How real projects configure their agents

45,053 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
tertiarycourses/TGS-2020503207-AI-Vibe-Coding-for-Multi-Agents-System tertiarycourses.com.sg WSQ AI Vibe Coding for Multi-Agents System (TGS-2020503207) — 11 hands-on labs building co 2 Claude Code 21 —
3z/hacktricks-mcp Fast, self-hostable MCP server giving AI agents token-authenticated full-text search over 2 Codex, OpenCode 1 778 tok
MacromNex/bindcraft_mcp BindCraft MCP server for de novo protein binder design 2 Claude Code 1 737 tok
ajitpratap0/mcp-sdk-go A professional, high-performance implementation of the Model Context Protocol (MCP) specif 2 Claude Code 1 5,779 tok
adeoluwaadesina/genesis-mcp A self-extending Model Context Protocol (MCP) server. Ships with one tool that creates oth 2 Claude Code 1 1,041 tok
ImBIOS/belifoa ⚡ High-performance, compact Linear client & MCP server for AI agents. Reduces prompt conte 2 Codex, OpenCode 1 1,640 tok
onwardplatforms/infracodebase-mcp infracodebase.com Connect your IDE's AI agent to Infracodebase — coding guidelines, rulesets, and CI complia 2 Claude Code 1 —
jamesbrink/mcp-deadmansnitch pypi.org MCP server for Dead Man's Snitch monitoring service - Monitor scheduled tasks and cron job 2 Claude Code 4 1,000 tok
agronetlabs/ATF-AI agronet.ai Infrastructure-agnostic trust and governance protocol for autonomous agents, RWA privilege 2 GitHub Copilot 1 622 tok
stvlynn/dsh.fish dsh.fish Discover and install DeepSeek Harness plugins, skills, MCP servers, agent presets, bundles 2 Claude Code, Codex, OpenCode 3 2,068 tok
Achitokun14/claude-universal One portable bundle bringing 7 AI coding CLIs to feature-parity. Universal rules, hooks, M 2 Claude Code 1 —
SarutobiSasuke8/agent-handoff-mcp Local-first MCP server for bounded, auditable handoffs between AI agents. 2 Codex, OpenCode 1 133 tok
tc-imba/ue-official-mcp tc-imba.github.io Regenerate and publish reference docs for the official Unreal Engine ModelContextProtocol 2 Claude Code 1 1,653 tok
uniatrix/claude-telegram-bridge Drive the full Claude Code agent from Telegram: owner-gated, persistent per-project sessio 2 Claude Code 1 1,661 tok
itsarmaanverma/local-token-saver Locally installed, folder-scoped retrieval-first context for Claude Code / Codex — SQLite 2 Claude Code, Codex, OpenCode 2 766 tok
PageWeave/cms pageweave.dev ☁️ PageWeave CMS – AI-first Website management 2 Codex, OpenCode 1 1,801 tok
timothywarner-org/mcp-teaching-kit anthropic.skilljar.com Course-ready CLI reference for the Model Context Protocol. Demonstrates all six MCP primit 2 Claude Code 1 3,618 tok
EndogenAI/dogma Values ingrained, sovereignty sustained — governance framework for endogenous AI workflows 2 Claude Code, Codex, OpenCode 64 26,171 tok
Skye-flyhigh/mnemo-mcp A portable cognitive memory for AI agents. An MCP server with semantic search and decay. 2 Claude Code 1 834 tok
nicculus/mcp-infra Deploy any MCP server on AWS, GCP, or Azure — serverless, zero idle cost, full CI/CD, no l 2 Claude Code 1 2,499 tok
DrishtantKaushal/LangfuseMCP Langfuse MCP server with built-in analytics. 34 tools — traces, observations, sessions, sc 2 Claude Code 2 —
pproenca/unifi-mcp npmjs.com Local MCP server for the UniFi Network API 2 Claude Code, Codex, OpenCode 7 627 tok
nbialk/chess-mcp chess.niklas.sh Example MCP app with interactive React views — Chess.com player, game & puzzle tools for C 2 Codex, OpenCode 1 491 tok
eliassoares/trilium-fastmcp MCP server for Trilium Notes — exposes the ETAPI as tools for LLMs and AI agents 2 Claude Code, Codex, OpenCode 2 2,578 tok
yeuxuan/mcpane MCPane — a unified desktop control panel for the Claude Code, Codex, and MCP ecosystem. Of 2 Claude Code, Codex, OpenCode 2 4,472 tok
naxe-run/naxe Dependency-aware task graph engine for AI agents. Agents write tasks with dependencies; th 2 Codex, OpenCode 1 961 tok
starbringer/AI-Insights Understand and improve how you use AI coding tools. A local web app that turns raw usage d 2 Claude Code 2 155 tok
yoselabs/a2db Agent-to-Database — CLI and MCP server for AI agents to query databases. 2 Claude Code 1 469 tok
hieutachi/mavlink-mcp Vendor-neutral UAV capability layer + MCP server: connect AI agents to MAVLink drones (PX4 2 Claude Code 1 757 tok
jsharma1105/Koshi Context engineering toolkit for AI agents. 24 MCP tools across retrieval, memory, context, 2 Codex, OpenCode 1 1,869 tok
Wolfe-Jam/bun-sticky-faf FAF CLI for Bun — zero-dependency .faf parser and validator 2 Claude Code 3 1,140 tok
ashrafmusa/agenticana Self-learning AI agent kit for VS Code & GitHub Copilot - 20 agents, ReasoningBank memory, 2 GitHub Copilot 1 1,032 tok
DoganayBalaban/finance-mcp WealthGuard — MCP server that connects Claude to your Google Sheets for personal finance t 2 Claude Code 1 965 tok
mako10k/mcp-llm-generator MCP server for LLM text generation with template management using TypeScript SDK 2 GitHub Copilot 1 386 tok
MacromNex/boltzgen_mcp BoltzGen MCP server for protein binder design 2 Claude Code 1 1,058 tok
cipherfoxie/agent-bench sovgrid.org Measure whether an MCP server or skill actually improves your coding agent. A/B arms, dete 2 Codex, OpenCode 1 784 tok
AxT-Team/uapi-mcp uapis.cn Official MCP (Model Context Protocol) server for UAPI / uapis.cn — 100+ public endpoints e 2 Codex, OpenCode 1 929 tok
SixHq/bed-of-roses bor-os.io An AI companion that lives on your desktop and does things — builds native Mac apps on dem 2 Claude Code 1 4,381 tok
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
lidless-labs/misp-mcp lidless.dev MISP threat intel lives in tabs you never finish reading. misp-mcp turns events, attribute 2 Codex, OpenCode 1 1,059 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
oaslananka/a2amesh oaslananka.github.io TypeScript runtime and operational toolkit for Agent2Agent (A2A) systems: registry-backed 2 Codex, OpenCode 1 1,486 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 4,684 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 1,045 tok
ferrus-dev/ferrus ferrus.dev Deterministic multi-agent orchestration for real software execution. 2 Claude Code, Codex, OpenCode 7 4,701 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