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
stephenleo/OpenMicro 🎮 Codex Micro functionality using any Gaming Controller on any Coding Harness! 134 Claude Code, Codex, OpenCode 2 246 tok
CliMA/ClimaAtmos.jl clima.github.io GPU-capable global atmosphere model of the CliMA Earth System Model, designed for calibrat 134 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,101 tok
webup/skills-cc Claude Code utility skills for customization and hacks 134 Claude Code 1 225 tok
Taoidle/plan-cascade AI-powered cascading development framework. Decompose complex projects into parallel execu 134 Claude Code 1 1,231 tok
vstorm-co/pydantic-ai-backend vstorm-co.github.io File Storage & Sandbox Backends for Pydantic AI: console tools for file operations, Docker 134 Claude Code 1 911 tok
Shahfarzane/opencode-mobile Native iOS app for OpenCode AI coding agent — built with Expo & React Native. Real-time st 134 Codex, OpenCode 1 1,579 tok
robsonfelix/robsonfelix-hass-addons Home Assistant add-ons by Robson Felix. Includes Claude Code - run Anthropic's AI coding a 134 Claude Code 1 417 tok
user-w-ui/search-before-build A lightweight plugin for Coding Agents: helps clarify problems, calmly assess whether deve 134 Claude Code, Codex, OpenCode 2 857 tok
andersonjoseph/jailed-agents Secure Nix sandbox for LLM agents 134 Codex, OpenCode 1 1,494 tok
sernote/audit-prompt-caching 134 Codex, OpenCode 1 724 tok
kubetail-org/kstack kstack.sh Skill pack for Claude Code that helps you monitor and troubleshoot your K8s clusters super 134 Claude Code, Codex, OpenCode 2 4,964 tok
SzamosiMate/tapir-archicad-MCP MCP server that exposes all Tapir commands to AI models through autogenerated tools 134 Claude Code, Codex 2 —
zoharbabin/due-diligence-agents zoharbabin.com Legal flags a risk. Finance flags another. We connect and cite. Open-source forensic M&A d 134 Claude Code 6 3,693 tok
Julian-Ivanov/jarvis-voice-assistant Personal AI assistant with voice control, browser automation, and screen capture. Double-c 134 Claude Code 1 521 tok
heilingbrunner/tiaportal-mcp A MCP server for Siemens TIA Portal 134 Codex, OpenCode 1 338 tok
hahwul/gori gori.hahwul.com A fast, keyboard-driven HTTP intercepting proxy and pentesting toolkit for the terminal bu 134 Codex, OpenCode 1 6,552 tok
remix-run/agent-skills Agent Skills for working with React Router 134 Codex, OpenCode 1 882 tok
BYK/loreai withlore.ai Your AI never starts over. Lore keeps sessions coherent for days and millions of tokens — 133 Codex, OpenCode 1 2,548 tok
DSGWJQ/Feagent 133 Claude Code 18 6,560 tok
giginet/xcodeproj-mcp-server A Model Context Protocol Server to manipulate *.xcodeproj 133 Claude Code 3 1,037 tok
SidU/openclaw-a365 Microsoft 365 Agents channel for OpenClaw with integrated Graph API tools (alpha) 133 Claude Code 1 1,160 tok
crazyhottommy/pyflow-ChIPseq a snakemake pipeline to process ChIP-seq files from GEO or in-house 133 Claude Code 1 3,855 tok
PxyUp/fitter pxyup.github.io New way for collect information from the API's/Websites 133 Claude Code 1 —
deepnoodle-ai/dive deepnoodle.ai Use Dive to quickly build AI agents in Go. Build agentic CLIs or add AI to your backend Go 133 Claude Code 1 2,753 tok
9600dev/mmr Python based algorithmic trading platform for Interactive Brokers 133 Claude Code 1 34,032 tok
AlphaLab-USTC/OhMyCode Minimal and Customizable CC-Style Coding Agent 133 Claude Code, Codex, OpenCode 26 1,372 tok
haacked/dotfiles My dotfiles and scripts I use on dev machines 133 Claude Code, Codex, OpenCode 2 131 tok
okikusan-public/stock_skills 133 Claude Code 12 1,275 tok
PolymathWizard/BHIL-AI-First-Development-Toolkit A production-grade methodology repository for building AI-native applications using iterat 133 Claude Code, Codex, OpenCode 2 1,721 tok
robzilla1738/skillz-macos robzilla1738.github.io Browse and manage local AI skills, MCP configs, plugins, and agent activity on macOS 14+. 133 Claude Code, Codex, OpenCode 2 10,301 tok
zetaalphavector/RAGElo RAGElo is a set of tools that helps you selecting the best RAG-based LLM agents by using a 133 Claude Code, Codex, GitHub Copilot, OpenCode 5 3,571 tok
microsoft/fabric-rti-mcp MCP server for Fabric Real-Time Intelligence (https://aka.ms/fabricrti) supporting tools f 133 Claude Code, Codex, GitHub Copilot 2 1,346 tok
litegraphdb/litegraph litegraphdb.com LiteGraph is a multi-modal AI data platform - a property graph with relational, vector, an 133 Claude Code 1 3,306 tok
one-ie/one template.one.ie Make Your Ideas Real. Build Apps, Websites and AI Agents with Plain English with Astro, Re 133 Claude Code, Codex, OpenCode 4 3,237 tok
appautomaton/agent-designer appautomaton.com Portable SKILLs workspace for Claude Code, Codex, and Gemini — issue-driven workflows and 133 Codex, OpenCode 1 199 tok
ambient-code/platform ambient-code.github.io Vision/Mission https://ambient-code.ai : Virtual team management and collaboration platfor 133 Claude Code, Codex, OpenCode 13 2,311 tok
geongeorge/picture-it Photoshop for agents 133 Claude Code, Codex, OpenCode 2 1,540 tok
Tlaloc-Es/killpy tlaloc-es.github.io 🐍 CLI tool to find and delete unused Python virtual environments (.venv, poetry, conda, p 133 Codex, OpenCode 1 1,818 tok
fran-olivares/usulnet usulnet.com Open-source Docker infrastructure platform. One web UI — containers, security, DNS, VPN, m 133 GitHub Copilot 1 2,716 tok
NpgsqlRest/NpgsqlRest npgsqlrest.github.io Transform Your PostgreSQL Database into a Production-Ready, Blazing-Fast Standalone REST A 133 Claude Code 1 —
weidu12123/1Shell 133 Codex, OpenCode 1 132 tok
imbue-ai/latchkey A command-line tool that injects credentials to curl requests to known public APIs. 133 Codex, OpenCode 1 164 tok
docmancer/docmancer docmancer.dev Find out what your coding agents already know. Docmancer indexes the memory, rules, and in 133 Codex, GitHub Copilot, OpenCode 2 1,297 tok
cesarferreira/stax cesarferreira.com The fastest stacked-branch workflow for Git. Interactive TUI, smart PRs, safe undo. Writte 133 Claude Code, Codex, OpenCode 9 2,567 tok
nutthouse/tutti Multi-agent orchestration CLI — your agents, all together 133 Claude Code 1 824 tok
sumit-ai-ml/claude-md-starter A CLAUDE.md built on Karpathy's principles and gstack, adding a verification harness and a 133 Claude Code 1 1,325 tok
AgriciDaniel/claude-email skool.com AI-powered email management and marketing skill for Claude Code. Inbox triage, composition 133 Claude Code 1 859 tok
Dicklesworthstone/repo_updater Pure-bash CLI for keeping hundreds of GitHub repos in sync: parallel clone/pull, conflict 133 Claude Code, Codex, OpenCode 2 8,656 tok
Pandlagon/IELTS-Studio An IELTS English mock exam website that uses AI to convert PDF or Word exam papers into in 133 Claude Code, Codex, OpenCode 2 3,220 tok
aweussom/NoLlama NPU Ollama - An Ollama/OpenAI compatible API for Intel OpenVINO compatible computers 133 Claude Code 1 4,897 tok