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
scratchyone/voice-training-ui A (mostly written by Claude) voice training tool I created for myself and am now releasing 80 Claude Code 2 6,931 tok
stock-programmer/limit-up-review Stock-Market Programmer’s Limit-Up Review is a full-featured AI stock analysis system spec 80 Claude Code 1 5,022 tok
oculairmedia/Letta-MCP-server MCP server to manage letta server and comunicate with agents 80 Codex, OpenCode 1 2,358 tok
ahtavarasmus/lightfriend lightfriend.ai The first verifiably private cloud AI assistant. Runs in AWS Nitro Enclave with hardware a 80 Claude Code, Codex, OpenCode 17 3,248 tok
tan-yong-sheng/ai-vision-mcp A Model Context Protocol (MCP) server that provides vision capabilities to analyze image a 80 Claude Code, Codex, OpenCode 30 4,139 tok
bottobot/touchdesigner-mcp-server npmjs.com TouchDesigner Documentation MCP Server v2.6.1 - FIXED Python API tools! Features 629 opera 80 Claude Code 24 —
kivo360/OmoiOS omoios.dev Turn feature specs into merged PRs with a self-supervising swarm of coding agents — parall 80 Claude Code, Codex, Cursor, OpenCode 31 6,385 tok
Productfculty-aipm/PM-Copilot-by-Product-Faculty maven.com PM Copilot: 65+ framework-grounded PM skills across 12 domains, 17 command-based workflows 80 Claude Code 1 1,191 tok
entropy-cloud/attractor-guided-engineering-template A best-practices template for AI-assisted development at scale. It turns your repository i 80 Codex, OpenCode 1 2,830 tok
drakulavich/kesha-voice-kit drakulavich.github.io Kesha listens and talks back: local speech to text and text to speech for agents and scrip 80 Claude Code, Codex, OpenCode 21 969 tok
radiosilence/fastmail-cli CLI and MCP server for Fastmail — email, contacts, masked email, attachments, text extract 80 Claude Code 1 858 tok
tomsej/pi-ext Extensions, skills, and themes for Pi coding agent 80 Codex, OpenCode 1 110 tok
heggria/taskflow heggria.github.io DAG runtime for coding-agent workflows with verification, resume, replay, and effect check 80 Codex, OpenCode 1 7,110 tok
kunickiaj/codemem codemem.sh A lightweight persistent-memory companion for OpenCode & Claude 80 Codex, OpenCode 1 1,357 tok
roundpilot/superpowers-antigravity An agentic skills framework & software development methodology that works. Built natively 80 Claude Code, Codex 1 —
club-cog/devin-handoff Hand off tasks to Devin — a plugin/skill for Claude Code, Codex, Cursor, and any coding ag 80 Codex, OpenCode 1 542 tok
git-meta/git-meta git-meta.com git metadata spec and poc 80 Claude Code, Codex, OpenCode 2 1,307 tok
deepclause/deepclause-sdk DeepClause Typescript DML SDK and runtime 80 Codex, OpenCode 1 1,651 tok
prisma/skills 80 Claude Code, Codex, OpenCode 2 1,416 tok
LofiFren/PicoCalc lofifren.com PicoCalc - MicroPython by Lofi Fren 80 Codex, OpenCode 1 151 tok
ElliotXie/autozyme autozyme.com Autonomous multi-agent framework to optimize scientific software 80 Claude Code 1 289 tok
christosk92/WaveeMusic apps.microsoft.com A high-performance Spotify client for Windows — .NET 10 NativeAOT on the FluentGpu engine 80 Claude Code, Codex, OpenCode 7 2,058 tok
davidmosiah/google-health-mcp wellness.delx.ai Local-first MCP server for Google Health API v4 (Fitbit + Pixel Watch) — Claude/Cursor/Her 80 Codex, OpenCode 1 154 tok
handsomejustin/mijia-control MijiaPilot - A fully bridged smart home platform connecting the Xiaomi Mijia ecosystem × M 80 Claude Code 1 1,151 tok
Zizka-ai/ZizkaDB db.zizka.ai Self-hosted DB for AI agents. Prove why an agent did something , causal lineage (why()), 80 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 8 3,871 tok
adityaarsharma/youtube-marketing-skills adityaarsharma.com Open-source agent-agnostic YouTube growth toolkit — 21 AI commands + live channel MCP. Wor 80 Claude Code 1 997 tok
0xDarkMatter/claude-mods Expert skills, agents, commands, rules, hooks & output styles for Claude Code — session co 80 Codex, OpenCode 1 3,950 tok
elliottophellia/Ryuumonbuchi Maybe the headless Ghidra MCP you are looking for. 80 Codex, OpenCode 1 1,698 tok
samsantosb/ship-it ship-it - an idea-to-merged-PR delivery pipeline for any coding agent (Claude Code, Kiro, 80 Claude Code, Codex, OpenCode 1 973 tok
starslingdev/skills starsling.dev Skills from StarSling (agent-native CI) 80 Claude Code, Codex, OpenCode 2 3,305 tok
j5ik2o/okite-ai 80 Claude Code, Codex, Gemini CLI, OpenCode 39 5,523 tok
cartridge-gg/controller x.cartridge.gg A self custodial embedded account to seamlessly play onchain games 80 Claude Code, Codex, OpenCode 20 2,222 tok
TomGranot/hubspot-admin-skills hubspot.granot.io Claude Code skills for auditing, cleaning, enriching, and automating your HubSpot CRM 80 Claude Code 1 551 tok
TulipaEnergy/TulipaEnergyModel.jl An energy system optimization model that is flexible, computationally efficient, and acade 80 Codex, OpenCode 1 4,050 tok
nakafaai/nakafa.com nakafa.com AI Native Free High-Quality Learning Platform (K-12 to University) 80 Codex, OpenCode 1 6,250 tok
InsiderX-Pro/LogicCut 79 Codex, OpenCode 1 986 tok
jjanczur/tyran jjanczur.github.io A task conductor for Claude Code that gets better the more you use it. Multi-agent orchest 79 Claude Code 1 1,811 tok
ooocooc/open-skill-sunset npmjs.com Local, read-only audit for stale AGENTS.md, CLAUDE.md, and generic SKILL.md instructions. 79 Codex, OpenCode 1 143 tok
AllAboutAI-YT/gpt5mcp GPT-5 Local MCP 79 Claude Code 1 251 tok
xgbj/sparse-mask-attention A high-performance CUDA operator for sparse Mask Attention on short sequences, optimized f 79 Claude Code 1 653 tok
idoforgod/AgenticWorkflow 79 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 23 24,184 tok
AgentAnycast/agentanycast Connect AI agents across any network — zero config, encrypted, skill-based routing 79 Cursor 1 473 tok
marimo-team/codemirror-mcp marimo-team.github.io CodeMirror extension to hook up a Model Context Provider (MCP) 79 Claude Code, Codex, OpenCode 2 218 tok
panayiotism/claude-harness 79 Claude Code 2 701 tok
Vortiago/mcp-azure-devops A Model Context Protocol (MCP) server enabling AI assistants to interact with Azure DevOps 79 Claude Code 1 1,878 tok
incubrain/foundry foundry.incubrain.org IncuBrain Foundry is a Nuxt 4 template optimised for creating AI-native businesses 79 Claude Code 4 843 tok
deep-copilot/DeepCopilot marketplace.visualstudio.com Copilot-style AI coding agent for VS Code, powered by DeepSeek V4. 79 GitHub Copilot 1 640 tok
lipas-liikuntapaikat/lipas Lipas is a nationwide, public GIS service of Finnish sport and recreation facilities. 79 Claude Code 5 —
ParthKapoor-dev/devex devx.parthkapoor.me ⚡️ Devex — A Fast, Secure, and Scalable Repl-as-a-Service Platform built for Developers 🚀 79 Codex, OpenCode 1 2,001 tok
strands-rl/strands-sglang SGLang model provider for Strands Agents. 79 Claude Code, Codex, OpenCode 7 3,637 tok