How real projects configure their agents

31,984 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
noemica-io/design-graph noemica.io AI design tools give you pages. Design Graph gives you flows. A canvas where each node is 18 Claude Code 1
YangsonHung/awesome-agent-skills A collection of AI Agent Skills that provide professional domain capabilities for intellig 18 Claude Code, Codex, OpenCode 2 1,651 tok
trabian/fluxwing-skills fluxwing.com Claude skills for generating ASCII components and screens for humans to review, and AI to 18 Claude Code, Codex, OpenCode 2 5,484 tok
riwsky/iosef a CLI and MCP server for iOS Simulator automation, designed for agents 18 Claude Code 2 376 tok
chrisallenlane/claude-swe-workflows Software Engineering workflows for Claude Code (MIRROR) 18 Claude Code 1 1,224 tok
O0000-code/CC-Workshop A macOS desktop app for managing Claude Code configurations — Skills, MCP Servers, and CLA 18 Claude Code, Codex, OpenCode 5 4,012 tok
powersync-ja/agent-skills powersync.com Official agent skills for PowerSync 18 Claude Code, Codex, OpenCode 2 472 tok
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
yanchuk/claude-plugin-codex Codex plugin that lets Codex consult local Claude Code for advice, reviews, adversarial ch 18 Claude Code, Codex, OpenCode 2 540 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 zakelfassi.github.io Agents that learn by doing — and remember how they did it. A methodology for AI agents to 18 Claude Code 1 500 tok
aiconnai/agentshield aiconnai.github.io 🛡️ The security firewall for AI agent tools & MCP servers (Claude 5, GPT-5.6, Gemini 3.8, 18 Claude Code, Codex, OpenCode 2 7,275 tok
spences10/mcp-turso-cloud 🗂️ A Model Context Protocol (MCP) server that provides integration with Turso databases f 18 Claude Code 1 1,607 tok
blackwell-systems/knowing blackwell-systems.github.io Permanent code intelligence layer. Learns what matters, expires what changed, proves what 18 Claude Code 1 6,413 tok
kriasoft/mcp-client-gen medium.com Turn any MCP server into a type-safe TypeScript SDK in seconds - with OAuth 2.1 and mul 18 Claude Code, Codex, OpenCode 2 1,540 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 3,827 tok
Kevin-Liu-01/Loop loooooop.vercel.app An operator desk for self-updating agent skills. track sources, refresh with agents, versi 18 Claude Code, Codex, OpenCode 3 1,953 tok
neurawork-git/n8n-autopilot Claude Code plugin for building, validating, and deploying n8n workflows via n8nac CLI 18 Claude Code 1 3,312 tok
shawnrushefsky/comfyui-mcp MCP server for ComfyUI - Enables AI assistants to generate images, video, audio, and 3D 18 Claude Code 1 1,475 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
eddiesanjuan/markupr markupr.com Give your AI coding agent eyes and ears. Screen + voice capture → structured Markdown. MCP 18 Claude Code 10 2,979 tok
staticroostermedia-arch/engram glama.ai Geometric agent memory for Agents: 8-tool lean contract, harness injection at wake, sessio 18 Claude Code, Codex, OpenCode 2 3,188 tok
las-team/lastest Lastest Visual Regression Testing - Cloud/Self-hosted version 18 Claude Code 2 3,201 tok
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
m4yk3ldev/notebooklm-mcp MCP server for Google NotebookLM — 32 tools for notebooks, sources, research, and studio c 18 Claude Code, Gemini CLI 2 3,269 tok
chwoerz/reporelay chwoerz.github.io A self-hosted code context engine for MCP. 18 Claude Code, Codex, OpenCode 2 2,403 tok
oborchers/mcp-server-docy A Model Context Protocol server that provides documentation access capabilities. This serv 18 Claude Code 1 475 tok
last9/mithai docs.mithai.dev AI agent framework for infrastructure operations. 18 Claude Code 1 1,000 tok
beyond5959/acp-adapter Bridging Codex , Claude Code and Pi to Agent Client Protocol (ACP) with Go. 18 Claude Code, Codex, OpenCode 2 2,572 tok
l22-io/orchard-mcp MCP server for Apple Calendar, Mail, and Reminders on macOS using native EventKit and Scri 18 Claude Code, Codex, OpenCode 2 1,070 tok
tahirraufkeeyu/software-development-agent-stack--sdas Turn Claude into your team's teammate — 50 ready-to-install skills for engineering, securi 18 Claude Code 1
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
kchyhj/sociology-wiki-template Accuracy-first research wiki template for sociologists using Claude Code 18 Claude Code 1 3,531 tok
merijjeyn/drawpad Communication interface for AI Coding Agents based on excalidraw to go beyond chats. 18 Claude Code, Codex, OpenCode 2 1,435 tok
mkwatson/ai-fastify-template 18 Claude Code, Codex, OpenCode 9 4,501 tok
nexus-substrate/nexus-agents nexus-substrate.github.io Governance substrate for your AI coding agents — adversarial review, drift-detected rules, 18 Claude Code, Codex, Gemini CLI, OpenCode 7 30,817 tok
DanielBlomma/cortex 18 Claude Code 1 419 tok
iAmMccc/ai-essentials Essential AI knowledge — from understanding AI (Tokens, hallucinations, Agents) to using A 18 Claude Code 6
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
shutootaki/gwm Git worktree manager cli. Switch Git contexts with zero friction. Review pull requests, cr 18 Claude Code, Codex, OpenCode 6 1,160 tok
saidsurucu/rlang-mcp-python MCP Server for Running R Language 18 Claude Code 1 3,196 tok
silkweave/silkweave silkweave.dev Silkweave Monorepo 18 Claude Code 1 22,658 tok
hemanth/mcp-web-client mcphost.link A web-based client for connecting to MCP servers with OAuth support 18 Claude Code, Codex 1
Dakera-AI/dakera-deploy dakera.ai Self-hosted Dakera AI memory server — Docker Compose, Kubernetes, Helm, HA cluster setup, 18 Claude Code 2 296 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