How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
swm-gpu/swm swmgpu.com One CLI to search, provision, and manage cloud GPUs across 10 providers 25 Claude Code, Codex 1
metalagman/agent-skills Agent Skills. A collection of specialized expertise, workflows, and resources for LLM agen 25 Codex, OpenCode 1 441 tok
surrealdb/agent-skills Supercharge your coding agent with official SurrealDB Skills 25 Codex, OpenCode 1 399 tok
pwittchen/spotify-cli-macos A command line interface to Spotify on macOS 25 Claude Code 2 582 tok
tumf/conflux dev.to 🚀 Spec-driven parallel coding orchestrator for AI agents | Automates OpenSpec changes wit 25 Claude Code, Codex, OpenCode 11 7,649 tok
ryanlyn/readwise-skill Agent Skill and CLI for Readwise + Reader 25 Claude Code, Codex, OpenCode 2 639 tok
Hulupeep/Specflow Specs that enforce themselves. Turn specs into contracts that can't be broken by helpful L 25 Claude Code 3 2,106 tok
hoangsonww/WealthWise-Finance-Tracker wealthwisefinancial.vercel.app A full-stack personal finance manager powered by Agentic AI, MCP, Next.js, Express, MongoD 25 Claude Code, Codex, GitHub Copilot, OpenCode 18 8,369 tok
Krv-Labs/topos docs.krv.ai Structural code quality metrics for agent-written programs. 25 Claude Code, Codex, OpenCode 2 1,934 tok
matthewdcage/llm-swarm-router Run the LLM Swarm Router on machines to distribute Local Ai to the Swarm - More Machines - 25 Claude Code, Codex, OpenCode 12 11,481 tok
KaminDeng/agent_notifier 25 Claude Code, Codex, OpenCode 2 33 tok
microsoft/openclaw-dev An OpenClaw agent hosted in the cloud for development, testing and single tenant use cases 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,635 tok
SignalEngine/PipeVoice powleads.github.io 25 Claude Code 1 1,447 tok
sassanh/quiper Spotlight for AI. A frictionless, pure AppKit macOS HUD that brings ChatGPT, Claude, and y 25 Codex, OpenCode 1 1,673 tok
jkitchin/discopt kitchingroup.cheme.cmu.edu A discrete optimization package with interior point and exterior swagger 25 Claude Code 1 6,781 tok
dp-web4/SAGE A cognition kernel that wraps a frozen LLM in a persistent identity + trust + governance l 25 Claude Code, Codex, OpenCode 5 4,068 tok
xuhan-rgb/zotero-ai-sidebar AI research sidebar for Zotero 7–10 with API and local browser-backed web chat modes. 25 Claude Code 1 2,366 tok
qzc438/ontology-llm Agent-OM: Leveraging LLM Agents for Ontology Matching 25 Claude Code 1 522 tok
DevVig/microbridge Open-source control plane for the Codex Micro — one macropad, every coding agent 25 Codex, OpenCode 1 323 tok
axsaucedo/agent_data_duckdb 25 Claude Code, GitHub Copilot 2 1,382 tok
marcosmarf27/tecjustica-sigilo Anonimizador desktop de PII para textos jurídicos brasileiros (Electron + Presidio + BERT 25 Claude Code, Codex, OpenCode 2 20,149 tok
remotehumans/riff Talk to your computer hands-free using a smart ring and your voice 25 Claude Code 1 403 tok
flutter/dart-intellij-third-party 25 Claude Code, Codex 8
terret-org/terret terret.org Ruby-native, model-agnostic agent harness where everything is a plugin 25 Claude Code 1 2,643 tok
phuc-nt/openclaw-skills 25 Claude Code 1 327 tok
lensapp/openshell-k8s-operator OpenShell Kubernetes Operator 25 Claude Code, Codex, OpenCode 2 832 tok
inference-gateway/adk An Agent Development Kit (ADK) allowing for seamless creation of A2A-compatible agents wri 25 Claude Code, Codex, OpenCode 2 3,251 tok
ProjectLiminality/InterBrain opencollective.com Open-source protocol integrating collective and artificial intelligence — LLM orchestratio 25 Claude Code 14 3,248 tok
hooyao/copilot-bridge .NET 10 Native AOT reverse proxy exposing GitHub Copilot's LLM API as Anthropic/OpenAI/Gem 25 Claude Code, Codex, OpenCode 15 6,061 tok
VSN2015/concerns_on_rails A collection of plug-and-play ActiveSupport concerns for Rails models and Rails controller 25 Claude Code 1 5,126 tok
IgorWarzocha/opencode-usage-plugin Plugin that displays your OAuth subscription quotas. 25 Codex, OpenCode 1 325 tok
Goldppx/RockDLL DLL injector for the world of Kingdom of Locke; compatible with ReShade 25 Codex, OpenCode 1 1,116 tok
Netie-AI/OpenHBM An open-source, JEDEC JESD270-4A-compliant HBM4 memory subsystem (controller + PHY-shim + 25 Claude Code, Codex, OpenCode 2 4,670 tok
justrach/codegraff2 CodeGraff: a faster, lightweight coding agent for focused terminal development 25 Codex, OpenCode 1 1,755 tok
CheshireMew/visual-multimedia 25 Codex, OpenCode 1 1,890 tok
luizhcastro/mac-stats A native macOS menu bar app for real-time monitoring of system stats. 25 Claude Code, Codex, OpenCode 2 10,593 tok
mudler/face-detect.cpp face-detect.cpp is a from-scratch C++17 port of the insightface buffalo face-recognition p 25 Codex, OpenCode 1 1,571 tok
fewtarius/llama-ai A project repository for work on improving local LLMs on my personal AMD devices 25 Codex, OpenCode 1 4,614 tok
k3sra/halo-multiplayer-evolved The multiplayer Halo: Campaign Evolved should have shipped with. Original modes and maps, 25 Codex, OpenCode 1 2,293 tok
Open-Locker/Open-Locker open-locker.org This is an open source project to build both the software and the hardware blueprints/buil 25 Claude Code 1 1,770 tok
audreyt/civic.ai civic.ai A governance framework by Audrey Tang and Dr Caroline Emmer De Albuquerque Green that tran 25 Codex, OpenCode 1 1,571 tok
ForceInjection/cuda-code-skill Converts the official documentation for NVIDIA PTX ISA 9.1, CUDA 13.1 (Runtime/Driver), Ma 25 Claude Code 1 3,509 tok
ifnull/ha-airspace A Home Assistant add-on / Docker service that turns your local aircraft and drone receiver 25 Claude Code 1 3,102 tok
OpenMANET/OpenVLM Open Voice Link Module for OpenMANET 25 Claude Code 4 2,703 tok
cj-vana/discord-setup-mcp MCP server for automating Discord server setup on macOS using AppleScript/JXA 25 Claude Code 1 2,699 tok
fosres/SecEng-Exercises dev.to A repository of Security Engineering exercises: these exercises are designed to prepare yo 25 Claude Code 1 1,015 tok
OpenMasjid-Solutions/OpenMasjidOS openmasjidsolutions.org Free, open-source operating layer for masjids. Self-hosted, one-line install, beautiful ap 25 Claude Code 2 32,460 tok
pencilpark/BlenderToRive3D pencil-park.com Files to facilitate import of vertices and faces into Rive 25 Claude Code 1 12,577 tok
lout33/termcanvas yupanqui.xyz Open-source macOS app for steering tmux-backed agents with a live sidebar tree and current 25 Codex, OpenCode 1 1,749 tok
spencermarx/orc A lightweight orchestration framework that piggybacks your local Agentic CLI setup. Intent 25 Claude Code, Codex, OpenCode 29 4,187 tok