-cursor-claw Turn Feishu/Lark into a remote control for Cursor AI — your personal AI strategic partner 14 Claude Code, Codex, Cursor, OpenCode 5 1,840 tok
baijum/ukulele-companion baijum.github.io An offline app for learning ukulele — on Android and iOS. Chords, scales, music theory, co 14 Claude Code, Codex, Cursor, OpenCode 25 3,299 tok
vin-spiegel/htmldrop htmldrop.link Publish HTML for agents — one API call, MCP server included 14 Claude Code, Codex, OpenCode 2 1,597 tok
tigrisdata/mcp-oidc-provider tigrisdata.com Open-sourced mcp-oidc-provider: a minimal, vendor-neutral OIDC layer that sits between MCP 14 Claude Code, Codex, OpenCode 2 724 tok
Wynelson94/longhand glama.ai Lossless local memory for Claude Code. The full, unabbreviated version. Every tool call, e 14 Claude Code 1 1,935 tok
mbrummerstedt/powerbi-analyst-mcp This repo is a local mcp server made for connecting Power BI to your llm for analysis purp 14 Claude Code 1 625 tok
Tommertom/sonos-ts-mcp Sonos MCP server for Sonos using Typescript 14 GitHub Copilot 3 5,893 tok
willwebster5/crowdstrike-mcp 14 Claude Code 1 —
christopherekfeldt/mcp-bitbucket-dc MCP server for Bitbucket Data Center — code search, file browsing, PRs, commits, and more 14 Claude Code, Codex, OpenCode 5 572 tok
thaleslaray/hotmart-mcp Hotmart API MCP server — sales, subscriptions, club, products, coupons, tickets, negotiati 14 Claude Code 1 949 tok
doitintl/doit-mcp-server doit.com DoiT official MCP Server 14 Codex, OpenCode 1 2,673 tok
emergent-wisdom/sema Sema is a content-addressed vocabulary for AI agents. Precise thinking, reliable reference 14 Claude Code, Codex, OpenCode 2 7,423 tok
loomle/loomle loomle.ai Agent-native Unreal Engine tooling through MCP 14 Codex, OpenCode 1 877 tok
th3nolo/openrouter-mcp th3nolo.com Stateless MCP server and CLI for OpenRouter (MCP 2026-07-28): use any OpenRouter model fro 14 Claude Code 1 471 tok
smykla-skalski/klaudiush A validation dispatcher for Claude Code hooks that enforces git workflow standards, commit 14 Claude Code, Codex, GitHub Copilot, OpenCode 3 10,355 tok
EnventDigital/community-express-dev-mcp edgidesign.com A community-built MCP server that provides developer tools for building Adobe Express add- 14 GitHub Copilot 1 44 tok
subvertnormality/paranoia Local MCP server for cross-agent adversarial code review — Claude Code and Codex CLI criti 14 Claude Code, Codex, OpenCode 2 14,666 tok
dylan-gluck/mcp-background-job Execute long-running commands in the background while continuing to work with Claude 14 Claude Code 1 850 tok
sysdiglabs/sysdig-mcp-server Sysdig MCP Server 14 Claude Code, Codex, OpenCode 2 1,581 tok
abdulsamed1/AI-skills-bank AI Skills Bank is a unified, multi-tool platform designed to aggregate, manage, and route 14 Codex, OpenCode 1 858 tok
yshishenya/stitchflow agentskill.sh StitchFlow turns prompts into UI directions, Tailwind-friendly HTML, and screenshots acros 14 Codex, Gemini CLI, OpenCode 2 1,013 tok
NoesisVision/nasde-toolkit noesis.vision CLI for benchmarks & evals of AI coding agents — on tasks you already understand, using yo 14 Claude Code, Codex 3 10,788 tok
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
AutomateLab-tech/n8n-mcp automatelab.tech Debugging-first MCP server for n8n. Tools for workflow generation, linting, per-node execu 14 Gemini CLI 1 871 tok
chan4lk/specclaw chan4lk.github.io 🦞 Spec-driven development framework for claude code 14 Claude Code 1 1,041 tok
pedrobraiti/agentic-trading-mcp Valet - MCP servers that let an AI agent (Claude Code) trade for real: Interactive Brokers 14 Claude Code 1 3,211 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 4,820 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
richer-richard/fenestra crates.io Pure-Rust native GUI framework with web-grade aesthetics and first-class headless PNG rend 14 Claude Code, Codex, OpenCode 2 3,490 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