How real projects configure their agents

31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
ashishgituser/bunkervm ashishgituser.github.io Time-travel debugging for AI agent sandboxes — Firecracker microVMs with record, snapshot, 1 Claude Code, GitHub Copilot 2 3,877 tok
sandraschi/invokeai-mcp invoke.ai InvokeAI creative engine bridge - generate (txt2img/img2img/inpaint/upscale), queue, model 1 Claude Code, Codex, Cursor, OpenCode 3 1,335 tok
hachiflow/buzz-mcp-bridge 1 Claude Code, Codex, OpenCode 2 3,039 tok
photonn/dial-pptx-mcp DIAL-aware remote MCP server for PowerPoint generation — extends GongRzhe/Office-PowerPoin 1 Claude Code 1 6,431 tok
samarpassey/maple-procure maple-procure.onrender.com An MCP server over Canada's public tender and award data (CanadaBuys). Scoped auth, proven 1 Claude Code, Codex, OpenCode 2 1,350 tok
OpusProjects/cdmon-mcp Unofficial MCP server and CLI for deploying files and running SQL on cdmon shared hosting 1 Claude Code 1 3,071 tok
AgentNex/zerocrawl-mcp 100% Free & Open-Source Web Crawling MCP Server. Zero-budget, no-API-key web scraping and 1 Claude Code, Codex, OpenCode 2 79 tok
lutfi-zain/reedrich-mcp 1 Claude Code, Codex, OpenCode 11 2,757 tok
kirakiray/web-bridge-mcp MCP tools for AI to debug pages 1 Claude Code, Codex, OpenCode 2 179 tok
patrikmichi/crawlee-mcp 1 Claude Code, Codex, OpenCode 2 693 tok
ar36planet/claude-codex-bridge-public A visible, bidirectional MCP and CLI bridge between Claude Code sessions and Codex TUI thr 1 Claude Code 2
droiddevgeeks/shopify-mcp-demo 1 Claude Code 1 1,917 tok
martijnstegink/apple-notes-reminders-mcp MCP server for Apple Notes and Reminders on macOS. Read, search, create, and organise note 1 Claude Code 2 3,807 tok
upgrade-ventures/upgradeseo upgrade.ventures Truly free, open-source SEO tools you self-host: keyword research, rank tracking, backlink 1 Claude Code, Codex, OpenCode 18 1,300 tok
QuarkOS/Cairn Typed facts that outlive the session. Agents assert, recall, and retract through JSON or M 1 Claude Code, Codex, Cursor, OpenCode 11 557 tok
brunopedrazza/pluggy-mcp-server MCP server read-only para dados financeiros pessoais via Pluggy (Open Finance Brasil). Sel 1 Claude Code 1 837 tok
Beennnn/openbanking-mcp Serveur MCP + CLI pour lire ses comptes bancaires en Open Banking (DSP2/AIS, lecture seule 1 Claude Code 1 2,641 tok
revanthrajeev/spendveto spendveto.com Spend governance for AI agents paying over x402. Payment rails move an agent's money; Spen 1 Claude Code 1 3,570 tok
mcintalmo/godot-engine-mcp 1 Claude Code, Codex 3
tukimtk-design/openworker-ecommerce-mcp MCP Server for Openworker to control Chrome/Edge for Shopee, TikTok Shop, and Lazada produ 1 Claude Code, Codex, OpenCode 2 488 tok
Gavinxiong668/health-mcp 1 Claude Code, Codex, OpenCode 4 2,291 tok
R0Wi/mcp-gateway A lightweight, self-hosted MCP aggregator gateway 1 Claude Code 3 1,661 tok
juanquy/AI-data-refinery drefinery.freshbeats.ai A high-performance, edge-native Data Refinery Engine built on Cloudflare's serverless AI s 1 Claude Code, Codex, OpenCode 51 591 tok
ZiChenWang114514/cdxml-toolkit-community ChemDraw MCP server and Python toolkit for editable CDXML, chemical structure drawing, SAR 1 Claude Code, Codex, OpenCode 2 4,180 tok
CreatorGeetansh/YouTube-MCP Creating a new MCP server to manager your YouTube 1 Claude Code, Codex, OpenCode 2 3,333 tok
JrKrishh/connectr One shared brain for all your AI coding agents - task board, memory and file claims over M 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,473 tok
duanefields/notes-mcp MCP server for Apple Notes on macOS: reads the NoteStore database directly, writes through 1 Claude Code 1 2,098 tok
cuonghuunguyen/bitbucket-mcp MCP server, CLI and Claude skill for Bitbucket Server pull requests 1 Claude Code 1
Roberto-Pecora/nhs-intelligence-mcp NHS waiting times MCP server — live data from RTT and My Planned Care 1 Claude Code 1
marcusyoda/bitbucket-mcp 1 Claude Code 1 1,082 tok
claimidx/claimidx claimidx.com Prior art for AI agents. Public signed claim index of failures other agents have already p 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,966 tok
joeynyc/microduck-mcp microduckhub.com Agent-agnostic MCP server for the Pollen Robotics Microduck 1 Claude Code 1 3,617 tok
onlyoasis/gzh-mcp WeChat Official Account publishing MCP server: media upload, draft management, and freepub 1 Claude Code, Codex, OpenCode 2 493 tok
bigg01/aipod aipod.guggenbuehl.net One binary, two modes: an 🐍MCP server that exercises every MCP feature, or a 🐍pydantic-a 1 Claude Code 1 2,418 tok
javidjamae/ffmpeg-micro-mcp ffmpeg-micro-mcp.vercel.app MCP server for FFmpeg Micro — transcode videos from Claude Desktop and other AI agents 1 Claude Code 1
tallyfy/mcp-public Our public MCP repo for Tallyfy 1 Claude Code 1 469 tok
code4161/memgit memgit.dev Git for AI memory — version-controlled context persistence across Claude, GPT, Gemini, Cur 1 Claude Code, Codex, OpenCode 2 579 tok
NovaLux12/spotify-mcp-server The definitive Spotify MCP server — full non-deprecated Web API coverage, paginated everyt 1 Claude Code 1 1,193 tok
dachhack/stathead Fantasy Football Data Suite 1 Claude Code 1
matematicsolutions/mcp-eureka MCP server for Polish tax interpretations (KIS/MF) via EUREKA (eureka.mf.gov.pl). 550k+ do 1 Claude Code, Codex, OpenCode 2 953 tok
oborchers/tablestakes MCP server for reading and editing HTML/Markdown tables in GitBook-synced documents 1 Claude Code 1 1,195 tok
zx8086/mcp-server-elasticsearch A production-ready Model Context Protocol (MCP) server that connects AI assistants like Cl 1 Claude Code 1 989 tok
fetcher-sh/fetcher-skills 1 Claude Code, Codex, OpenCode 1 2,162 tok
mhlavac/edupage-mcp MCP server for Edupage — access timetables, grades, homework, messages and more from Claud 1 Claude Code 1 1,797 tok
darkcofy/sqlprism darkcofy.github.io SQL codebase indexer with column-level lineage, impact analysis, and MCP server support 1 Claude Code 6 614 tok
joeswann/pocketsmith-mcp 1 Claude Code 1 156 tok
jcharveyjr/claude-chatgpt-agent-bridge Private MCP task broker for delegated work between Claude and ChatGPT/Codex agents. 1 Claude Code, Codex, OpenCode 3 382 tok
aRustyDev/dotfiles 1 Claude Code 1
satoh-y-0323/claude-code-conductor A Claude Code framework centered on multi-agent orchestration. 1 Claude Code 38
Edison-Watch/Custom-MCPs 0 Claude Code, Codex, OpenCode 19 3,080 tok