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
Othmane-Khadri/agent-rl-skill A Claude Code skill that adds reinforcement learning to any AI agent. Make your agents lea 14 Claude Code 1 —
MingyiSecLab/Mingyi-Atlas Harness-driven terminal AI agent for authorized security assessment, with TUI, headless 14 Claude Code, Codex, OpenCode 2 5,990 tok
devstefancho/skills claude-plugins.stefancho.dev 14 Claude Code, Codex, OpenCode 2 1,369 tok
juanje/agentic-buddy A self-organizing memory for any AI agent. Brain dump tasks, decisions, ideas, and context 14 Claude Code, Cursor 13 200 tok
aget-framework/aget aget.dev AGET Framework - specification for building self-built Personal AGI Systems with governed 14 Claude Code, Codex 62 —
onixhdz/cartograph onixhdz.github.io Cartograph: Map any codebase into a knowledge graph, trace dependencies, measure impact, a 14 Claude Code, Codex, OpenCode 3 1,039 tok
vivqu/SwiftUIAgentToolkit Basic toolkit to bootstrap vibe-coding mobile apps 14 Claude Code 1 681 tok
aquivalabs/speccy 14 Claude Code, Codex, OpenCode 2 811 tok
tarekmo0/HunterStick A persistent context and fieldcraft system for AI-assisted bug bounty hunting. 14 Claude Code, Codex, OpenCode 37 7,495 tok
zarlor/suno-band-manager AI-powered music production assistant for creating Suno-ready song packages — a BMad Metho 14 Claude Code, Codex, Gemini CLI, OpenCode 3 4,224 tok
paulbaranowski/wild-horses 14 Claude Code 3 3,449 tok
devfullcycle/claude-subagents 14 Claude Code 2 —
caichuanwang/VibePet 14 Claude Code, Codex, OpenCode 24 3,350 tok
jupyter-ai-contrib/jupyter-ai-acp-client The ACP client implementation in Jupyter AI 14 Claude Code, Codex, Gemini CLI, OpenCode 3 6,046 tok
transparent-pegasus/herdrpowers brings agentic superpowers to the pane-driven. 14 Claude Code, Codex, OpenCode 2 2,417 tok
friedbotstudio/baseline baseline.friedbotstudio.com A discipline layer for Claude Code. Hooks at every tool boundary, a workflow that runs fro 14 Claude Code 77 6,944 tok
open-homelab-io/open-homelab 14 Claude Code 3 532 tok
dkyazzentwatwa/inkling-bot linktr.ee inkling -- the ai agent inside a raspberry pi. feed it chats & tasks. 14 Claude Code, Codex, Gemini CLI, OpenCode 3 10,046 tok
motosan-dev/acp-cli Headless CLI client for the Agent Client Protocol (ACP) — Rust port of ACPX 14 Claude Code, Codex, OpenCode 2 2,207 tok
jaehongpark-agent/claude-code-spinner-verbs 14 Claude Code 1 559 tok
Coveros/StrategiesforTestingAI Repo for Strategies for Testing AI-Based Systems Class 14 Claude Code, GitHub Copilot 8 680 tok
wjt0321/lottery-predictor A Double Color Ball lottery prediction tool based on historical data statistics, using mul 14 Claude Code, Codex, OpenCode 2 6,249 tok
jin-bo/guanlan 观澜 (GuānLán) is a local knowledge base project based on the Karpathy LLM Wiki pattern: it 14 Claude Code 1 4,585 tok
panzeyu2013/dsh-chamber dsh (DeepSeek Harness) desktop connection manager: use local instances out of the box; con 14 Claude Code, Codex, OpenCode 4 3,799 tok
Zaimwa9/themis Open source & self-hostable review agent 14 Claude Code, Codex, OpenCode 2 873 tok
LeoKemp223/em_rag A lightweight local RAG for embedded developers based on the standard MCP protocol. It int 14 Claude Code, Codex, Gemini CLI, OpenCode 3 1,167 tok
whynusn/typetype Chinese touch-typing tool supporting character-length and keystroke statistics on Linux Wa 14 Claude Code, Codex, OpenCode 2 20,060 tok
smetaninatv/the-bull-claude-trading-routine Claude Routines for day\swing trading 14 Claude Code 7 1,921 tok
igor47/csheet csheet.net DnD digital character sheet 14 Claude Code 1 4,235 tok
allxsmith/bestax bestax.io A fully-typed React component library for the Bulma CSS framework. Build modern UIs quickl 14 Claude Code, Codex, OpenCode 2 8,237 tok
jdkruzr/ForestNote ForestNote — open source e-ink notes app for Viwoods AiPaper and Onyx Boox tablets with fa 14 Claude Code 1 2,041 tok
dalmasonto/umbral dalmasonto.github.io Umbral is a Rust Web-framework in which every capability is a plugin 14 Claude Code, Codex, OpenCode 9 8,652 tok
esagduyu/labrat 🐀 Terminal-native AI data agent — ask your warehouse a question in plain English, watch d 14 Claude Code 1 11,059 tok
fsans/fms-odata-mcp Model Context Protocol (MCP) server for FileMaker Server OData 4.01 API integration 14 Claude Code, Codex, OpenCode 2 2,527 tok
jakekeeys/frigate-mcp 14 Claude Code 1 1,151 tok
Ching-Chiang/comsol-mcp 14 Claude Code, Codex, OpenCode 2 2,253 tok
Mitscherlich/live2d-mcp 14 Claude Code, Codex, OpenCode 2 1,466 tok
dropdevrahul/campy Animated ASCII terminal pets for CLI coding agents — Claude Code, OpenCode, Pi, Gemini CLI 14 Claude Code, Codex, OpenCode 2 3,795 tok
masterleopold/book-capture Claude Code plugin for capturing books from Kindle, Apple Books, or PDF — screenshot, OCR 14 Claude Code 1 1,109 tok
YGao2005/scholar-feed-mcp scholarfeed.org MCP server for searching 600,000+ CS/AI research papers with citation graphs, full text, e 14 Claude Code 1 2,034 tok
arcobaleno64/agy-plugin-cc agy-plugin-cc is a Claude Code companion for running Gemini CLI or Antigravity CLI (agy) a 14 Claude Code 1 —
maxwellsdm1867/wheeler Turn Claude Code into an interactive scientific workspace: workflow, file system, and know 14 Claude Code, Codex 50 6,105 tok
gethelio/helio helio.so Governance proxy for MCP: block or hold AI agent tool calls on their arguments, route appr 14 Claude Code, Codex, OpenCode 2 6,311 tok
ukbodypilot/radio-gateway Multi-radio, multi-machine Linux gateway: ham/GMRS radios → Mumble, Broadcastify, Winlink, 14 Claude Code 2 2,277 tok
R00T-Kim/SCOUT r00t-kim.github.io Deterministic firmware-to-exploit evidence engine. Drop a firmware blob, get hash-anchored 14 Claude Code, Codex, OpenCode 2 6,515 tok
guzus/ai-research-arm ara.guzus.xyz Self-running AI-news intelligence pipeline: multi-source agents, validated research artifa 14 Claude Code, Codex, OpenCode 10 25,301 tok
codejunkie99/agent-harness Drop-in agent harness for shipping products with AI. 18 skill files across SaaS, CLI, MCP, 14 Claude Code, Codex 17 —
mindstone/mcp-servers mindstone.com Production-ready MCP connectors for popular SaaS tools. Works with Claude Desktop, Cursor, 14 Claude Code, Codex, OpenCode 2 3,643 tok
mishrasanjeev/agentic-org Agentic-Org is an open-source, enterprise-grade AI agent orchestration platform. It deploy 14 Claude Code, Codex, OpenCode 4 12,126 tok
TrainLCD/StationAPI 🤖 The GraphQL API for nearby Japanese train stations and bus stops, powered by Rust and C 14 Claude Code, Codex, OpenCode 3 8,460 tok