How real projects configure their agents

23,280 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
zgsm-ai/everything-ai-coding zgsm-ai.github.io A curated collection of programming AI extension resources: MCP Servers, Skills, Rules, an 203 Claude Code, Codex, OpenCode 2 12,914 tok
DrAshBooth/PyLOB Fully functioning fast Limit Order Book written in Python 203 Claude Code, Codex, OpenCode 18 1,564 tok
tradecatlabs/fatecat tradecatlabs-fatecat.hf.space FateCat measurement infrastructure for Agents and apps: reproducible Bazi/Ziwei calculatio 203 Codex, OpenCode 1 1,639 tok
iishyfishyy/operator-oss getoperator.dev Run many Claude Code (or Codex) sessions in parallel — across every project — from one scr 203 Claude Code, Codex 1 3,595 tok
GeniusHu-tgty/Open-tgtylab A security research workbench integrating reverse engineering, CTF, mobile security, and W 203 Claude Code, Codex, OpenCode 3 11,592 tok
FradSer/mcp-server-apple-events MCP server providing native macOS integration with Apple Reminders and Calendar via EventK 203 Claude Code, Codex, Gemini CLI, OpenCode 3 4,112 tok
zendev-sh/goai goai.sh Go AI SDK, the Go way. One unified API across 21+ providers. Streaming, structured output 203 Claude Code, Codex, OpenCode 2 2,396 tok
sendbird/cc-plugin-codex npmjs.com An open-source plugin that runs inside Codex and lets you use Claude Code and Claude model 203 Claude Code, Codex, OpenCode 2 131 tok
theoden8/webspace_app Your favorite web apps, now on your phone. 203 Claude Code, Codex 31 10,563 tok
shirenchuang/agentbro agentbro.net A macOS Dynamic Island for AI coding agents: Claude Code, Codex, Gemini CLI, Cursor, hooks 202 Claude Code, Codex, OpenCode 5 1,558 tok
zhuchunshu/SForum dalao.me SForum is a Chinese forum application with a clean interface and rich features. 202 Claude Code, Codex, OpenCode 2 6,741 tok
unchainedshop/unchained unchained.shop High-Performance Headless Node.js ESM E-Commerce Framework 202 Claude Code, Codex, OpenCode 3 3,333 tok
iterate/iterate iterate.com The most hackable AI agent 202 Claude Code, Codex, OpenCode 16 1,783 tok
maksimzayats/specx specx.dev ⚙️ Executable architecture guardrails and agent skills for building structured Python serv 201 Codex, OpenCode 1 1,697 tok
avishayil/react-native-user-avatar Avatar Component For React Native 201 Claude Code, Codex, OpenCode 2 1,349 tok
permacommons/lib.reviews A free/libre code and information platform for reviews of anything 201 Codex, OpenCode 1 365 tok
Azure-Samples/mcp-agent-langchainjs Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integration to ord 201 Codex, GitHub Copilot, OpenCode 6 1,365 tok
cynative/cynative cynative.com Open-source security agents for cloud, code and runtime. 45 built-in agents audit AWS, GCP 201 Claude Code, Codex, OpenCode 2 6,706 tok
sjkim1127/Reversecore_MCP A security-first MCP server that empowers AI agents to perform automated reverse engineeri 201 Codex, OpenCode 1 2,563 tok
Red-noblue/Codex_Relay Cross-device export/import + local vault for Codex CLI sessions (.jsonl). Resume the same 201 Codex, OpenCode 1
johnpapa/ai-ready Agent Skill that analyzes your repo and generates the AI-ready configuration coding agents 201 Claude Code, Codex, GitHub Copilot, OpenCode 2 2,715 tok
av/facts Antidote for fluffy specs, a toolkit for fact-driven development with AI agents 200 Claude Code, Codex, OpenCode 2 867 tok
logicpulse/logicPOS logic-pos.com Logicpulse's Open Source POS System 200 Codex, OpenCode 1 777 tok
sadanandpai/clearfrontend clearfrontend.vercel.app 200 Claude Code, Codex, OpenCode 5 3,109 tok
varandrew/moor Moor is a local MCP control plane for Mac. It gives every coding agent one safe, observabl 200 Claude Code, Codex 2
zippoxer/recall Full-text search and resume for Claude/Codex conversations 200 Claude Code, Codex 2 659 tok
Hilbert-beinghappy/seektty A Claude Code-style terminal interface for DeepSeek Harness, supporting Windows, macOS, an 200 Codex, OpenCode 1 156 tok
owncloud/notes :notebook_with_decorative_cover: Notes app for ownCloud 200 Claude Code, Codex, OpenCode 2 764 tok
yuanboP/frugal 199 Codex, GitHub Copilot, OpenCode 2 986 tok
mercurialsolo/claudectl mercurialsolo.github.io Orchestrate a swarm of Claude Code agents with a local brain that learns from you. 199 Claude Code, Codex, OpenCode 2 6,092 tok
thomast1906/github-copilot-agent-skills Repo containing my GitHub Copilot Agent & Skills - continually experimenting! 199 Claude Code, Codex, GitHub Copilot 21 2,119 tok
SensorsINI/jaer Full-featured cross-platform (Linux, Windows, MacOS) desktop application for neuromorphic 199 Codex, OpenCode 1 883 tok
DobermanCore/Doberman-Core pypi.org Your AI's guard dog. Doberman sits at runtime, gating every input, output and tool call to 199 Claude Code, Codex, OpenCode 2 8,036 tok
DictionLabs/Diction diction.one Diction is Open Source self-hosted alternative to WisprFlow - iOS speech-to-text keyboard 199 Codex, OpenCode 1 3,599 tok
joshuaswarren/remnic remnic.ai Open-source memory and context for user-aware agents: scoped memory, provenance, retrieval 199 Claude Code, Codex, OpenCode 2 31,456 tok
tumf/mcp-text-editor A token-efficient MCP server for safe, line-oriented text file editing with partial reads, 199 Codex, OpenCode 1 1,087 tok
kggzs/ApkMCP-Auto A collection of Android reverse-engineering tools that connects AI assistants such as Clau 199 Claude Code, Codex 1
vercel/sandbox vercel.com Vercel Sandbox is an ephemeral compute primitive designed to safely run untrusted or user- 198 Codex, OpenCode 1 116 tok
searlsco/prove_it The verification harness that Claude Code should have shipped with 198 Claude Code, Codex, OpenCode 6 1,926 tok
hiyeshu/codeck codeck.sh No Keynote. No dragging. No font sizes. 198 Claude Code, Codex, OpenCode 2 2,173 tok
danikf/tik4net Manage mikrotik routers with .NET C# code via ADO.NET like API or enjoy O/R mapper like hi 198 Claude Code, Codex, OpenCode 11 3,031 tok
harumiWeb/exstruct harumiweb.github.io Conversion from Excel to structured JSON (tables, shapes, charts) for LLM/RAG pipelines, a 198 Claude Code, Codex, OpenCode 10 2,236 tok
joyehuang/minimind-notes minimind.wiki 🚀 [Build an LLM from Scratch] A minimal, principle-first guide to understanding and build 198 Claude Code, Codex, OpenCode 2 6,709 tok
Dicklesworthstone/coding_agent_account_manager Sub-100ms auth switching for AI coding CLIs (Claude Code, Codex, Gemini): swap subscriptio 198 Codex, OpenCode 1 8,804 tok
dahlia/hongdown dahlia.github.io A Markdown formatter that enforces Hong Minhee's Markdown style conventions 197 Claude Code, Codex, OpenCode 3 4,360 tok
broadinstitute/viral-ngs viral-ngs.readthedocs.io viral-ngs: command line tools and wrappers for processing raw viral genomic data 197 Claude Code, Codex, GitHub Copilot, OpenCode 7 6,010 tok
madebyaris/native-cli-ai nca-cli.com A native Rust CLI for orchestrating AI agents across projects, with persistent sessions, 197 Codex, OpenCode 1 553 tok
chaitin/OctoBus chaitin.github.io A secure local gateway for AI agents to reliably call approved enterprise APIs, tools, and 197 Codex, OpenCode 1 739 tok
FinAegis/core-banking-prototype-laravel finaegis.org Open-source core banking platform — 61 DDD domains with event sourcing, CQRS, and a schema 197 Claude Code, Codex, OpenCode 2 9,349 tok
ros-claw/rosclaw rosclaw.io Self-evolving runtime infrastructure for Physical AI and embodied agents. Ground AI agents 197 Claude Code, Codex, OpenCode 4 3,473 tok