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
TYH-labs/unsloth-buddy gaslamp.dev Zero-friction LLM fine-tuning skill for Claude Code, Gemini CLI & any ACP agent. Unsloth o 283 Codex, OpenCode 1 1,134 tok
get-vix/vix getvix.dev Sleek, Fast and Token Efficient AI Coding Agent 283 Codex, OpenCode 1 7,774 tok
akseolabs-seo/AK-Threads-booster AK體 · Data-driven Threads writing advisor. Uses your post history, algorithms, and social 283 Codex, OpenCode 1 1,099 tok
byteseek/Mira Agent-native investment research workspace for evidence-tracked, refreshable investment th 283 Claude Code, Codex, OpenCode 2 1,883 tok
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
xnohat/webobsidian Web based Obsidian Notes App 283 Claude Code 1 612 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
Eigenwise/eigenwise-toolshed eigenwise.github.io Claude Code plugins for the work that keeps coming back: repo maps, conditional rules, tic 283 Claude Code 2 615 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
claudekit/frontend-design-pro-demo claudekit.github.io Frontend Design Pro Demo - Showcasing 11 distinct design aesthetics 282 Claude Code 1 —
jumbocontext/cli jumbocontext.com Memory and Context Orchestration for Coding Agents 282 Codex, OpenCode 1 38 tok
SAP/fundamental-styles sap.github.io SAP Design System component library for building SAP user interfaces with any web technolo 282 Claude Code 5 3,162 tok
TheRealSimon42/simon42-dashboard-strategy Custom Lovelace Dashboard Strategy for Home Assistant — automatically generates dynamic da 282 Claude Code 2 6,481 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
oalanicolas/claude-design-premium Claude Design starter kit for premium design systems 281 Claude Code 1 5,873 tok
vakovalskii/searcharvester Self-hosted search + markdown harvester for AI agents. SearXNG (100+ engines) + FastAPI + 281 Claude Code 1 2,743 tok
lvgalvao/projeto-dados-ia-databricks 281 Claude Code 1 3,917 tok
KorroAi/mue-x korrocorp.com The first self-evolving AI agent. Rewrites its own source code in real-time. 6 AST mutatio 281 Claude Code 2 685 tok
maorcc/gimp-mcp GIMP MCP server 281 Claude Code 1 1,269 tok
dotnetdreamer/open-android-dex Turn any android phone into Desktop class experience including full linux environment with 281 Claude Code 6 29 tok
uisato/ableton-mcp-extended Ableton Live MCP (Model Context Protocol) server that allows control directly through AI a 281 Claude Code 1 —
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
SecurityClaw/SecurityClaw A modular, skill-based autonomous Security Operations Center (SOC) agent that monitors Ope 280 Claude Code 1 —
longyangxi/OpenOffice A visible workspace for AI agents to collaborate as a single team. 280 Claude Code 1 582 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
yennanliu/InvestSkill yennj12.js.org US stock analysis skills for LLMs (Claude code, Gemini ...) | #AI 280 Claude Code, GitHub Copilot, Gemini CLI 3 12,371 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
tombii/better-ccflare The ultimate CC proxy 279 Claude Code 3 3,846 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
ruizrica/agent-pi An extension suite that turns Pi into a multi-agent orchestration platform 278 Claude Code 1 793 tok
microsoft/clarity-agent Distill intent. Surface failure modes. Keep the plan current. 278 Codex, OpenCode 1 2,335 tok
tlehman/litprog-skill Literate programming skill for agent harnesses like Claude Code, OpenCode and Hermes Agent 278 Claude Code 1 764 tok
SensorsIot/Embedded-AI-Harness AI Closed-Loop Programming for embedded systems — the AI writes, flashes, and tests firmwa 278 Claude Code 17 —
monotykamary/pi-fabric npmjs.com A programmable tool and agent runtime for Pi 278 Codex, OpenCode 1 1,296 tok
AgentSystemLabs/nebula 277 Claude Code 3 —