How real projects configure their agents

32,008 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
farchanjo/merkle Local-first MCP vault for Claude Code — LLMs hold opaque handles, operators approve every 2 Claude Code, Codex, OpenCode 2 1,940 tok
zjshen14/opencli npmjs.com An open-source, model-agnostic AI coding agent CLI — works with Google Gemini, Anthropic C 2 Claude Code, Codex, OpenCode 2 7,102 tok
uproad/ethotrace A dynamic type checking and signature analysis system for Ruby. Observes method calls duri 2 Claude Code 1 526 tok
VladUZH/wordhoard wordhoard-design-lab.vercel.app Self-hosted registry for your team's Agent Skills and prompts — fork lineage, version diff 2 Claude Code, Codex, OpenCode 2 79 tok
getappz/agentflare agentflare.dev Run AI coding agents efficiently, and coordinate more than one of them. Zero fluff, zero r 2 Claude Code, Codex, OpenCode 9 1,665 tok
kevinten-ai/mcp-image-gen Lightweight MCP server for AI image generation using Google Gemini. Supports Nano Banana 2 2 Claude Code 1 377 tok
chuck00lin/canvai Your AI canvas partner — a shared visual canvas where you and Claude Code (or any MCP agen 2 Claude Code 2 709 tok
NimbleBrainInc/synapse npmjs.com Agent-aware app SDK for the MCP ext-apps protocol. Typed tool calls, reactive data sync, a 2 Claude Code 1 5,151 tok
pankaj28843/docs-mcp-server pankaj28843.github.io Multi-tenant MCP server for documentation search and retrieval. 2 Claude Code, Codex, GitHub Copilot, OpenCode 14 940 tok
ferrus-dev/ferrus ferrus.dev Deterministic multi-agent orchestration for real software execution. 2 Claude Code, Codex, OpenCode 6 4,132 tok
nicksenap/paparazzi Chrome extension + MCP server that lets Claude see and debug your browser 2 Claude Code 1 741 tok
jerfowler/agent-comm-mcp-server MCP server for AI agent task communication and delegation with diagnostic lifecycle visibi 2 Claude Code 8 7,445 tok
matbanik/agentic-genomics Connect whole-genome sequencing data to AI coding assistants via the Model Context Protoco 2 Claude Code, Codex 1
ASH1998/excel-mcp mcp to explore excels 2 Claude Code 1 951 tok
Synapsor/Synapsor-Runner synapsor.ai Let AI agents query and update Postgres/MySQL without raw SQL, unrestricted schema access, 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,188 tok
pusewicz/cf-mcp cf-mcp.fly.dev MCP server providing documentation tools for Cute Framework 2 Claude Code, Codex, OpenCode 6 1,318 tok
gaarutyunov/mcp-anything mcp-anything.ai A stateless Go proxy that turns REST APIs, shell commands, and scripts into MCP tools — no 2 Claude Code 1 1,025 tok
vcth4nh/idesense MCP server for JetBrains IDEs - gives coding agents the IDE's own indexing, navigation & r 2 Claude Code 1 431 tok
danfking/burnish burnish-demo.fly.dev Swagger UI for MCP servers — explore, test, and visualize any Model Context Protocol serve 2 Claude Code 1 2,344 tok
mrboups/xbrain grooveos.app Self-hostable, MCP-native memory backend for teams of humans and AI agents. A FastAPI serv 2 Claude Code 5 5,300 tok
GabrielV-Engineer/AILIENANT Ailienant is a structured engineering agentic OS for VS Code. No vibe coding or unauditabl 2 Claude Code, Codex, OpenCode 2 6,360 tok
nweii/obsidian-remote-mcp Connect your Obsidian vault to MCP clients (Claude etc.) from anywhere to a self-hosted se 2 Claude Code, Codex, OpenCode 2 4,169 tok
psenger/obsidian-markdown-lint-mcp-server Stdio MCP server for Claude Code that lints Markdown, validates front matter against JSON 2 Claude Code 4 2,051 tok
hyperpolymath/boj-server-cartridges Canonical registry of BoJ capability cartridges — each one a machine-checked ABI, a five-s 2 Claude Code 1
myrddian/anchor Source-grounded chunk validation as a primitive. Spring Boot service exposing two interfac 2 Claude Code 1 1,543 tok
khamidov17/vpstack VP2026 voice-privacy research toolkit for AI coding agents. Domain-aware markdown skills + 2 Claude Code, Codex, OpenCode 2 3,966 tok
tripplemay/aigcgateway aigc.guangai.ai Unified OpenAI-compatible AI gateway for 10+ providers — with prompt workflows (Action/Tem 2 Claude Code, Codex, OpenCode 4 2,502 tok
goldenwo/universal-memory Self-hosted, markdown-first memory for LLM agents across devices and sessions 2 Claude Code, Codex, OpenCode 1 173 tok
marianfoo/btp-cf-mcp MCP server for SAP BTP + Cloud Foundry management (read-only PoC) — inspect/manage your BT 2 Claude Code, Codex, OpenCode 2 3,068 tok
jonrad/mcp-terminal-server MCP server that renders interactive xterm.js terminals inline in Claude Code and Claude De 2 Claude Code 1 2 tok
shailesh17/mcp-httpserver-proxy A transparent proxy to bridge a local Model Context Protocol (MCP) server listening over H 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,740 tok
ProjAnvil/Knot AI-powered API documentation hub with MCP integration. Built by AI, designed for AI - enab 2 Claude Code 1 1,921 tok
GeiserX/lynxprompt-vscode VS Code extension for LynxPrompt — browse, pull, and manage AI configuration files (AGENTS 2 Claude Code 1 874 tok
ourostack/ouroboros ouro.bot TypeScript harness for building personal AI agents with durable memory — agents that live 2 Claude Code, Codex, OpenCode 1 4,754 tok
GeiserX/homebrew-lynxprompt Homebrew tap for LynxPrompt CLI 2 Claude Code 1 164 tok
eric-rolph/beamng-mcp Local-first MCP server for BeamNG.drive, BeamNGpy, Lua extensions, and GPU vision 2 Claude Code 1 548 tok
arinelliquebec/cerebro-amigo arinelli.com Clinical SaaS for psychiatry — multi-tenant PostgreSQL with row-level security, immutable 2 Claude Code, Codex, OpenCode 8 8,351 tok
ezocomp118-source/twiko twiko.ai Self-hosted AI agents with their own computers — browser, terminal, files, and long-term m 2 Claude Code, Codex, OpenCode 2 247 tok
tr4m0ryp/linkedin-mcp-server Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to 2 Claude Code, Codex, OpenCode 8 1,879 tok
sandraschi/discord-mcp Discord bot bridge via FastMCP — guilds, messages, moderation, RAG search, agentic workflo 2 Claude Code, Codex, Cursor, OpenCode 4 599 tok
pulseengine/mcp Rust framework for building Model Context Protocol servers and clients. Published to crate 2 Claude Code, Codex, OpenCode 2 1,468 tok
Claudedidthis/claude-my-network-engineer A work-in-progress open-source AI network engineer for UniFi, built as a working laborator 2 Claude Code 6 1,470 tok
albertik322-sudo/mcp-control-plane Open-source MCP 2.0 control plane for Windows, homelab, Docker, MikroTik, Home Assistant, 2 Claude Code, Codex, OpenCode 3 163 tok
PyroDonkey/vexic vexic.dev A persistent memory layer for AI agents 2 Claude Code, Codex, OpenCode 2 5,340 tok
ngs/google-mcp-server go.ngs.io MCP server for Google Workspace APIs - Calendar, Drive, Gmail, Sheets, Docs, and Slides in 2 Claude Code 2 2,146 tok
Jeny-Liu/claude-code-biology-research ?? A comprehensive guide to using Claude Code as an AI-powered assistant for computational 2 Claude Code 1
MohibShaikh/mcp-uplift mohibuddin.com Run legacy MCP stdio servers behind the 2026-07-28 protocol. Translates the removed initia 2 Claude Code, Codex, OpenCode 2 3,468 tok
SciScend/antigravity-scribe sciscend.com An Antigravity (VSCode) extension that capture agents thinking, tool calls & artifacts to 2 Claude Code, Codex, Gemini CLI, OpenCode 4 32 tok
superposed-labs/fluxion-bus Local-first MCP gateway for delegating scoped tasks across Codex, Claude Code, and Antigra 2 Claude Code, Codex, OpenCode 2 1,604 tok
MarkusNeusinger/cite-citadel markusneusinger.github.io LLM-maintained, fully-cited personal wiki in Open Knowledge Format — with an MCP server so 2 Claude Code, GitHub Copilot 5 29,347 tok