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
unchainedshop/unchained unchained.shop High-Performance Headless Node.js ESM E-Commerce Framework 205 Claude Code, Codex, OpenCode 3 3,846 tok
Azure-Samples/mcp-agent-langchainjs Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integration to ord 205 Codex, GitHub Copilot, OpenCode 6 1,365 tok
Idun-Group/idun-agent-platform idun-group.com 🟪 Open-source runtime that ships any LangGraph or Google ADK agent as a production-ready 205 Claude Code 2 3,042 tok
mercurialsolo/claudectl mercurialsolo.github.io Hive compute for coding agent swarms - expand your personal compute by adding on-demand ag 205 Claude Code, Codex, OpenCode 2 9,416 tok
pyrate-llama/hermes-ui The command center for Hermes Agent — chat, steer, browse files, manage skills, and monito 205 Claude Code 1 203 tok
madebyaris/native-cli-ai nca-cli.com A native Rust CLI for orchestrating AI agents across projects, with persistent sessions, 205 Codex, OpenCode 1 953 tok
kawayiYokami/astrbot_plugin_angel_memory Gives AstrBot true memory capabilities, enabling AI not only to remember but also to think 205 Codex, OpenCode 1 3,227 tok
ob-labs/agentseek ob-labs.github.io AgentSeek is an application development lifecycle toolkit for AI ecosystem apps, built by 205 Codex, OpenCode 1 142 tok
FeSens/auto-arch-tournament 205 Claude Code 1 2,825 tok
mrmidi/ASFireWire asfw.net DriverKit OHCI FireWire Host Controller for macOS 205 Claude Code, Codex, Gemini CLI, OpenCode 3 7,175 tok
oxy-hq/oxygen oxygen-hq.com Oxygen Nexus is the platform for AI Transformation 205 Claude Code, Codex, OpenCode 28 7,422 tok
zwgnr/BaseLayer baselayer.dev Re-usable multi part components built on React Aria and TailwindCSS. 204 Cursor 1 12 tok
disler/nano-agent A MCP Server for a small scale engineering agents with multi-provider LLM support. 204 Claude Code 31 —
steerlabs/opensteer opensteer.com Turn your computer into an AI agent workstation you can steer from your phone. 204 Claude Code, Codex, OpenCode 10 3,755 tok
mikkelkrogsholm/api-mapper 204 Claude Code 1 854 tok
zhuchunshu/SForum dalao.me SForum is a Chinese forum application with a clean interface and rich features. 204 Claude Code, Codex, OpenCode 2 7,716 tok
traceloop/opentelemetry-mcp-server Unified MCP server for querying OpenTelemetry traces across multiple backends (Jaeger, Tem 204 Claude Code 1 4,754 tok
posit-dev/mcptools posit-dev.github.io Model Context Protocol For R 204 Claude Code, Codex, OpenCode 2 139 tok
mainline-org/mainline mainline.sh Git-native memory for coding agents. Repo memory before the diff. 204 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 1,789 tok
fitchmultz/pi-codex-goal Codex-style goal tracking and continuation for pi. 204 Codex, OpenCode 1 833 tok
nowledge-co/community Community Repo for Nowledge Labs Products 204 Claude Code, Codex, OpenCode 2 1,164 tok
NVIDIA/nvalchemi-toolkit nvidia.github.io ALCHEMI Toolkit is a developer toolkit for accelerating training and inference for AI in c 204 Claude Code, Codex, OpenCode 2 2,883 tok
oryx-labs/oryxos oryx-labs.github.io OryxOS is an open-source Distributed AI Agent OS 204 Claude Code 14 8,302 tok
ArcInstitute/SRAgent LLM agents for working with the SRA and associated bioinformatics databases. 204 Codex, Gemini CLI, OpenCode 2 631 tok
disler/agentic-drop-zones 204 Claude Code 7 —
iterate/iterate iterate.com The most hackable AI agent 204 Claude Code, Codex, OpenCode 8 614 tok
sylverb/game-and-watch-retro-go-sd 204 Claude Code 1 2,946 tok
DrAshBooth/PyLOB Fully functioning fast Limit Order Book written in Python 203 Claude Code, Codex, OpenCode 18 1,564 tok
yinzhenyu-su/weekly-git-summary A cross-platform CLI tool for generating weekly summaries of Git commits. Supports multipl 203 Claude Code, GitHub Copilot 2 4,579 tok
permacommons/lib.reviews A free/libre code and information platform for reviews of anything 203 Codex, OpenCode 1 365 tok
harumiWeb/exstruct harumiweb.github.io Conversion from Excel to structured JSON (tables, shapes, charts) for LLM/RAG pipelines, a 203 Claude Code, Codex, OpenCode 10 1,535 tok
gollem-dev/gollem Go framework for agentic AI app with MCP and built-in tools 203 Claude Code 3 2,227 tok
R44VC0RP/opencode.cafe opencode.cafe A plugin and extension cafe for OpenCode. 203 Codex, OpenCode 1 1,823 tok
nicepkg/auto-company 🤖 A fully autonomous AI company that runs 24/7. 14 AI agents (Bezos, Munger, DHH...) brai 203 Claude Code 51 3,706 tok
stoneforge-ai/stoneforge stoneforge.ai A web dashboard and runtime for orchestrating AI coding agents 203 Claude Code, Codex, OpenCode 3 2,928 tok
Impertio-Studio/Frappe_Claude_Skill_Package 60 deterministic Claude AI skills for Frappe Framework & ERPNext v14-v16 development and o 203 Claude Code 1 4,735 tok
Ivy-Interactive/Ivy-Tendril ivy.app AI agents can now write 99% of the code. This changes what it means to be a developer. Our 203 Codex, OpenCode 1 226 tok
Kilo-Org/kilo-marketplace Kilo Marketplace - A curated collection of Skills, MCP Servers, and Modes for enhancing AI 203 Codex, OpenCode 1 1,272 tok
srelens/srelens srelens.com The Kubernetes control room—built in Rust, ready for engineers and AI agents. 203 Claude Code, Codex, OpenCode 2 4,243 tok
PerpetualSoftware/pad getpad.dev Project Management for the agent era 203 Claude Code 1 3,130 tok
GabrielMartinMoran/mind gmoran.dev Persistent local memory for AI coding agents. Preserve decisions and project context acros 203 Claude Code, Codex, OpenCode 7 21,539 tok
Narylr350/book-source-creator-skill A Legado reading AI book-source generation Skill that generates and validates reading-sour 203 Codex, OpenCode 1 390 tok
guardana/guardana guardana.dev Open-source AI security verification for model artifacts, live endpoints, MCP servers, and 203 Claude Code, Codex, OpenCode 25 2,231 tok
thomasbek3/hermes-bot-kit The Grok Bot experience for your Hermes fleet: iMessage-style chat bubbles + a live window 203 Codex, OpenCode 1 1,951 tok
thiagodmont/keynobi keynobi.com Your Android companion debug buddy 202 Codex, OpenCode 1 1,076 tok
tradecatlabs/fatecat tradecatlabs-fatecat.hf.space FateCat measurement infrastructure for Agents and apps: reproducible Bazi/Ziwei calculatio 202 Codex, OpenCode 1 1,639 tok
VectorlyApp/bluebox console.vectorly.app Index the world's undocumented APIs 202 Claude Code 1 3,431 tok
davegoldblatt/total-recall Persistent memory plugin for Claude Code. Tiered memory system with write gates, correctio 202 Claude Code 1 464 tok
algopian/chromeclaw discord.gg Your own personal AI assistant in Chrome/Firefox. 🦞 202 Claude Code 1 2,901 tok
tsubotax/melta-ui melta.tsubotax.com A design system readable by both humans and AI — AI-Ready Design System for Claude Code & 202 Claude Code, Codex, OpenCode 5 2,909 tok