How real projects configure their agents

43,695 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
VickyHan924/Self-media-Script 3 Claude Code 2
maybeswapnil/enterprise-mcp Enterprise-grade Model Context Protocol (MCP) server with ServiceNow integration and healt 3 GitHub Copilot 1 216 tok
patrickporto/desktop-agent 3 Codex, OpenCode 1 143 tok
aniruddha-adhikary/gahmen-mcp MCP for Publicly available datasets of the Government of Singapore [Unofficial] 3 Claude Code 1 990 tok
vltansky/explain-changes-mcp 3 Claude Code, Codex, OpenCode 2 699 tok
paulieb89/uk-due-diligence-mcp bouch.dev UK due diligence MCP server — Companies House, corporate research, compliance checks 3 Claude Code 8 1,047 tok
Michael-Obele/sepia sepia.svelte-apps.me A personal, self-hosted remote knowledge-graph memory server for AI coding agents — a drop 3 Codex, OpenCode 1 2,429 tok
masa-san-jp/Agent-Aiko A project for running, developing, and switching Aiko personas with agents such as Codex a 3 Claude Code 5 1,538 tok
airmcp-com/mcp-standards Self-learning AI standards system - learns from corrections and auto-updates CLAUDE.md 3 Claude Code 6 4,653 tok
drohi-r/madrix-mcp ecube-entertainment.com MCP server for MADRIX with 108 tools for storage, layers, cue lists, timelines, groups, au 3 Codex, OpenCode 1 200 tok
spideynolove/memory 3 Claude Code 10
dhannusch/smart-web-crawler-mcp A Model Context Protocol (MCP) server built on Cloudflare Workers that provides intelligen 3 Claude Code 1 961 tok
andrewkriley/cloudflare-dns-cloudflared-mcp Self-Hosted MCP server for admin of Cloudflare DNS and tunnel apps 3 Claude Code 1 1,263 tok
nkyy/claude-code-notify-mcp MCP server for sending notifications from Claude Code with customizable sounds 3 Claude Code 1 4,684 tok
adamkwhite/universal-memory-mcp Universal AI conversation memory system — supports Claude, ChatGPT, Cursor, and custom for 3 Claude Code 1 13,068 tok
tanis2010/yuque-mcp-server Yuque MCP Server - An MCP server for Yuque, providing tools for integration with the Yuque 3 Claude Code 1 987 tok
Quinncuatro/jane-mcp-server Jane is a Model Context Protocol (MCP) server that provides a knowledge management system 3 Claude Code 1 1,202 tok
StealthSurf-VPN/mcp mcp.stealthsurf.space Stateless MCP proxy for the StealthSurf VPN API. Enables AI agents (Claude Desktop, Cursor 3 Codex, OpenCode 1 1,414 tok
bharathgnana/archdiagram Turn an architecture spec into editable diagrams with official vendor service icons (Azure 3 Claude Code, Codex, OpenCode 2 1,287 tok
puran-water/water-chemistry-mcp Consolidated into PuranOS — see github.com/puran-water/puranos-public 3 Claude Code 1 5,898 tok
anhnguyen0905/codex-mcp 3 Claude Code, Codex, OpenCode 3 850 tok
cmwen/min-kb-mcp Minimalist Knowledge Base MCP 3 GitHub Copilot 1 937 tok
tenequm/llms-txt-mcp Lean MCP server for fast llms.txt documentation access 3 Claude Code 1 447 tok
smallpinksquare/codex-history-hub A local-first, source-read-only aggregator for Codex conversations. It indexes one or more 3 Codex, OpenCode 1 244 tok
ljy9303/maplestory-mcp-server Nexon openAPI Maplestory mcp server 3 Claude Code, Codex, OpenCode 2 6,508 tok
Unveil-gg/twine-mcp Unofficial MCP server for Twine 3 Codex, OpenCode 1 219 tok
clay-good/roughlogic.com roughlogic.com Always free field math and reference for the trades. 3 Claude Code, Codex, OpenCode 2 1,304 tok
Doist/twist-ai The tools required for a Twist MCP server 3 Codex, OpenCode 1 419 tok
benoitvx/dvf-mcp-app MCP App affichant les prix immobiliers parisiens par arrondissement (source DVF) 3 Claude Code 1 4,772 tok
BASIC-BIT/vrchat-mcp MCP server for VRChat friends, worlds, groups, events, notifications, and VRCX history. 3 Codex, OpenCode 1 1,604 tok
MCLifeLeader/seq-mcp Seq Open Telemetry MCP Server 3 Claude Code, Codex, GitHub Copilot, OpenCode 6 9,462 tok
Grinv/mal-mcp npmjs.com MyAnimeList MCP server — Tenrai-powered reads plus official MAL personal-list management. 3 Claude Code, Codex, OpenCode 10 3,382 tok
MrRefactoring/atlassian-dc-mcp MCP servers connecting Claude and other AI assistants to self-hosted Atlassian Jira, Confl 3 Claude Code 1 2,256 tok
AntonioBlago/claude-code-seo-starter visibly-ai.com Claude Code blueprint for SEO freelancers & agencies — Visibly AI MCP, full client workflo 3 Claude Code 3 1,100 tok
Skyrxin/sast-mcp-server 3 Claude Code, Gemini CLI 2 3,768 tok
charistas/posokanei-mcp Unofficial read-only MCP server for PosoKanei, exposing Greek supermarket product search, 3 Codex, OpenCode 1 779 tok
cyanheads/ensembl-mcp-server npmjs.com Look up genes, fetch sequences, predict variant consequences, find orthologs and cross-dat 3 Claude Code, Codex, OpenCode 2 12,126 tok
cdeust/ai-architect-mcp-spec ai-architect.tools Cross-platform PRD verifier for Codex, Gemini CLI, Claude Code, CI, and other MCP hosts. D 3 Claude Code 1 231 tok
cyanheads/courtlistener-mcp-server npmjs.com Search and retrieve US court opinions, federal dockets, judge records, citation networks, 3 Claude Code 1 5,980 tok
dfch/biz.dfch.AsdSte100Mcp d-fens.ch An MCP Server for the ASD-STE100 Issue 9 standard. 3 Codex, OpenCode 1 2,412 tok
benswel/qr-for-agent-api QR-as-a-Service API for AI agents — 34 MCP tools, 11 QR types, dynamic links, scan analyti 3 Claude Code 1 3,110 tok
cyanheads/astronomy-mcp-server npmjs.com Offline observational astronomy — planet and moon positions, rise/set, phases, eclipses, a 3 Claude Code, Codex, OpenCode 2 14,850 tok
davidmosiah/strava-mcp wellness.delx.ai MCP server for Strava — bring your activities, segments, athlete data, and training histor 3 Codex, OpenCode 1 152 tok
ericlovold/sanction getsanction.com Agent wallet, credential vault, and governance layer for autonomous AI agents 3 Claude Code, Codex, OpenCode 18 5,408 tok
nifrajs/nifra nifra.dev Full-stack TypeScript framework built for AI agents: typed server and client with no codeg 3 Claude Code, Codex, OpenCode 2 2,352 tok
im-sham/aegis-protocol aegis-protocol.xyz Trustless escrow middleware for AI agent-to-agent transactions. Composes ERC-8004 + x402 o 3 Claude Code 1 3,561 tok
psyb0t/docker-audiolla ciprian.51k.eu Self-hosted audio API in one Docker container. Stem separation, mastering, MIR (BPM/key/ch 3 Claude Code 1
illodev/workfile workfile.illodev.com Repository-native Work, Docs, History and durable Memory for humans and AI agents — Markdo 3 Claude Code, Codex, OpenCode 11 550 tok
iksnerd/adb-mcp adb-mcp.com MCP server for Android — drive emulators and real devices over adb from Claude Code, Curso 3 Claude Code 1
nirajagarwal/bible-mcp nirajagarwal.github.io MCP server for Christian scholarship: BSB/WEB scripture, Greek/Hebrew word data, cross-ref 3 Claude Code 2