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
karthikyaddana/figma-mcp-free MCP server + Figma plugin that streams live design data to AI coding tools — no API rate l 20 Claude Code, GitHub Copilot 2 887 tok
Honeyfield-Org/ris-mcp-ts MCP Server for the Austrian Legal Information System (RIS) - Access Austrian federal laws, 20 Claude Code 1 12,457 tok
hypercycle-development/mosaic-companion Open desktop runtime for AI agents, tools, and integrations — MCP servers, sandboxed WASM 20 Codex, OpenCode 1 2,534 tok
Azure/azure-functions-skills A repository for Azure Functions skills, prompts, and reusable definitions to support agen 20 Claude Code, Codex, GitHub Copilot, OpenCode 12 2,471 tok
redhat-developer/rhdh-skills Claude Code skill for RHDH plugin lifecycle management 20 Claude Code, Codex, OpenCode 2 2,272 tok
jrollin/cartog cartog.dev Pre-indexed code knowledge graph via treesitter, enchanced query with RAG, MCP server, pri 20 Claude Code, Codex, OpenCode 2 14,264 tok
higebu/3gpp-mcp 20 Claude Code, Codex, OpenCode 2 3,112 tok
jamarpl21/prawo-pl-eli Prawo polskie i UE oraz orzecznictwo z oficjalnych źródeł — 8 skilli (Agent Skills) dla Cl 20 Codex, OpenCode 1 599 tok
davertor/take-notes Turn a YouTube video or a web article into didactic study notes, rendered as a self-contai 20 Codex, OpenCode 1 779 tok
ulises-jeremias/agent-toolkit agent-toolkit.io 🛠️ Composable AI agent toolkit — skills, agents, loops, and MCP templates for Claude Code 20 Codex, OpenCode 1 3,120 tok
nirholas/pump-fun-workers Cloudflare Worker serving read-only pump.fun token tools to AI agents over MCP Streamable 20 Claude Code, Codex, OpenCode 2 459 tok
tyql688/sessionview Browse, search, resume and manage your AI coding sessions in one local desktop app. (Claud 20 Claude Code, Codex, OpenCode 4 2,360 tok
patchloom/patchloom patchloom.github.io Structured file edits for AI agents (JSON/YAML/TOML, markdown, AST, dry-run, MCP). Not a g 20 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 10,152 tok
Ramsbaby/jarvis Frozen reference snapshot (Oct 2026) of a self-hosted AI operations stack — Discord bot + 20 Claude Code 3 1,997 tok
motlin/claude-code-plugins A Claude Code skill for tracking and completing tasks from a markdown task list 20 Claude Code 1 —
sandraschi/virtualization-mcp MCP Server and Webapp for VirtualBox, Hyper-V and Windows sandbox. VM operations, network 20 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,672 tok
SecurityRonin/alaya A memory engine for conversational AI agents, inspired by neuroscience and Buddhist psycho 20 Claude Code 1 96 tok
javded-itres/Holix holix-agent.ru Helix is ​​a powerful self-learning AI agent with memory, skills, and the ability to recal 20 Codex, OpenCode 1 293 tok
helderberto/agent-skills Helder Berto's 🛠️ Battle-tested software engineering skills for AI coding agents 🤖 20 Claude Code, Codex, OpenCode 2 2,238 tok
axonixtools/PocketMCP Turn your Android phone into an MCP (Model Context Protocol) server. AI agents and desktop 20 Codex, Gemini CLI, OpenCode 2 6,597 tok
mana-am/claude-f-me f.mana.am Control wearable haptics by chatting in Claude Code — MCP plugin, live console, simulator, 20 Codex, OpenCode 1 1,179 tok
austenstone/myinstants-mcp myinstants.com MCP server that lets your ai agent press sound buttons. it's not that deep. 20 GitHub Copilot 1 1,027 tok
paulieb89/uk-legal-mcp bouch.dev UK legal research MCP server — case law, legislation, Hansard, bills, committees, HMRC, OS 20 Claude Code 6 4,270 tok
BnJam/stac-mcp An MCP Server for STAC requests 20 Codex, GitHub Copilot, OpenCode 2 5,711 tok
pome-sh/digital-twins pome.sh Test mode for your integrations, built for the way agents build 20 Codex, OpenCode 1 2,928 tok
o-1717986918/arcvellum ArcVellum: a local Agent creative platform for long-form novels, screenplays, and pseudo-d 20 Codex, OpenCode 1 810 tok
fixed-width/glass fixedwidth.tech MCP server: build → see → interact → debug loop over native GUI apps 20 Claude Code, Codex, OpenCode 2 2,569 tok
shahlaukik/money-manager-mcp An MCP (Model Context Protocol) server that enables AI assistants to manage personal finan 20 Claude Code, Codex, OpenCode 2 2,196 tok
Muvon/octobrain octomind.run Persistent memory for AI assistants — semantic search, knowledge graph, and MCP server int 20 Codex, OpenCode 1 2,898 tok
dustinblack/agent-dashboard Real-time dashboard for spawning and controlling AI coding agents across multiple hosts. S 20 Claude Code, Codex, Gemini CLI, OpenCode 3 898 tok
sliday/google-fonts-skill Claude Code skill: Google Fonts typography system generator 20 Claude Code 1 33 tok
supermhel/fengarde supermhel.github.io Open-source, self-hosted security pipeline for IT, AI and OT. Logs in. Evidence out.: OCSF 20 Claude Code 1 1,211 tok
Lay4U/build-your-own-ai-agent 12 practical projects to master AI agents from scratch. No frameworks, no magic — just Pyt 20 Claude Code 1 1,298 tok
tlennon-ie/neurodock neurodock.org A local-first cognitive substrate for neurodivergent professionals. Gives Claude memory, a 20 Claude Code 51 698 tok
jjuanrivvera/canvas-cli canvas-cli.jjuanrivvera.com A powerful command-line interface for Canvas LMS, built with Go. 20 Claude Code, Codex, OpenCode 3 2,828 tok
preslandallan-ui/marketingskills Marketingskills from Corey Haynes 20 Claude Code, Codex, OpenCode 2 2,263 tok
fusedio/fused-render render.fused.io Local file explorer with Python-interactive HTML views 20 Claude Code 4 —
zaplitny/atimelogger-mcp 20 Claude Code, Codex, OpenCode 2 2,787 tok
nilupulk/claude-code-free Run Claude Code CLI for free using OpenRouter - No paid subscription needed 20 Claude Code, GitHub Copilot 2 1,106 tok
wolfenazz/YzPzCode YzPzCode - The Unified Workspace for AI Coding Agents 20 Claude Code, Codex, Gemini CLI 7 19,976 tok
meshcore-ninja/meshcore-ninja meshcore.ninja An open catalog of the MeshCore ecosystem 20 Codex, OpenCode 1 737 tok
Lykhoyda/rn-dev-agent lykhoyda.github.io Claude Code | Codex plugin for React Native — explores codebases, designs architecture, im 20 Claude Code, Codex, OpenCode 1 7,952 tok
s-macke/weltendaemmerung Guide to reverse engineer an old computer game with AI and port it to the web 20 Claude Code 1 600 tok
apinizer/testnizer testnizer.com Free, fully offline cross-platform desktop API client — HTTP, SOAP, gRPC, WebSocket, Graph 20 Codex, OpenCode 1 520 tok
ravinperera/ai-token-efficiency-playbook Drop-in instructions, prompts, and workflows to reduce token usage across Codex, Claude Co 20 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,452 tok
mthines/agent-skills A personal collection of skills for AI coding assistants — covering code review, DX/UX ana 20 Claude Code 1 4,476 tok
watt-mind/factory watt-mind.github.io The factory that builds software — and itself. A runtime for self-improving agentic loops: 20 Claude Code, Codex, Gemini CLI, OpenCode 3 6,952 tok
SimonMedy/DSH-Mobile Unofficial community mobile client for the DeepSeek Harness Web UI. 20 Codex, OpenCode 1 957 tok
tum-gis/3dcitydb-mcp-server A Model Context Protocol (MCP) server that gives AI assistants (Claude Code, Claude Deskto 20 GitHub Copilot 1 74 tok
lee259/oh-my-claudian community.obsidian.md AI Agents in Obsidian: Claude Code, Codex, Cursor, Grok, OpenCode, Oh My Pi, Pi, and DeepS 20 Codex, OpenCode 1 2,248 tok