How real projects configure their agents

23,799 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
meitalbensinai/rate-limit-monitor Claude Code plugin: statusline usage meter + a prompt-submit guard that stops you from bur 2 Claude Code, Codex, OpenCode 1 428 tok
danilods/matilha-skills You lead. Agents hunt. Cognitive + methodological harness for AI-assisted software — 139 s 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,563 tok
msshives-gif/claude-plugins claude context tools — a Claude Code plugin marketplace: subagent context reporting, cross 2 Claude Code, Codex, OpenCode 2 383 tok
punt-labs/biff Team (human+agent) coordination and communication that works across git-repositories and h 2 Claude Code, Codex, OpenCode 3 8,233 tok
philipnee/mvmt security layer between your data and agent! 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 805 tok
SkS-Other/ocserv-admin-mcp It is not a bot, chat runtime, or general agent framework. It provides a constrained local 2 Claude Code, Codex, OpenCode 20 1,724 tok
Cratis/VerticalSlices 2 Claude Code, Codex, GitHub Copilot, OpenCode 75 12 tok
subhangadirli/kagi-translate-mcp npmjs.com Model Context Protocol (MCP) server for Kagi Translate. 2 Claude Code, Codex, OpenCode 2 1,361 tok
alemdarlabs/sage-unreal-mcp npmjs.com MCP server and Unreal Editor bridge for AI-assisted Unreal Engine inspection, automation, 2 Claude Code, Codex, OpenCode 16 2,309 tok
antonio-mello-ai/mcp-google MCP server for google 2 Codex, OpenCode 1 552 tok
nichsedge/ksei Unofficial MCP server for AKSes KSEI (akses.ksei.co.id) portfolio data 2 Claude Code, Codex, OpenCode 2 425 tok
bootpay/bootpay-mcp mcp.bootpay.ai MCP server for Bootpay — Korea's payment platform. AI tools (Claude, Cursor, Windsurf) can 2 Codex, OpenCode 1 4,286 tok
aloki-alok/mcpify Turn any OpenAPI 3.x or Swagger 2.0 spec into a working MCP server in one command. Give Cl 2 Codex, OpenCode 1 471 tok
sandraschi/xkcd-mcp MCP server plus mini webapp for showing xkcd comics. uses official api 2 Claude Code, Codex, Cursor, OpenCode 3 636 tok
tendant/postgres-mcp-go A PostgreSQL MCP (Model Context Protocol) server implementation in Go that provides secure 2 Codex, OpenCode 1 576 tok
carmentacollective/carmenta carmenta.ai A heart-centered AI for creating at the speed of thought 2 Claude Code, Codex, OpenCode 25 950 tok
am-space/own-planner controlcode.space Personal AI strategist & mentor — goals-first planning with an agentic loop. .NET 10 + Mod 2 Claude Code, Codex, GitHub Copilot, OpenCode 8 5,508 tok
gkzhb/crawl4ai-mcp-py A collection of MCP Servers 2 Codex, OpenCode 1 38 tok
beingmartinbmc/jambavan npmjs.com Local-first MCP server that gives any coding agent a persistent memory of your repo: AST c 2 Claude Code, Codex, OpenCode 2 3,396 tok
circle-rd/upki-ca docs.circle-cyber.com A small PKI dedicated to be used in internal infrastructures and Docker deployment using T 2 Codex, OpenCode 1 1,471 tok
dreliq9/llm-intentions An open protocol for turning Android apps into MCP tool servers. CapApps + Hub gateway + I 2 Codex, OpenCode 1 1,679 tok
smithaldon1/deltav-mcp DeltaV MCP Server for Edge API and OPC-UA. Contains a REST API and OPC-UA server with simu 2 Codex, OpenCode 1 3,183 tok
cafeTechne/ableton-11-mcp-for-windows-codex-and-antigravity AI-to-Ableton Live 11 bridge with 220+ MCP tools, music theory generators, and agentic wor 2 Codex, OpenCode 1 2,985 tok
reearth/reearth-cms-mcp cms.reearth.io MCP server for Re:Earth CMS 2 Claude Code, Codex, OpenCode 2 799 tok
dev-manul/kartograf Code map & call-graph MCP server for AI agents. Tree-sitter + SQLite index of PHP/Go/TS co 2 Codex, OpenCode 1 1,422 tok
totalcms/totalcms totalcms.co Project skeleton for Total CMS — install with: composer create-project totalcms/totalcms 2 Codex, OpenCode 1 1,690 tok
Gldywn/gatekeeper trygatekeeper.dev Human-approved bridge between AI agents and your database through Beekeeper Studio. 2 Codex, OpenCode 1 2,143 tok
varienos/agentic-journal Local, observer-first activity journal for AI coding agents with MCP tools, CLI wrappers, 2 Codex, Gemini CLI, OpenCode 2 548 tok
itallstartedwithaidea/claude-googleadsagent ahmeego.com Google Ads Agent — Buddy. The most comprehensive Google Ads + advertising plugin for Claud 2 Claude Code, Codex, OpenCode 2 1,597 tok
Morningstar202604/ScholarSeed gitcode.com Scholarly pipeline with proof-carrying paper processing. 2 Codex, OpenCode 1 1,546 tok
eksdev007/xcodeinstrumentmcp CLI and MCP server for parsing Xcode Instruments traces, ranking hotspots, and generating 2 Codex, OpenCode 6 622 tok
simozampa/clankerchat npmjs.com comms for your coding agents 2 Claude Code, Codex, OpenCode 2 94 tok
JonusNattapong/mcp-mt5 Institutional MetaTrader 5 (MT5) MCP Server — 67 Tools, ICT & SMC Models, Risk Credit Scor 2 Codex, OpenCode 1 2,234 tok
wqjuser/AIQuantificationTools myqt.zxai.fun An auditable quantitative research workstation for individual researchers, featuring marke 2 Codex, OpenCode 1 87 tok
Coding-Dev-Tools/deploydiff coding-dev-tools.github.io Preview infrastructure cost and configuration changes before deploying 2 Codex, OpenCode 1 430 tok
listlessbird/dbml-viz dbml-viz.com simple tool to visualise and share ER diagrams 2 Codex, OpenCode 1 458 tok
soukouki/obsidian_fetch ob.sou7.io MCP servers focused on fetching and presenting information from Obsidian vaults. 2 Codex, OpenCode 1 44 tok
Jelloeater/ulanzi-mcp MCP server and CLI for Ulanzi TC001 Smart Pixel Clock (AWTRIX3 firmware) 2 Codex, OpenCode 1 953 tok
luthersystems/insideout-power insideout.luthersystems.com InsideOut for Kiro IDE — Agentic AI for conversational cloud infrastructure design, setup, 2 Codex, OpenCode 1 1,155 tok
leaf76/session-collab-mcp npmjs.com Provider-agnostic MCP collaboration server: claim files, persist working memory, and preve 2 Claude Code, Codex, OpenCode 2 1,808 tok
tdwhere123/Do-SOUL-Alaya The local-first memory plane for CLI coding agents. Codex and Claude Code attach via MCP; 2 Claude Code, Codex, OpenCode 2 2,052 tok
dreamiurg/datadog-mcp 117 read-only Datadog tools for your AI. Every observability pillar. Zero writes. Zero reg 2 Claude Code, Codex, OpenCode 2 526 tok
trsdn/MistralDocAI-mcp npmjs.com MCP (Model Context Protocol) server for document-to-Markdown conversion using Mistral AI O 2 Codex, GitHub Copilot, OpenCode 2 1,649 tok
HKiOnline/prompter Simple Model Context Protocol Server for storing and calling your custom prompts, powered 2 Codex, OpenCode 1 787 tok
billlzzz26/blink-md High-performance Notion document sync and conversion engine with Universal IR support for 2 Claude Code, Codex, OpenCode 8 4,174 tok
amkisko/scout_apm_mcp.rb rubygems.org Ruby gem providing ScoutAPM API client and MCP (Model Context Protocol) server tools for f 2 Claude Code, Codex, OpenCode 6 4,137 tok
flytohub/flyto-ai flyto2.com Plans new work as Flyto2 workflows, then reuses exact solved procedures without another pl 2 Claude Code, Codex, OpenCode 2 1,866 tok
Holley-Studio/thesmos-governance holley.studio AI governance CLI, GitHub Action, VS Code extension & MCP server — 1,075 rules for Claude, 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 11,045 tok
hybridindie/comfyui_mcp Secure MCP server for ComfyUI — workflow inspection, path sanitization, rate limiting, and 2 Claude Code, Codex, OpenCode 2 5,524 tok
hlebtkachenko/spaceship-mcp MCP server for www.Spaceship.com — domains, DNS, contacts, transfers, SellerHub (27 tools) 2 Codex, OpenCode 1 336 tok