How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
kirakiray/web-bridge-mcp MCP tools for AI to debug pages 1 Claude Code, Codex, OpenCode 2 179 tok
FireCulex/int Self-hosted, Dockerized AI memory system with MCP server for AI coding assistants to recal 1 Codex, OpenCode 1 1,529 tok
Renzo-Tognella/DecisionsSearch Persistent memory for AI agents — MCP server with hybrid graph+vector search, agent skills 1 Codex, OpenCode 1 595 tok
YokihitoOkiBiz/jetkvm-mcp Model Context Protocol (MCP) server for controlling JetKVM through Playwright and WebRTC H 1 Codex, OpenCode 1 744 tok
patrikmichi/crawlee-mcp 1 Claude Code, Codex, OpenCode 2 693 tok
LiuShiYi1027/ThumbAgent Local-first platform that gives AI agents a real thumb on mobile devices. Local-first mobi 1 Codex, OpenCode 1 1,472 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
haisamar/agentguard agentguard-eight.vercel.app Identity security for AI agents using Auth0, OAuth, MCP, contextual policy 1 Claude Code, Codex, OpenCode 2 159 tok
KrivchenkoEgor/mcp-recipe-shopping-list Model Context Protocol (MCP) server that parses recipes from food.ru, finds products on ma 1 Codex, OpenCode 1 7,026 tok
IrisRainbowNeko/codex-mission-ledger Deterministic MCP control plane for native hierarchical Codex agents. 1 Codex, OpenCode 1 106 tok
Mzzj114/nt-mcp-server MCP server exposing FRC NetworkTables (NT4) to AI agents. Reads/writes/monitors a robot's 1 Codex, OpenCode 1 1,750 tok
EvexU2/evex-agent-messaging Provider-neutral MCP messaging gateway for EVEX coding agents 1 Codex, OpenCode 1 431 tok
Tim0320/IsaacSim-MCP 1 Codex, OpenCode 2 94 tok
paulocesaaars/nix Servidor MCP que expõe um vault do Obsidian 1 Claude Code, Codex, OpenCode 5 1,428 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
dominick253/roku-debug-mcp 1 Codex, OpenCode 1 989 tok
limars874/chatgpt-file-mcp Local read-only, policy-constrained filesystem MCP server 1 Codex, OpenCode 1 84 tok
uzairayed/lc-editor Local MCP video editor. ffmpeg renders 9:16 reels. 1 Codex, OpenCode 1 191 tok
hansakoch/cf-memory-plugin CF Memory Plugin — Cloudflare Agent Memory for AI coding agents and LLM frameworks. Persis 1 Codex, OpenCode 1 691 tok
Gavinxiong668/health-mcp 1 Claude Code, Codex, OpenCode 4 2,291 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
sdewell/code-quorum Multi-agent council for Claude Code and Codex: independent external seats for plans, revie 1 Claude Code, Codex, OpenCode 2 192 tok
Skyline-9/hotels-mcp Comprehensive Travel & Hospitality FastMCP Server: Parallel Hotel Search (Agoda, Booking.c 1 Claude Code, Codex, OpenCode 8 2,684 tok
adefemi-dev/Jcodemunch-mcp 1 Claude Code, Codex, OpenCode 2 31,152 tok
chiraitori/manga-trans Local-first Model Context Protocol (MCP) server & Web Studio for manga/comic scanlation, i 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,377 tok
bmbbms/boss-cli-mcp Boss Zhipin automation CLI with MCP server and batch messaging 1 Codex, OpenCode 1 357 tok
Wulfgardr/work-assistant Gestione locale e indipendente dal provider della posta per persone e agenti AI 1 Codex, OpenCode 1 247 tok
paladini/portmap Stop guessing localhost ports. Deterministic CLI + MCP maps declared configs, OS listeners 1 Claude Code, Codex, OpenCode 2 698 tok
Mik1810/ipe-mcp 1 Codex, OpenCode 1 1,494 tok
jersonmartinez/mcp-github-projects MCP server for managing GitHub Projects V2 boards — 100+ tools for issues, fields, workflo 1 Codex, OpenCode 1 2,691 tok
aneym/unblock One queue for everything your agents need from you. Blockers need an action, grills need a 1 Claude Code, Codex, OpenCode 3 256 tok
CreatorGeetansh/YouTube-MCP Creating a new MCP server to manager your YouTube 1 Claude Code, Codex, OpenCode 2 3,333 tok
davidmosiah/ifood-mcp Unofficial local-first iFood MCP. Checkout fail-closed. 1 Codex, OpenCode 1 193 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
engoetz/sap-adt-mcp MCP server and Python client for the SAP ADT REST API — search, read, write, activate and 1 Claude Code, Codex, OpenCode 2 3,871 tok
rx6ru/strata Portable agent memory with append-only records, verified provenance, MCP tools, and self-h 1 Codex, OpenCode 1 429 tok
will-j-wright/inreview Review local Jujutsu change stacks in VS Code with comment-driven MCP feedback. 1 Codex, OpenCode 1 1,647 tok
veer-mehta/fathom-mcp Crawls docs sites, embeds with BAAI/bge-m3, indexes in pgvector for semantic search. Serve 1 Codex, OpenCode 1 448 tok
Open-Bio/openbio-comfy-mcp Local MCP bridge for inspecting and editing a live ComfyUI canvas. 1 Codex, OpenCode 1 472 tok
meulth/geobs-mcp Open-source MCP server for accessing Basel-Stadt geospatial data via STAC, OGC API Feature 1 Codex, OpenCode 1 118 tok
tottinge/otter-kr A python refactoring support MCP which does git history and code exploration, recommending 1 Codex, OpenCode 1 491 tok
Deploy-Forward/convoy Grok Bot MCP + hop CLI: isolated Windows Terminal bring-up and native harness hops. 1 Claude Code, Codex, OpenCode 2 136 tok
onlyoasis/gzh-mcp WeChat Official Account publishing MCP server: media upload, draft management, and freepub 1 Claude Code, Codex, OpenCode 2 493 tok
spacerocket3/gbrain-code Selective, diff-aware repository cartography for coding agents 1 Codex, OpenCode 1 114 tok
useburrow/furrow-forms furrowforms.com The form backend for vibe-coded websites — MCP server, agent skill, and examples for 33 st 1 Codex, OpenCode 1 203 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 Codex, OpenCode 1 16,754 tok
assafbar2/agentswitchboard.dev agentswitchboard.dev Where humans and agents find each other, signal what they need, and show what they can do. 1 Claude Code, Codex, OpenCode 2 79 tok
dominion525/familiar dominion525.com Control your real macOS Chrome via AppleScript — no DevTools Protocol, no Playwright. 1 Claude Code, Codex, OpenCode 2 956 tok