How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
kobie3717/ai-iq AI-IQ: Persistent context system for AI coding assistants. AI doesn't need knowledge — it 18 Claude Code 1 370 tok
mikedemarais/grok-skill Claude Code Skill that routes Twitter/X prompts to Grok-4 Live Search. 18 Claude Code 1 3,500 tok
xuzhougeng/agent-control cc-remote.app one agent or one fleet 18 Codex, OpenCode 1 771 tok
botminter/botminter botminter.ai A batteries-included CLI to bootstrap and manage your autonomous team of coding agents - C 18 Claude Code 2 5,891 tok
zakelfassi/skills-driven-development skdd.dev Agents that learn by doing — and remember how they did it. A methodology for AI agents to 18 Claude Code 1 500 tok
spences10/mcp-turso-cloud 🗂️ A Model Context Protocol (MCP) server that provides integration with Turso databases f 18 Claude Code, Codex, OpenCode 2 259 tok
openfused/openfused openfused.dev OpenFused is a shared memory and messaging layer for AI agents, built on plain files. It 18 Claude Code 1 1,533 tok
freddy-schuetz/n8n-claw-templates n8n-claw.com MCP server skill catalog for n8n-claw 18 Claude Code 1 3,941 tok
neurawork-git/n8n-autopilot Claude Code plugin for building, validating, and deploying n8n workflows via n8nac CLI 18 Claude Code 1 5,354 tok
vigil-agency/vigil vigil.agency The Security Agency That Never Sleeps — AI-powered security operations platform 18 Claude Code 1 580 tok
salacoste/openapi-mcp-swagger salacoste.github.io Solve AI context window limits for API docs | Convert any Swagger/OpenAPI to searchable MC 18 Claude Code, Cursor 34 —
cogniplex/codemem A standalone Rust memory engine for AI coding assistants. Single binary, zero runtime deps 18 Claude Code 1 1,355 tok
evepupil/CloudMind An open-source, user-owned AI memory layer running in your personal Cloudflare account. 18 Claude Code, Codex, OpenCode 2 9,868 tok
oborchers/mcp-server-docy drborchers.com A Model Context Protocol server that provides documentation access capabilities. This serv 18 Claude Code 1 475 tok
movahedan/monobun 🏎️ Monobun: The ultimate Bun-powered monorepo. Entity-driven architecture, Docker-first d 18 Codex, OpenCode 1 1,901 tok
ognistik/ursus Local MCP, CLI, and utilities for Bear. AI for your Notes. 18 Codex, OpenCode 1 732 tok
Vigtu/docmole npmjs.com Dig through any documentation with AI - MCP server for Claude, Cursor, and other AI assist 18 Claude Code 1 5 tok
VirtusLab-Open-Source/astro-strapi-loader astrostrapi.io Integration of Astro with Strapi CMS that enables easy data loading from Strapi Content AP 18 Claude Code, Codex 1 —
check-technologies/mcp-server-check MCP server for the Check Payroll API 18 Codex, OpenCode 1 941 tok
sandeepshekhar26/develop-anything 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,773 tok
chuancyzhang/deepseek-cowork DeepSeek Cowork is a Windows desktop agent workspace built around DeepSeek-style reasoning 18 Codex, OpenCode 1 2,394 tok
naoyoshinori/docker-gemini-cli hub.docker.com A ready-to-use and convenient Docker environment for Google's Gemini CLI (@google/gemini-c 18 Gemini CLI 1 267 tok
xi-kari/crossframe-skill xi-kari.github.io CrossFrame Skill Suite: Chinese-language structural diagnosis, public-issue analysis, orga 18 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 37 12,411 tok
michaelpryor/mcpfortrello Publicly hosted MCP Server for Trello at mcpfortrello.com 18 Claude Code 1 490 tok
gpdir16/tabyAgent A more autonomous, more persistent, and easier alternative to OpenClaw/Hermes. Give it 18 Codex, OpenCode 1 726 tok
silkweave/silkweave silkweave.dev Silkweave Monorepo 18 Claude Code 1 24,349 tok
cdnwetzel/pxx Local-first AI coding agent runtime — your models, fail-closed safety, evidence-gated self 18 Codex, OpenCode 1 511 tok
joshuaalpuerto/mcp-agent Lightweight, focused utilities to manage connections and execute MCP tools with minimal in 18 Claude Code, Codex, GitHub Copilot 5 1,506 tok
conectlens/lenserfight moon.lenserfight.com Turn AI prompts into reusable, versioned Lenses - organize with Tags and Threads, automate 18 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 67 1,849 tok
olyannaa/clickadvisor clickadvisor.lovable.app CLI advisor for ClickHouse query optimization. Formally verified rewrite rules + RAG + MCP 18 Codex, OpenCode 1 783 tok
AgentConnect/awiki-agent-id-message Provide a skill that offers identity, public profile, and end-to-end messaging services fo 18 Claude Code, Codex, OpenCode 2 5,848 tok
miticojo/adk-skill Agent Skill for building AI agents with Google's Agent Development Kit (ADK) in Python, Ja 18 Claude Code, Codex, OpenCode 2 610 tok
fortunto2/solo-factory 57 skills, 2 agents and a sensor harness for Claude Code: research, plan, ship and verify 18 Claude Code 1 3,005 tok
castle-x/skills-x AI Agent Skills Repo 18 Claude Code, Codex, OpenCode 23 1,183 tok
lucifertrj/skills-based-app App demo built using Agent Skills via Google Antigravity 18 Claude Code, Codex 19 —
jayll1303/AIEKit AI Agents skills for AI Engineer 18 Codex, OpenCode 1 311 tok
WayneChou-bot/LLM-Wiki-Agent-Workflow-Demo llm-wiki-agent-workflow-demo.vercel.app Karpathy-inspired LLM Wiki demo: AI agents compile raw sources into a persistent, self-lin 18 Codex, OpenCode 1 368 tok
minh2004pd/chatbotfullpipeline d3qrt08bgfyl3d.cloudfront.net Personalized Multimodal AI Agent via Google ADK & Gemini. Featuring Realtime Soniox STT, L 18 Claude Code 19 4,714 tok
attogram/agents attogram.github.io Standardize your AI collaboration. AGENTS files for your AI. HUMANS files for you. And mo 18 Codex, OpenCode 1 157 tok
aaronsb/claude-code-config Event-driven policy, process, and governance for Claude Code. Ways encode how we do things 18 Claude Code 1 106 tok
leodido/structcli leodido.github.io Define a Go struct. Get a CLI that an agent can discover, call, sandbox, and debug. Flags, 18 Claude Code, Codex 1 —
adidacta/pmf-detective Claude Code plugin for Product-Market Fit validation through 5 structured sprints 18 Claude Code 1 1,508 tok
callobuzz/cob-shopify-mcp callobuzz.com Production-grade MCP server and CLI tool for Shopify Admin GraphQL API — 49+ tools, YAML-e 18 Claude Code 1 1,927 tok
intellectronica/claude-agentsmd Claude Code plugin that syncs AGENTS.md → CLAUDE.md 18 Codex, OpenCode 1 107 tok
robertdcurrier/erddap2mcp ERDDAP interface to LLMs using MCP 18 Claude Code 1 2,300 tok
hichana/goalstory-mcp 18 Claude Code 1 996 tok
Cadasto/openehr-assistant-mcp cadasto.github.io A Model Context Protocol (MCP) Server to assist you on various openEHR related tasks and A 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,466 tok
jame581/LogseqBrain Persistent memory for Claude using a dedicated Logseq graph. Save and load project context 18 Claude Code 3 2,667 tok
celados/mcpx Apple MCP tools ✅ 18 Codex, OpenCode 1 102 tok
SneezeGUI/Hybrid-CLI-Agent Multi-agent CLI orchestrator combining Claude Code, Gemini CLI, and OpenRouter. 18 Claude Code 1 5,590 tok