How real projects configure their agents

23,614 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
scorbo2/TalkWithMe Configurable AI chat with TTS/STT 274 Codex, OpenCode 1 12,834 tok
detroittommy879/aicodeprep-gui wuu73.org Surgical context engineering with a nice UI, Windows, Mac, Linux, BSD, anywhere where pyth 273 Claude Code, Codex, OpenCode 2 3,881 tok
haolange/InfinityRenderPipeline Graphics Research for Unity Scriptable Render Pipeline. 273 Codex, OpenCode 1 9,682 tok
endorhq/rover endor.dev A manager for AI coding agents that works with Claude Code, Cursor, Gemini, Codex, and Qwe 273 Claude Code, Codex, Gemini CLI, OpenCode 6 2,146 tok
starmynd-org/infinite-brain-os A git-backed operating system for running a business with AI agents. Plain Markdown and YA 273 Claude Code, Codex, OpenCode 26 3,095 tok
vinikjkkj/zapo zapo.to 🧩 Lightweight, high-performance TypeScript library for the WhatsApp Web protocol, built f 273 Claude Code, Codex, OpenCode 2 13,042 tok
xigua-wang/skill-doctor Local-first inspector for coding-agent skills, conflicts, precedence, and risk analysis. 272 Codex, OpenCode 2 580 tok
8b-is/smart-tree s.8b.is Smart Tree: not just a tree, a philosophy. A context-aware, AI-crafted replacement for 20+ 272 Claude Code, Codex, OpenCode 2 2,433 tok
prassanna-ravishankar/repowire repowire.io May the agents talk. Connect Claude Code, Opencode, Codex, Pi across projects, across mach 272 Claude Code, Codex, OpenCode 4 2,699 tok
livekit-examples/agent-starter-python docs.livekit.io A complete voice AI starter for LiveKit Agents with Python. 272 Claude Code, Codex, OpenCode 2 1,240 tok
rcieri/glab-tui A terminal user interface (TUI) for GitLab/GitHub, built on top of glab/gh. Browse issues, 272 Codex, OpenCode 1 26,610 tok
oasm-platform/open-asm oasm.io Open-source Attack Surface Management. Discover assets. Identify exposure. Own your securi 272 Claude Code, Codex, OpenCode 24 6,531 tok
open-mercato/skills openmercato.com Enterprise AI Engineering skills we coined at Open Mercato (1.2M+ lines of code ERP built 272 Codex, OpenCode 1 3,826 tok
loulanyue/awesome-claude-notes Community-maintained distribution of reusable AI coding agents, commands, skills, hooks, a 271 Claude Code, Codex, OpenCode 2 2,268 tok
qualixar/superlocalmemory superlocalmemory.com Open-source governed, local-first memory control plane for AI agents and teams. arXiv:2608 271 Codex, GitHub Copilot, OpenCode 2 2,203 tok
nyatinte/ccexp npmjs.com interactive terminal interface for discovering, previewing, and managing Claude Code confi 270 Claude Code, Codex, OpenCode 5 3,803 tok
AkaraChen/aghub aghub.akr.moe One hub for every AI coding agent. Unified configuration management for 22+ assistants. 270 Claude Code, Codex, OpenCode 27 6,965 tok
isaac-sim/IsaacAutomator Isaac Workstation in the Clouds ☁️ 270 Claude Code, Codex, OpenCode 2 1,037 tok
onesuper/tui-use tui-use lets agents interact with programs that expect a human at the keyboard — REPLs, de 270 Claude Code, Codex, OpenCode 6 218 tok
duckduckgo/apple-browsers duckduckgo.com DuckDuckGo iOS & macOS browsers 270 Claude Code, Codex, OpenCode 12 312 tok
chaxus/ran ran.chaxus.com ranui — a Web Components UI library — plus ranuts utilities. Hand-built frontend infrastru 269 Codex, OpenCode 2 828 tok
dnouri/pi-coding-agent Emacs frontend for the Pi coding agent 269 Codex, OpenCode 1 4,052 tok
gsd-build/gsd-browser A fast, native browser automation CLI built from the ground up for AI agents, powered by C 269 Codex, OpenCode 1 204 tok
SaberOnGo/public-domain-books-translation Public domain books translation project 269 Codex, OpenCode 1 5,310 tok
Coff0xc/AutoRedTeam-Orchestrator MCP-native security automation workbench (SDK + CLI + MCP) — authorized testing + static A 269 Codex, OpenCode 1 1,747 tok
zapier/sdk docs.zapier.com Agent-readable docs, verified examples, and skill manifest for @zapier/zapier-sdk 269 Claude Code, Codex, OpenCode 2 2,403 tok
nirholas/three.ws three.ws Give your AI agent a 3D body: text or a photo to a rigged GLB avatar, an LLM brain, a Sola 269 Claude Code, Codex, OpenCode 60 5,940 tok
saeloun/miru-web miru.so Miru | Time Tracking and Invoicing and Employee Benefits. Built using Ruby On Rails and Re 268 Claude Code, Codex, OpenCode 4 1,466 tok
PacificStudio/openase pacificstudio.ai Ticket-Driven Automated Software Engineering. OpenASE is an all-in-one platform that turns 268 Codex, OpenCode 9 1,518 tok
NomaDamas/katok Agents also have the right to view and search KakaoTalk—from BM25 to Vector Search 268 Claude Code, Codex, OpenCode 2 835 tok
TauCetiProject/TauCeti taucetiproject.org An AIs-welcome Lean library downstream of Mathlib: AI handle the implementation and review 268 Codex, OpenCode 1 2,088 tok
gregs1104/pgbent PostgreSQL Benchmarking Toolkit 267 Codex, GitHub Copilot, OpenCode 2 1,648 tok
bradwmorris/ra-h_os 267 Claude Code, Codex, OpenCode 2 624 tok
przeprogramowani/ai-rules-builder 10xrules.ai Generate "Rules for AI". Quickly ✨ 267 Claude Code, Codex, OpenCode 3 1,055 tok
EvilFreelancer/openapi-to-cli npmjs.com Turns any OpenAPI/Swagger API into an CLI with set of commands. One CLI command per endpoi 267 Claude Code, Codex, OpenCode 2 1,059 tok
manalkaff/opendesign claude.ai/design open-sourced! 267 Claude Code, Codex, Gemini CLI, OpenCode 3 788 tok
jentic/jentic-public-apis jentic.com Directory of OpenAPI specifications for thousands of public APIs. Every API is machine-rea 267 Codex, OpenCode 1 375 tok
qdrant/skills skills.qdrant.tech Agent skills for Qdrant vector search: scaling, performance optimization, search quality, 267 Codex, OpenCode 1 690 tok
wmww/tawc Run Linux programs on Android 267 Claude Code, Codex, OpenCode 3 2,375 tok
agent-era/devteam Run a team of local coding agents in your terminal. Launch multiple Claude Code, Codex or 266 Claude Code, Codex, OpenCode 2 4,175 tok
Evokoa/pgContext A full AI search engine, built into Postgres. 266 Codex, OpenCode 1 1,455 tok
osovv/grace-marketplace GRACE (Graph-RAG Anchored Code Engineering): open Agent Skills for contract-driven AI cod 266 Claude Code, Codex, OpenCode 3 671 tok
akiselev/ghidra-cli Automate Ghidra reverse engineering from the command line — headless analysis, decompilati 266 Claude Code, Codex, OpenCode 4 767 tok
shaharia-lab/slackcli slackcli.dev Slack CLI for humans and AI agents. Read, send, search and reply across one or many Slack 266 Claude Code, Codex, OpenCode 4 3,882 tok
michellzappa/headroom Local-first AI coding quotas and ship status, on your menu bar, iPhone, Watch and an ESP32 265 Claude Code, Codex, OpenCode 3 8,036 tok
mattrobinsonsre/terrapod Self-hosted, open-source platform for OpenTofu, Terraform, Pulumi and Ansible — a Terrafor 265 Codex, OpenCode 1 20,463 tok
sidorares/react-x11 sidorares.github.io React renderer with X11 as a target 265 Codex, OpenCode 1 32,484 tok
changeroa/StyleGallery describe useful style patterns 265 Codex, OpenCode 1 2,541 tok
spkane/freecad-addon-robust-mcp-server spkane.github.io The FreeCAD Robust MCP server and MCP Bridge Workbench/Addon 265 Codex, OpenCode 1 20,511 tok
gavischneider/awesome-llm-wiki A curated list of foundational blueprints, functional frameworks, and technical guides for 265 Codex, OpenCode 1 42 tok