How real projects configure their agents

43,712 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
mjdevaccount/AIStack-MCP MCP-first development environment with community tools 2 Cursor 1 2,545 tok
lonexreb/MCPstudio Postman for MCP servers 2 Claude Code 1 2,472 tok
Coding-Dev-Tools/envault coding-dev-tools.github.io Sync, rotate, and manage .env files across environments securely 2 Codex, OpenCode 1 584 tok
hunchom/claude-code-ssh MCP server giving Claude Code 51 typed SSH tools across your server fleet. Pooled, gated, 2 Claude Code, Codex, OpenCode 11 5,195 tok
bcharleson/slack-agent-cli npmjs.com CLI and MCP server for Slack — channels, messages, DMs, search, and users. npm install -g 2 Codex, OpenCode 1 2,455 tok
ajbarea/ariadne ajbarea.github.io One agent tracing a single entity's evidence across graph, relational, and text stores int 2 Claude Code, Codex, OpenCode 2 617 tok
vedantggwp/grimoire Knowledge base builder — scouts sources, compiles wiki articles, generates study frontends 2 Claude Code 1 826 tok
sdfdu/evopilot Local-first workflow compiler that turns repeated AI-agent work into evidence-backed, qual 2 Codex, OpenCode 1 97 tok
desteny-dev/pc-screen-control MCP server for Windows. Gives an AI the accessibility tree instead of screenshots, so it o 2 GitHub Copilot 1 4,904 tok
sadopc/mcp-server-zig MCP server for Zig language intelligence — diagnostics, formatting, hover, go-to-definitio 2 Claude Code 1 1,069 tok
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
sigvardt/linkedin-buddy Open-source LinkedIn MCP server, LinkedIn CLI, and TypeScript automation toolkit for inbox 2 Codex, OpenCode 1 3,229 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
RichardGeorgeDavis/Codex-Workspace A local-first multi-repo workspace system with shared runtime control, memory, docs, and a 2 Claude Code, Codex, GitHub Copilot, OpenCode 11 1,610 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
nwthomas/oura-ring-mcp-server Oura Ring API model context protocol implementation 2 Claude Code, Codex, OpenCode 2 942 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
OktoLabsAI/okto-pulse-core oktolabs.ai Transport-neutral domain engine for Okto Pulse: governed SDLC workflows, knowledge graph c 2 Claude Code 1 2,155 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
TelecomsXChangeAPi/tcxc-mcp-server telecomsxchange.com MCP server for the TelecomsXChange (TCXC) API — give Claude, OpenAI, Cursor, and any MCP c 2 Claude Code 1 728 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
white1024/agent-nextup white1024.github.io Desktop app that keeps a long project handoff-ready for any AI agent — tasks, decisions an 2 Claude Code 4
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
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
patil-shubham-dev/AgentCall AgentCall is an open-source platform that lets AI agents call you when they need help. Whe 2 Codex, OpenCode 1 347 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
asgard-ai-platform/mcp-newebpay pypi.org MCP Server for NewebPay (藍新金流) — 8 AI-callable payment tools via Model Context Protocol 2 Claude Code 1 461 tok
DoganayBalaban/finance-mcp WealthGuard — MCP server that connects Claude to your Google Sheets for personal finance t 2 Claude Code 1 965 tok