How real projects configure their agents

24,879 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
fso-datawarrior/lab-mcp-identity-server Lab 3: Demonstration MCP server for scoped Okta identity operations with out-of-band human 0 Codex, OpenCode 1 196 tok
LowOrbitLab/camoufox_mcp 0 Codex, OpenCode 1 661 tok
williamcorrea23/androidbuilder-mcp MCP server for MIT App Inventor, AndroidBuilder, Niotron and Kodular — lets LLMs control t 0 Claude Code, Codex, OpenCode 2 1,047 tok
GlassyWorld/Omnifocus-Agent-MCP An AI-assisted MCP for personal OmniFocus task management, forked from themotionmachine/Om 0 Codex, OpenCode 1 1,409 tok
vectojs/numera-mcp Safe local-first MCP server for Numera workbooks. 0 Codex, OpenCode 1 212 tok
zotoio/cursor-symlink-ext-context-mcp 0 Claude Code, Codex, Cursor, OpenCode 9 685 tok
inyfinn/inyfinn-cursor-bridge-mcp Fork MCP Adapter + Cursor IDE abilities for WordPress (Inyfinn) 0 Codex, OpenCode 1 866 tok
theonetheycallneo/harbormaster Authenticated MCP gateway: per-user RAG + a 116-tool registry behind one endpoint, at cons 0 Claude Code, Codex, OpenCode 2 79 tok
roan2008/visual-qa-mcp 0 Claude Code, Codex, OpenCode 2 7,203 tok
LoranaAurelia/CloudmusicMCP My personal CloudmusicMCP and companion Skills 0 Codex, OpenCode 1 230 tok
YegorMy/hive-web Local MCP server for compact web search, page extraction, and safe browser sessions. 0 Codex, OpenCode 1 144 tok
wkzMagician/newton-mcp 0 Claude Code, Codex, OpenCode 2 2,557 tok
teloset/telodocs Scaffold a docs repo that serves as a remote MCP server 0 Codex, OpenCode 1 871 tok
gianniskotsas/personal-coach Personal Coach — a self-hostable memory and retrieval service for personal coaching logs, 0 Claude Code, Codex, OpenCode 2 79 tok
meridun/pemr Personal EMR — local-first family medical record framework (SQLite source-of-truth, CLI+MC 0 Claude Code, Codex, GitHub Copilot, OpenCode 17 12,900 tok
cstria0106/booth-mcp 0 Codex, OpenCode 1 310 tok
Tug/walkie A walkie-talkie for your Claude fleet: hands-free MCP orchestrator over local coding agent 0 Claude Code, Codex, OpenCode 2 1,084 tok
deanmcgowan/mcp-sgu-open-data 0 Codex, GitHub Copilot, OpenCode 2 5,880 tok
avivancos/mcpforwork mcpfor.work Open-core, MCP-first job-search copilot — the LLM is the client (zero server-side LLM). Se 0 Claude Code, Codex, OpenCode 4 2,623 tok
ffelipev2/MCP-Fusion360 0 Codex, OpenCode 1 302 tok
SlugThugLabs/slugaudit slugthuglabs.dev MCP server that gives a coding agent a queryable evidence index of a codebase — symbols, c 0 Codex, OpenCode 1 1,315 tok
pira73br/workspace-mcp Generic secure local MCP platform for authorized development workspaces 0 Codex, OpenCode 1 189 tok
YYC-Cube/YYC3-i18n-Core i18n.yyc3.vip **@yyc3/i18n-core** is the **internationalization infrastructure layer** in the YYC³ (YanY 0 Claude Code, Codex 1 —
maxrotemberg04-spec/equity-desk Grounded AI equity research: hand-rolled fundamentals + DCF from SEC filings; the LLM writ 0 Claude Code, Codex, OpenCode 2 240 tok
avdiam/mcp-agent-hub A local message broker for AI CLI agents - MCP server with durable inboxes, at-least-once 0 Claude Code, Codex, OpenCode 6 3,342 tok
jakobjhartmann/apple-calendar-jxa-mcp MCP server for Apple Calendar on macOS. Runs EventKit via osascript/JXA to survive the har 0 Claude Code, Codex, OpenCode 2 2,501 tok
HappyMonkeyAI/OpenUSPublicDataMCP Federal-first, no-key-first MCP access to high-value US public data sources. 0 Codex, OpenCode 1 197 tok
Oriolshhh/runware-image-mcp Self-hosted MCP server for Runware image generation — full parameter control, exact per-im 0 Claude Code, Codex, OpenCode 2 11,059 tok
crisgon0295/MCP-Siigo-Server 0 Codex, GitHub Copilot, OpenCode 2 1,731 tok
626gl1ch/sentinal-mcp 0 Codex, OpenCode 1 1,286 tok
Zoean-z/video-mcp Teach agents to understand video without complex dependencies or additional costs 0 Claude Code, Codex, OpenCode 2 2,170 tok
sam-mountainman/codex-mcp Claude Code plugin that consults OpenAI Codex models for read-only planning, reasoning, an 0 Codex, OpenCode 1 397 tok
gongpyung/samsin-halmi-mcp Samsin Halmi: MCP server guiding users to official pregnancy and childbirth information 0 Codex, OpenCode 1 484 tok
thiskevinwang/mcp-and-oidc 0 Codex, OpenCode 1 207 tok
smrik/canvas-mcp-server MCP server that pulls Canvas LMS course materials into Obsidian automatically (dormant) 0 Claude Code, Codex, OpenCode 2 2,665 tok
gabrielassisxyz/docs-to-mcp Turn a documentation site into an MCP server your coding agent can search — crawl once wit 0 Claude Code, Codex, OpenCode 2 826 tok
SunrisesIllNeverSee/bestuser-router-mcp signalaf.com BestUserRouter MCP — the marketable intent layer for 'who is the best AI user?' queries. R 0 Codex, OpenCode 1 1,335 tok
Bennyyy28/claude-gpt-launcher A native macOS launcher and Codex MCP bridge for running the Claude Code harness with GPT 0 Codex 1 —
wangsiyi7/grok-codex-bridge Local read-only MCP bridge for using Grok Build as a second opinion inside OpenAI Codex 0 Codex, OpenCode 1 130 tok
sammy-nug/mlh-mcp-server 0 Codex, OpenCode 1 1,782 tok
zhengziha/confluence-mcp A Model Context Protocol (MCP) Server for Confluence Server/Data Center, providing complet 0 Claude Code, Codex, OpenCode 2 804 tok
B-A-M-N/Kontrol MCP development workspace and ACP bridge for controlled, observable collaboration between 0 Claude Code, Codex, OpenCode 15 13,648 tok
mkslge/course-mcp Personal MCP Server to give agents context about the classes im taking 0 Codex, OpenCode 1 796 tok
guyoverclocked/forensic-analyzer-mcp 0 Claude Code, Codex, OpenCode 2 364 tok
codenameju/ai-product-planner AI-assisted product planning with PRD, requirements, user flows, wireframes, structured co 0 Codex, OpenCode 1 100 tok
repoprimer/repoprimer Local-first, read-only project context for coding agents via MCP 0 Codex, OpenCode 1 237 tok
HsinPu/command-bridge-mcp-server 0 Codex, OpenCode 1 7,782 tok
hanjoonchoe/web3-agents-mcp MCP server for on-chain AI agents — discover, inspect, and verify ERC-8004 registered agen 0 Codex, OpenCode 1 1,241 tok
abm-dungtq/tqd-voice 🎙️ Xưởng giọng nói tiếng Việt chạy 100% trên máy bạn — clone giọng từ 5 giây, riêng tư tu 0 Codex, OpenCode 1 1,985 tok
4il228/Orchestrator-MCP 0 Codex, OpenCode 1 2,338 tok