How real projects configure their agents

32,137 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
accessd/tmux-agent-indicator Tmux plugin that gives visual feedback for AI agent states (running/needs-input/done). Sup 92 Claude Code, Codex, OpenCode 2 554 tok
elbruno/graphify-dotnet A .NET 10 port of graphify - AI knowledge graph builder for codebases using GitHub Copilot 92 Claude Code, Codex, GitHub Copilot 3 2,171 tok
app-dev-panel/app-dev-panel app-dev-panel.github.io The best framework and language (soon) agnostic Application Development Panel 92 Claude Code 18 6,596 tok
sopaco/cowork-forge AI-powered software development system that automates the entire lifecycle from requiremen 92 Claude Code, Codex, OpenCode 5 2,947 tok
davidmatousek/tachi Threat modeling and AI-reasoning vulnerability detection harness for Claude Code — STRIDE 92 Claude Code 78 1,350 tok
DingyangLyu/MatClaw MatClaw: an open materials-science agent that turns natural-language tasks into reproducib 92 Claude Code 21 875 tok
antiv/mate antonijevic.rs Production-ready multi-agent orchestration engine built on Google ADK. Database-driven age 92 Claude Code, Codex, OpenCode 3 5,940 tok
amikai/openings-mcp 💼 One MCP server to search job boards and company career sites 92 Claude Code, Codex, OpenCode 6 102 tok
mxyhi/token_proxy Local AI API gateway for OpenAI / Gemini / Anthropic. Runs on your machine, keeps tokens c 92 Claude Code, Codex, OpenCode 3 242 tok
aerele/jarvis Jarvis - The AI teammate inside ERPNext. 92 Claude Code 1 342 tok
apache/magpie magpie.apache.org Agent-assisted maintainership and development framework for Apache projects — Triage, Ment 92 Claude Code, Codex, Gemini CLI, OpenCode 3 15,701 tok
denysosadchyi/figmosha2 Let Claude edit your Figma file for you — bulk-rename layers, swap variants, bind colour v 92 Claude Code 1 2,462 tok
Cuongyd196/auto-video-gen facebook.com Biến 1 URL tin tức/GitHub thành video 9:16 chuẩn TikTok/Reels/Shorts trong 5 phút — không 92 Claude Code, Codex 2
hyprmcp/mcp-gateway hyprmcp.com MCP OAuth Proxy incl. dynamic client registration (DCR), MCP prompt analytics and MCP fire 92 Claude Code 1 296 tok
fabkury/p3a makapix.club Pixel art player built on ESP32-P4 92 Claude Code, Codex, OpenCode 2 4,342 tok
craigjmidwinter/getvect getvect.midwinter.io Local-first raster-to-vector desktop app. PNG/JPEG/BMP to SVG/EPS/DXF/PDF/PNG. No account, 91 Claude Code, Codex, OpenCode 10 966 tok
UnpaidAttention/fable5-methodology A transferable, self-enforcing software-engineering methodology for AI coding agents — pla 91 Claude Code 1 2,387 tok
heliohq/ship helio.im An agentic development harness for Claude Code, Codex & Cursor: gated pipeline from spec t 91 Claude Code, Codex, OpenCode 1 1,117 tok
crisogray/claudius claudius.to Agentic Development Environment 91 Claude Code, Codex, OpenCode 3 2,209 tok
playbooks-ai/playbooks runplaybooks.ai ▶📚 Playbooks is a semantic programming system for AI agents 91 Claude Code 1 2,640 tok
2youg1/sprawling Local multi-agent harness for running persistent agent teams, long-run, society-simulation 91 Claude Code, Codex, OpenCode 2 2,102 tok
escapeboy/ai-prompts 91 Claude Code 1 1,330 tok
adam-s/agent-tuning Using recursion to acheive predictable agent output 91 Claude Code 1
gillkyle/agent-tail agent-tail.vercel.app Pipe logs from all your dev servers into a single place accessible to your agents. 91 Claude Code 2 765 tok
RLabs-Inc/memory Memory server for llms that can be easily integrated to any client. 91 Claude Code 1 1,848 tok
sdeonvacation/opencode-x Open-source Claude Code alternative. Provider-agnostic, MIT licensed. Native Claude Code h 91 Claude Code, Codex, OpenCode 2 1,522 tok
IlyaGusev/academia_mcp smithery.ai Academia MCP server: Tools for automatic scientific research 91 Claude Code 1 2,701 tok
dfinke/psaisuite Enterprise-grade PowerShell abstraction layer for 15+ GenAI providers. Standardized interf 91 Claude Code 1 258 tok
flanliulf/AI-Copyright-Application-Generator An AI-powered system for automatically generating software copyright application materials 91 Claude Code 3 3,785 tok
sliday/tamp Token compression proxy for Claude Code. 50% fewer tokens, zero behavior change. 91 Claude Code, Codex, OpenCode 5 417 tok
kcosr/assistant Panel-based personal assistant with a plugin architecture for productivity workflows. AI a 91 Claude Code, Codex, OpenCode 4 531 tok
StringKe/dotfiles macOS development environment setup: zsh + Ghostty + starship + mise, initialized with one 91 Claude Code 1 3,804 tok
houstudio/cdroid houstudio.github.io CDroid is an open-source, Android-compatible GUI framework built on C++11, designed for cr 91 Claude Code, Codex, OpenCode 2 4,146 tok
guardana/guardana guardana.dev Open-source AI security verification — model artifacts, live endpoints, MCP servers and re 91 Claude Code 9 6,851 tok
wintermeyer/heinzel A ruleset that turns AI coding assistants (e.g. Claude Code) into disciplined Linux, FreeB 91 Claude Code 8 4,944 tok
diillson/chatcli chatcli.edilsonfreitas.com ChatCLI is a command-line application that utilizes LLMs—such as those from Anthropic, Ope 91 Claude Code, Codex 66
Adancurusul/serial-mcp-server Rust MCP server and CLI for serial/UART devices, with JSON macro automation and agent skil 91 Claude Code 1 687 tok
marianfoo/abap-mcp-server mcp-abap.marianzeis.de 91 Claude Code, Codex, OpenCode 2 1,586 tok
tensorcircuit/tensorcircuit-ng tensorcircuit-ng.readthedocs.io Next-gen AI-native tensor-network-based quantum software framework 91 Claude Code, Codex, OpenCode 12 1,294 tok
docs-plus/docs.plus docs.plus Free and open-source real-time collaborative document editor. Hierarchical table of conten 91 Claude Code, Codex, OpenCode 58 23,240 tok
KeeForge/KeeForge keeforge.com KeePass-compatible iOS password manager 91 Claude Code, Codex, OpenCode 6 2,623 tok
ydeng11/zotero-zotadata Make the management of metadata easier 91 Claude Code, Codex, OpenCode 2 1,146 tok
gyng/ditherer gyng.github.io Browser-based image and video dithering, audio visualisation, glitch art, and retro CRT/VH 91 Claude Code, Codex, OpenCode 2 4,758 tok
AgriciDaniel/linkedin-content-creator skool.com AI-powered LinkedIn content generator with text, image & carousel posts. Features smart AI 91 Claude Code 1 876 tok
YPares/rigup.nix AI agents and Nix: parametrable skills/instructions and tools, packaged together in a repr 91 Claude Code, Codex, OpenCode 2 22 tok
castacks/AirStack docs.theairlab.org Agent-native framework for rapid sim-to-real deployment of embodied AI for field robotics. 91 Claude Code, Codex, OpenCode 26 9,691 tok
clawdotnet/SharpClawCode C# coding-agent harness (.NET 10, Microsoft Agent Framework) — sessions, tools, permission 91 Claude Code, Codex, OpenCode 2 2,709 tok
cyberlife-coder/VelesDB velesdb.com The explainable, local-first memory engine for AI agents. One ~9 MB binary fuses vector + 91 Claude Code, Codex, OpenCode 3 5,793 tok
whistlegraph/aesthetic-computer aesthetic.computer 91 Claude Code, Codex, OpenCode 10 2,444 tok
henryhawke/mcp-titan This tool is a cutting-edge memory engine that blends real-time learning, persistent three 91 Claude Code 1 784 tok