How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
guguzea/MC-AI-Coding-Assistant-Tool A complete toolkit that helps AI coding assistants such as Cursor and Claude Code write Mi 16 Codex, OpenCode 1 12,079 tok
MoonTzai/debate-coach A debate coach Skill and web app based on the Debate Fundamentals system and the Grill-Me 16 Claude Code 1 5,885 tok
mikrotik-mcp/mikrotik-mcp mikrotik-mcp.usestrict.dev A Bun-native MCP server that turns one or more MikroTik routers into +880 tools your AI ca 16 Claude Code, Codex, OpenCode 32 4,769 tok
seoskillsai/seo-skills-ai seoskillsai.com SEO Skills AI: Universal AI SEO Agent & Technical Optimization Suite across Claude Code, A 16 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 2,614 tok
zaber-dev/free-ai-gateway npmjs.com Enterprise-grade capability-driven AI routing engine, proxy gateway, MCP server, developer 16 Claude Code, Codex, OpenCode 5 1,137 tok
theYahia/tilda-mcp npmjs.com MCP server for Tilda — website builder, page management (Russia). Part of WWmcp — 46 MCP s 16 Claude Code 3
smaramwbc/statewave-grounded-shop-assistant Statewave use case in TypeScript: a grounded product advisor and support assistant, with a 16 Codex, OpenCode 1 1,050 tok
claude-code-expert/carve-harness Harness Engineering for Project 16 Claude Code, Codex, Cursor, OpenCode 43 2,558 tok
jazelly/tokenless Handle agentic tasks using 50+ AI providers on web 16 Codex, OpenCode 1 2,558 tok
rodbv/socratic-skills Claude Code skill: quizzes you on code diffs, specs, and plans to verify understanding bef 16 Claude Code, Codex 2
buldezir/Herdglass Native macOS GUI client for remote Herdr servers, with a GPU terminal via libghostty 16 Codex, OpenCode 1 13,242 tok
kostey/khms-memory Know-how management system - memory for agents 16 Claude Code, Codex, OpenCode 1 4,492 tok
ivalsaraj/NoNoise-Mac Real-time, 100% on-device AI noise cancellation for macOS Silicon. Menu-bar app + CLI. (Fr 16 Codex, OpenCode 1 12,228 tok
ravinperera/ai-token-efficiency-playbook Drop-in instructions, prompts, and workflows to reduce token usage across Codex, Claude Co 16 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,452 tok
liustack/pptwise pptwise.com A real PowerPoint, not a picture or HTML. Tell your AI what to cover and pptwise builds an 16 Claude Code, Codex, OpenCode 2 1,313 tok
beadhive/beadhive beadhive.ai An agentic software factory that closes the loop 16 Claude Code 2 592 tok
mittal-parth/claude-clan playclaude.vercel.app Turn your codebase and GitHub PRs into a live isometric city where AI agents visibly build 16 Claude Code 3 3,351 tok
Caprista/KarvyLoop The agent that learns how you decide - and proves it by never deciding for you. A local-fi 16 Claude Code 1
blwfish/kicad-mcp MCP server for KiCad — 71 tools for AI-assisted electronics design 16 Codex, OpenCode 1 1,386 tok
IdealAuror/all-weather-portfolio Bridgewater All Weather Strategy (China Edition) — Risk Parity backtesting with real A-sh 16 Claude Code 2 3,434 tok
macanderson/stella stella.oxagen.sh A coding agent that builds it's own tools and mines it's own skills and always ships with 16 Claude Code, Codex, OpenCode 4 38,747 tok
Desko77/ai-edt desko77.github.io An MCP server inside 1C:EDT that gives AI agents semantic access to projects—including BSL 16 Claude Code 1 3,487 tok
VibRev/ida-headless-mcp Rust-native, multi-session headless IDA Pro MCP server with isolated workers and stdio or 16 Claude Code 1
LBurny/cadpilot CADPilot is an MCP server that lets AI clients (Claude Code, OpenCode, ZCode) pilot FreeCA 16 Codex, OpenCode 1 4,472 tok
imsai-sh/dsh-1024store deepseek1024.com DeepSeek Harness plugin store, marketplace, and hub — 11,000+ dsh plugins with search, ran 16 Claude Code, Codex, OpenCode 2 3,304 tok
oakoss/agent-skills 16 Claude Code, Codex, OpenCode 4 1,956 tok
openva/richmondsunlight.com richmondsunlight.com The Richmond Sunlight website. 16 Claude Code, Codex, OpenCode 6 2,893 tok
datarobot-oss/datarobot-genai genai.datarobot.com Repository for datarobot-genai library 16 Claude Code, Codex, Cursor, OpenCode 3 260 tok
samuelzxu/claude-evolve 16 Claude Code 1 818 tok
marek-burza/shrubbery 16 Claude Code, Codex, OpenCode 6 4 tok
tommyengstrom/domaindriven 16 Claude Code, Codex, OpenCode 3 610 tok
tsedio/tsed-formio formio.tsed.io Repository dedicated to formiojs. 16 Claude Code, Codex, OpenCode 31 656 tok
varnish/gateway Gateway API implemention for Varnish Cache and Varnish Enterprise 16 Claude Code, Codex, OpenCode 2 6,020 tok
databayt/hogwarts ed.databayt.org Educational automation streamlining operations for students, educators, and school leaders 16 Claude Code, Codex, OpenCode 8 6,529 tok
mahoushoujyo-eee/eshell 16 Claude Code, Codex 23
squirrelsoft-dev/dev 16 Claude Code, Codex, OpenCode 20 521 tok
alexhraber/tensors-to-consciousness Explore the Mathematical Foundations of AI/ML: From Tensors to Consciousness 16 Claude Code, Codex, Gemini CLI, OpenCode 3 2,799 tok
ActiveInferenceInstitute/GEO-INFER GEO-INFER — a 44-module geospatial inference monorepo from the Active Inference Institute. 16 Claude Code, Codex, OpenCode 2 4,424 tok
takehaya/Vinbero A complete subset of SRv6 local function & transit written in XDP and TC 16 GitHub Copilot 1 218 tok
Cloud-Solutions-International/antikythera Automated test generation for spring apps 16 Codex, GitHub Copilot, Cursor, OpenCode 3 896 tok
iOSDevSK/mcp-for-woocommerce mcpforwoocommerce.com WooCommerce MCP Server — WordPress community plugin implementing the Model Context Protoco 15 Codex, OpenCode 1 1,039 tok
Solismuchengxue/dsh_plugin_swift_cycle Swift Cycle governance skill adapter for DeepSeek Harness; user-invoked, version-pinned, a 15 Codex, OpenCode 1 536 tok
NUGURI-7/CoCoWork cocowork.nuguri.org Multi-Agent collaboration platform — supervisor scheduling, direct member connections via 15 Claude Code 1 2,789 tok
masakinihirota/github-copilot-custom-instructions GitHub Copilot instructions 15 GitHub Copilot 1 5,196 tok
DyanGalih/spec-kit-memory-hub Repository-native persistent memory hub for Spec Kit, powered by an SQLite caching optimiz 15 GitHub Copilot 1 662 tok
matthiastjong/shellgate-legacy shellgate.ai Self hosted secure gateway for AI agents. One token. Full control. Complete audit trail. 15 Claude Code, Codex, OpenCode 2 2,794 tok
bluewings1211/codebase-RAG A Retrieval-Augmented Generation (RAG) Model-Controller-Provider (MCP) server designed to 15 Claude Code 3 1,675 tok
bradenleague/UE-Agent-Asset-Toolkit AI-powered Unreal Engine asset inspection toolkit. Analyze Blueprints, Materials, Widgets, 15 Claude Code 2
epicsagas/alcove epicsagas.github.io Alcove is an MCP server that gives AI coding agents on-demand access to your private proje 15 Codex, OpenCode 1 2,191 tok
pinecone-io/skills Pinecone's official Agent Skills library, for use with agentic IDEs such as Cursor, Github 15 Claude Code 1 517 tok