How real projects configure their agents

24,692 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
huygiatrng/AlpacaTradingAgent arxiv.org AlpacaTradingAgent: Multi-Agents LLM Financial Trading Framework and perform trades on alp 283 Codex, OpenCode 1 209 tok
channprj/kmsg channprj.github.io Unofficial KakaoTalk CLI and native MCP server for macOS — read, watch, and send messages 283 Claude Code, Codex, OpenCode 2 582 tok
OpenEVSE/openevse_esp32_firmware OpenEVSE v6 WiFi gateway using ESP32 283 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,298 tok
jfarcand/mirroir-mcp mirroir.dev Drive a real, stock iPhone (and any macOS app) from any MCP client via iPhone Mirroring — 283 Claude Code, Codex, OpenCode 10 8,288 tok
DMontgomery40/bambu-printer-mcp dmontgomery40.github.io MCP server for Bambu Lab 3D printers — STL manipulation, BambuStudio or FULU/orca slicing 283 Claude Code, Codex, OpenCode 2 3,865 tok
tfutils/tfscaffold 282 Codex, GitHub Copilot, OpenCode 3 4,082 tok
pwno-io/pwno-mcp docs.pwno.io MCP for Pwn 282 Codex, OpenCode 1 996 tok
Qiuner/ai-application-roadmap A bilingual map of AI engineering evolution, real-world AI usage patterns, and vibe coding 282 Claude Code, Codex, OpenCode 2 847 tok
fpytloun/mnemory A self-hosted, secure, feature-rich memory system for AI agents and assistants. Provides i 282 Codex, OpenCode 1 4,292 tok
jumbocontext/cli jumbocontext.com Memory and Context Orchestration for Coding Agents 282 Codex, OpenCode 1 38 tok
jxnl/dots 281 Codex, OpenCode 1 235 tok
meta-quest/Meta-Spatial-SDK-Samples The Meta Spatial SDK Samples is a collection of code samples and projects that demonstrate 281 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 6 413 tok
luohoa97/cordial luohoa97.github.io Open-source Roblox runtime for Linux. Cordial runs the Roblox client natively, no Wine, no 281 Claude Code, Codex, OpenCode 2 10,800 tok
snolab/CapsLockX snolab.github.io Manipulate your computer like a hacker! 280 Claude Code, Codex, OpenCode 2 4,443 tok
arnaldo-delisio/claude-code-studio Transform Claude Code into a complete development studio with 40+ specialized AI agents, M 280 Claude Code, Codex, OpenCode 2 1,675 tok
shangyankeji/super-dev superdev.goder.ai Engineering workflow layer for AI coding tools with specs, review, quality gates, and trac 280 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 9 11,166 tok
antfu/ghfs GitHub issues/PRs as filesystem, for offline view and operations in batch. Designed for hu 280 Codex, OpenCode 1 2,139 tok
ferro-labs/ai-gateway docs.ferrolabs.ai Unified AI Gateway for 30+ LLMs (OpenAI, Anthropic, Bedrock, Azure etc) with Caching, Guar 280 Claude Code, Codex, OpenCode 2 22,001 tok
Google-Health-API/google-health-cli developers.google.com Google Health CLI — one command-line tool for the Google Health API. Includes AI agent ski 279 Codex, OpenCode 1 570 tok
OpenDrone-hw/OpenESC-20x20 opendrone.be Open-source 4-in-1 AM32 ESC for FPV drones. 20x20 mm, 2-6S, one MCU per motor, CERN-OHL-S- 279 Codex, OpenCode 1 2,974 tok
mohitmishra786/low-level-dev-skills lowleveldevskills.com A curated suite of AI agent skills for systems and low-level programming with C/C++, Rust, 279 Codex, OpenCode 1 1,206 tok
s-stefanov/actual-mcp Model Context Protocol for Actual Budget API 279 Claude Code, Codex, OpenCode 2 1,715 tok
GoogleContainerTools/config-sync Config Sync - used to sync Git, OCI and Helm charts to your clusters. 279 Codex, OpenCode 1 738 tok
vidarh/writing-a-compiler-in-ruby hokstad.com Code from my series on writing a Ruby compiler in Ruby 278 Claude Code, Codex, OpenCode 2 4,366 tok
intertwine/dspy-agent-skills Production-grade DSPy 3.2.x agent skills + validated end-to-end examples for Claude Code a 278 Claude Code, Codex, OpenCode 2 1,892 tok
six-ddc/ccbot Telegram ↔ tmux bridge for Claude Code: 1 topic = 1 window = 1 session 278 Claude Code, Codex, OpenCode 2 1,409 tok
microsoft/clarity-agent Distill intent. Surface failure modes. Keep the plan current. 278 Codex, OpenCode 1 2,335 tok
monotykamary/pi-fabric npmjs.com A programmable tool and agent runtime for Pi 278 Codex, OpenCode 1 1,296 tok
shuyu-labs/WebCode wc.tree456.com WebCode is a browser-based AI coding platform that lets you remotely run CLI assistants li 277 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,707 tok
JuliaFEM/JuliaFEM.jl juliafem.github.io The JuliaFEM software library is a framework that allows for the distributed processing of 277 Codex, OpenCode 1 4,258 tok
radix-ng/primitives radix-ng.com Headless, signals-first UI primitives for Angular. Accessible. Customizable. 277 Claude Code, Codex, GitHub Copilot, OpenCode 17 11,190 tok
speakeasy-api/gram speakeasy.com The AI control plane for every agent in your enterprise, built around an enterprise-grade 277 Claude Code, Codex, Gemini CLI, OpenCode 42 3,863 tok
ExpTechTW/DPIP exptech.dev Disaster Prevention Information Platform (防災資訊整合平台) 277 Claude Code, Codex, OpenCode 2 4,348 tok
aws-samples/sample-well-architected-skills-and-steering aws.amazon.com Reusable skills and steering that teach AI coding agents how to apply the AWS Well-Archite 277 Codex, GitHub Copilot, OpenCode 2 2,768 tok
PatilShreyas/debroid Autonomous, headless Android debugger designed for AI coding agents. Inspect runtime memor 277 Codex, OpenCode 1 606 tok
RealMikeChong/ultra-mcp 100x Your Claude Code, Gemini CLI, Cursor and/or any coding tools with MCP client support 277 Claude Code, Codex, OpenCode 2 5,766 tok
ReviewStage/stage-cli stagereview.app A viewer for reviewing local code changes in small individual chapters. Works with any AI 277 Claude Code, Codex, OpenCode 19 2,668 tok
shep-ai/shep shep.bot Ship features 10x faster. Built In Auto: Memory, K8S Agent & Security (SDD+SDLC) . 😇 276 Claude Code, Codex, OpenCode 34 6,191 tok
lsm1103/CC 276 Codex, OpenCode 1 539 tok
oculus-samples/Unity-Phanto Phanto is a showcase of the Meta Quest Mixed Reality APIs. This project demonstrate how to 276 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,044 tok
hyperb1iss/unifly hyperb1iss.github.io 🌐 Elegant UniFi network management CLI & TUI - for humans and agents 276 Claude Code, Codex, OpenCode 2 10,078 tok
srothgan/claude-code-rust srothgan.github.io A native Rust terminal frontend for Claude Code 🦀 276 Claude Code, Codex, OpenCode 2 2,691 tok
CorridorTech/PoseCap 276 Claude Code, Codex, OpenCode 34 3,905 tok
gotgenes/pi-packages Monorepo for @gotgenes pi packages 276 Claude Code, Codex, OpenCode 31 2,892 tok
3169657175/gpt-webcodex Enables the ChatGPT web app to operate on desktop files, including reading, creating, and 276 Codex, OpenCode 1 1,363 tok
zditor/zditor-docs zditor.com 275 Codex, OpenCode 1 402 tok
Amal-David/keyleak-detector Runtime leak detector for modern web apps - finds exposed API keys, validates BaaS misconf 275 Claude Code, Codex 2 —
getsentry/sentry-for-ai Teach your AI coding assistant how to use Sentry - setup, debugging, alerts, and more 275 Claude Code, Codex, OpenCode 5 2,252 tok
Travisun/Opptrix opptrix.org Opptrix — AI-driven global multi-market investment research workspace | Open-source LLM re 275 Codex, OpenCode 1 5,262 tok
tmdgusya/roach-pi tmdgusya.github.io Strict engineering discipline and multi-agent orchestration for the pi coding agent 274 Codex, OpenCode 1 436 tok