How real projects configure their agents

43,813 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
KauaLealz/vault-mcp-server 0 Codex, OpenCode 1 139 tok
DeployFaith/Hermes_WorldKit_MCP Secure first-party MCP control plane and optional Godot editor bridge for Hermes WorldKit 0 Codex, OpenCode 1 420 tok
clemente-turrubiates/telegram-agent-mcp MCP server (Rust) exposing a Telegram bot for LLM agents to converse and orchestrate tasks 0 Codex, OpenCode 1 719 tok
darthzen/neuvector-mcp MCP server for the SUSE NeuVector container security platform (spec + agent-driven build) 0 Claude Code 7 —
danielk-am/wp-block-catalog-mcp Version-aware WordPress block catalogue MCP with runtime-verified public evidence 0 Codex, OpenCode 1 150 tok
yuanchuangith/js-MCP-Server 0 Claude Code 1 —
efirvida/wakatime-mcp 0 Codex, OpenCode 1 333 tok
doublebearoliver-cyber/mihomo-ai-failover Automatic failover for ChatGPT, Codex, WorkBuddy, Kimi, MiniMax and Mavis on macOS with Cl 0 Codex, OpenCode 1 1,121 tok
Gus2708/sftp-manager MCP server that lets any AI agent safely manage game servers over SFTP — sandboxed paths, 0 Claude Code, Codex, OpenCode 2 3,079 tok
ElvisGoodluck/treads-mcp 0 Codex, OpenCode 1 3,399 tok
thanhnv2210/finpay-mcp-server 0 Claude Code 1 1,319 tok
redgreat/git_mcp_server Git service for agents to inspect code logic 0 Codex, OpenCode 1 1,253 tok
rahdes/NJ_MCP 0 Claude Code 1 1,688 tok
nestordemeure/impresso-mcp MCP server and CLI for impresso — full-text search of the Swiss and Luxembourgish historic 0 Claude Code 2 2,811 tok
azureiraraavis-png/plant-mcp 0 Claude Code 1 1,637 tok
anshux1/health-care-mcp 0 Claude Code, Codex 5 —
SGTCS26/freshbooks-mcp-server FreshBooks MCP server (SilverGate fork — canonical token store) 0 Claude Code, Codex 1 —
clubvillarrealfc-oss/windows-computer-use-mcp Windows Computer Use MCP server - versión propia con correcciones de click UIA 0 Claude Code, Codex, Cursor, OpenCode 3 1,393 tok
jcappele/godot-docs-mcp fork of James Doyle's godot-docs-mcp with windows in mind 0 Codex, OpenCode 1 1,813 tok
badbat75/FattureInCloudMCP MCP server (stdio, TypeScript SDK) bridging the Fatture in Cloud API v2: CRUD on issued/re 0 Claude Code, Codex, OpenCode 2 985 tok
gong-yeongbin/mcp-database An MCP for read-only queries of SQL Server / PostgreSQL / MySQL 0 Claude Code 1 —
charithadevarinti24-boop/example-mcp-server-2 0 Claude Code 1 10 tok
future-beat/relay AI support-triage agent built as a production service: hand-written Claude agent loop, Fas 0 Claude Code 1 6,298 tok
maki198906/-text-processor-mcp An MCP-ready text analysis server with a Gradio UI, allowing AI agents and users to summar 0 Codex, OpenCode 1 518 tok
pingrep/mcp-server keynodex.com Official PingRep MCP server for AI Representatives. Always on. Not the Pinboard CLI. 0 Codex, OpenCode 1 351 tok
Stankye/profiler-mcp EXPERIMENTAL / not hardware-tested — MCP servers for Intel VTune & AMD uProf with mock bac 0 Claude Code 4 654 tok
dunkeln/bright_mcp bright-mcp.vercel.app Agent-oriented Bright Data capabilities over MCP, built with Bun and the OpenAI Apps SDK 0 Claude Code, Codex, OpenCode 2 10 tok
steffipanakal/mcp-hayabusa-Claude 0 Claude Code 2 476 tok
AndyAnh174/read-image-mcp MCP server dùng Gemini để đọc và mô tả ảnh. Hỗ trợ ảnh đơn, nhiều ảnh, và prompt tùy chỉnh 0 Claude Code, Codex 9 —
donnatto/discogs-mcp 0 Claude Code 1 1,193 tok
IDinsight/tlm-authoring-mcp idinsight.github.io MCP server for manipulating Learning Commons ontology aligned knowledge graphs and authori 0 Claude Code 4 9,475 tok
trickyfalcon/mcp-defender 0 Claude Code 1 562 tok
michaelalber/grounded-code-mcp Ground your AI coding agent in the books, standards, and docs you actually trust. A local 0 Claude Code, Codex, OpenCode 2 6,114 tok
Skeptomenos/google-workspace-mcp-advanced Google Workspace MCP server — 50+ async tools 0 Codex, OpenCode 1 509 tok
akshatbatra/attachpad MCP exposed context control center for AI agents 0 Claude Code, Codex 1 —
rodrigopg/mcp-brazil-marketplaces MCP Server para busca de anúncios na OLX Brasil (Python + FastMCP) 0 Claude Code, Codex, OpenCode 2 996 tok
1WorldCapture/codex-as-mcp Convert codex CLI tool to an MCP — unleash the power of GPT-5 0 Codex, OpenCode 1 656 tok
obrien-matthew/mcp-pihole MCP server for Pi-hole v6 0 Claude Code, Codex, OpenCode 2 302 tok
Jogesh6895/mcp-rss-feed-searcher An extensible Model Context Protocol (MCP) server for searching across multiple RSS feed s 0 Codex, OpenCode 1 1,815 tok
mountain-pass/addressr-mcp MCP server for Australian address search and validation via Addressr 0 Claude Code, Codex, OpenCode 3 1,016 tok
DarkMatterProductions/mcp-project-context-server A Python MCP server that gives LLMs persistent, searchable access to project context — doc 0 Claude Code 1 290 tok
SSIG-IT/3cx-mcp-server MCP Server for 3CX Phone System (V20+) — Manage users, extensions, queues, calls, contacts 0 Claude Code 1 1,170 tok
KeyserDSoze/GhostWriterFramework 0 Claude Code, Codex, OpenCode 2 960 tok
asgard-ai-platform/mcp-twfood pypi.org MCP Server for twfood.cc — 6 AI-callable tools for Taiwan agricultural wholesale market pr 0 Claude Code 1 482 tok
hyang0129/pyscope-mcp MCP server exposing Python function- and module-level call graphs for agentic coding. 0 Claude Code 1 1,959 tok
jurislm/entire-mcp MCP server for the Entire CLI — manage AI agent checkpoints and sessions 0 Claude Code 1 1,228 tok
asgard-ai-platform/mcp-tw-judgment MCP server for searching Taiwan judicial judgments (司法院裁判書系統) — 2 AI-callable tools over M 0 Claude Code 1 698 tok
adamdude828/mcp-browser-use 0 Cursor 1 245 tok
Taardisaa/ghidra-api-mcp A MCP server that helps LLMs write (nearly) correct Ghidra scripts by providing API call s 0 Claude Code 1 882 tok
matthieurosset/nas-mcp-server Serveur MCP pour contrôler le NAS Synology 0 Claude Code 1 1,254 tok