How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
mrmike/android-source-explorer-mcp MCP server for exploring AOSP internals and Jetpack libraries 102 Gemini CLI 1 18 tok
cardano-foundation/cardano-org cardano.org Cardano.org is the primary online resource for the Cardano community. 102 Codex, OpenCode 1 1,576 tok
grll/claude-code-login 102 Claude Code 1 316 tok
VeriTeknik/pluggedin-app plugged.in The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discoveri 102 Claude Code, Cursor 3 2,788 tok
WOWCharlotte/nanobot-learn Learn Nanobot design principles in seven days. 102 Claude Code 1 1,013 tok
timrogers/formanator Submit Forma <https://joinforma.com> benefit claims from the command line and Model Contex 102 Codex, OpenCode 1 471 tok
MarcoPorcellato/matryca-plumber Local-first AI daemon for Logseq OG: background semantic indexing, link hygiene, and agent 102 Claude Code, Codex, Cursor, OpenCode 13 3,709 tok
christopherarter/superpowers-reasonix Superpowers skill port to Reasonix coding harness. 102 Codex, OpenCode 1 791 tok
authrequest/Freeloader Plex Unlocker 102 Codex, OpenCode 1 3,252 tok
amtiYo/agents One .agents source of truth to sync MCP servers, skills, and instructions across Codex, Cl 102 Claude Code, Codex, OpenCode 4 3,614 tok
dfinke/psaisuite Enterprise-grade PowerShell abstraction layer for 15+ GenAI providers. Standardized interf 102 Claude Code 1 258 tok
AgriciDaniel/linkedin-content-creator skool.com AI-powered LinkedIn content generator with text, image & carousel posts. Features smart AI 102 Claude Code 1 876 tok
buildomator/buildomator buildomator.com Structured plan/execute/verify coding workflow for Claude Code: atomic commits, MCP-backed 102 Claude Code 1 769 tok
stabgan/openrouter-mcp-multimodal npmjs.com MCP server for OpenRouter — chat with 300+ LLMs (Claude, Gemini, GPT), analyze images / au 102 Codex, OpenCode 1 2,584 tok
rand/mnemosyne rand.github.io Mnemosyne is a agentic memory and orchestration system designed to provide Claude Code wit 102 Claude Code 21 8,021 tok
SciMate-AI/HPC-Skills Portable agent skills for High Performance Computing workflows across OpenFOAM, SU2, LS-DY 102 Codex, OpenCode 1 202 tok
LuD1161/agentjail agentjail.io Policy guardrails for coding agents (Claude Code, Codex, Cursor) — every tool call is chec 102 Codex, OpenCode 1 4,812 tok
elevenlabs/cli elevenlabs.io Command Line Interface to interact with ElevenLabs voice agents 102 Claude Code, Codex 2 —
mastra-ai/skills Official agent skills for coding agents working with the Mastra AI framework 102 Claude Code, Codex, OpenCode 2 506 tok
nuyoah-ai-works/nuyoah-image-reverse-prompt Nanyuan image reverse-engineering Agent Skill: breaks reference images down into structura 102 Codex, OpenCode 1 681 tok
AsyrafHussin/agent-skills Skills for AI coding agents — Laravel, PHP, React, TypeScript, testing, security, and code 102 Claude Code, Codex, OpenCode 2 538 tok
indecenti/NucleoOs nucleoos.indexhub.it Web-native OS for the M5Stack Cardputer (ESP32-S3): native firmware + a desktop-class brow 102 Claude Code 14 2,361 tok
tjqscott/dory Dory treats hosted LLM interfaces as disposable tools by offloading state to your local en 102 Codex, OpenCode 1 1,432 tok
cyberlife-coder/VelesDB velesdb.com The explainable, local-first memory engine for AI agents. One ~9 MB binary fuses vector + 102 Claude Code, Codex, OpenCode 3 7,379 tok
Sentinel-One/purple-mcp s1.ai Access SentinelOne's Purple AI and security services through the Model Context Protocol (M 102 Claude Code, Codex, OpenCode 2 5,121 tok
frankxai/awesome-motion-design-agent-skills Curated motion design agent skills: GSAP, Motion, Remotion, Lottie and Rive for web animat 102 Codex, GitHub Copilot, OpenCode 2 953 tok
edbizarro/dotfiles :skull: dotfiles! managed by GNU stow 102 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,926 tok
karanshukla/openresto get.openres.to A simple, focused booking management system for restaurants, bars, cafes and more. Set up 102 Claude Code 3 25,746 tok
KimYx0207/HookPrompt aiking.dev Claude Code automatic prompt optimization Hook: Google's prompt engineering bible + 5-task 102 Claude Code 2 —
Parallel-7/FlashForgeUI-Electron Cross-Platform Monitoring & Control for FlashForge 3D Printers 102 Claude Code, Gemini CLI 37 9,572 tok
PanisHandsome/ai-rules-sync panishandsome.github.io Keep one source of truth for your AI coding-agent rules. Convert and sync between AGENTS.m 101 Codex, OpenCode 1 367 tok
ZoneMinder/zmNinjaNg zmninjang.zoneminder.com ZoneMinder client for iOS, Android, Windows, macOS, Linux and web. Live camera view, event 101 Claude Code, Codex, OpenCode 7 1,274 tok
leanchy/BingoCode BingoCode is a lightweight, open-source CLI orchestrator inspired by Claude Code. It encap 101 Claude Code 2 —
williamfzc/gossiphs "Zero setup" & "Blazingly fast" general code file relationship analysis. With Python & Rus 101 Codex, OpenCode 1 1,153 tok
Toloka/tendem-mcp tendem.ai Home for Human In The Loop Tendem plugin for your agent. 101 Claude Code, Codex, OpenCode 2 1,491 tok
lostvita/AuraPlayer Listening all, Listening freedom! 101 Claude Code, Codex, OpenCode 2 79 tok
cowwoc/cat An agentic workflow with a focus on reliability and developer experience 101 Claude Code 3 396 tok
vvedantb/eva eva.vedantb.com Orchestrate sandboxed agents that run in the cloud while you work 101 Claude Code, Codex, OpenCode 4 1,359 tok
kvker/ai-native-template A template for turning existing projects into AI-native engineering projects. 101 Codex, OpenCode 2 926 tok
breath57/dingtalk-skills 【Openclaw & Hermes & Enterprise Bots🤖】DingTalk Skill library, including DingTalk docs, kn 101 Codex, OpenCode 1 2,147 tok
agentii-ai/DocMeld agentii.ai Lightweight Doc-to-agent-ready knowledge pipeline. Three-stage Bronze→Silver→Gold architec 101 Claude Code, Codex, OpenCode 2 3,849 tok
LuckyKuang/codex-tokens-compress An experimental repository for compressing AGENTS.md files in AI collaboration scenarios: 101 Claude Code, Codex, OpenCode 3 611 tok
100yenadmin/fable-token-saving-skills-orchestrator 🧚 Fable-first Claude orchestration kit for token-saving lane routing, dense turns, and ca 101 Codex, OpenCode 1 204 tok
ascii766164696D/log-mcp MCP server for log file analysis 101 Claude Code 1 1,187 tok
soramitsu/fearless-Android fearlesswallet.io Fearless Wallet is a mobile wallet designed for the decentralized future on the Kusama and 101 Codex, OpenCode 1 2,092 tok
DataDog/lading A suite of data generation and load testing tools 101 Claude Code, Codex, OpenCode 7 1,777 tok
georgeantonopoulos/Basecamp-MCP-Server MCP server for Basecamp 3 with OAuth, FastMCP, and 75 tools for projects, todos, messages, 101 Claude Code 1 1,662 tok
portel-dev/ncp portel-dev.github.io Natural Context Provider (NCP). Your MCPs, supercharged. Find any tool instantly, load on 101 Claude Code 1 6,870 tok
linuxmatters/jive-vocals linuxmatters.sh Raw microphone recordings into broadcast-ready audio in one command. No configuration, and 101 Claude Code, Codex, OpenCode 2 10,276 tok
vmihalis/hacker-bob hackerbob.ai A local MCP runtime that attacks what you own and only reports what it proved. 17 CVEs acr 101 Claude Code, Codex, OpenCode 36 1,942 tok