How real projects configure their agents

23,310 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
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 11 3,247 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
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
pharoskgg/hikrobot_camera_mcp 0 Codex, OpenCode 1 808 tok
ProductionMasterAI/production-master-mcp Standalone MCP server for the Production Master hosted incident-investigation service — st 0 Claude Code, Codex, OpenCode 4 1,854 tok
lllli223/codex-workspace-codegraph-mcp 0 Codex, OpenCode 1 201 tok
kiyeonjeon21/anydocs MCP server for fast BM25 search across coding-agent docs (Claude Code, Codex, Cursor, open 0 Claude Code, Codex, OpenCode 2 8,092 tok
JEL-LL/file_utils Anchor-based file reading and editing MCP server for large text files 0 Codex, OpenCode 1 719 tok
docgotham/memsum memsum.ai Shared memory for the people who matter — the Mem·Sum kernel: remote MCP server, Supabase 0 Codex, OpenCode 1 3,186 tok
alexup71rus/Chess-and-MCP-Arena Local chess arena for people and MCP agents. 0 Claude Code, Codex 1
JoseanMeonez/servicenow-mcp Standalone MCP server for ServiceNow Table/Aggregate APIs with an update-set write gate 0 Claude Code, Codex, OpenCode 2 1,811 tok
Perseus-Computing-LLC/perseus-vault-codex Persistent, encrypted, local-first memory for OpenAI Codex agents — a 5-tool MCP server wr 0 Codex, OpenCode 1 496 tok
leo10m2010/mcp-after 0 Codex, OpenCode 1 822 tok
gabrielion/OPNSenseMCP MCP server for OPNsense firewalls — registry-driven REST coverage, fail-closed production 0 Claude Code, Codex, OpenCode 2 1,465 tok
sirasaki-konoha/mop MOP is an MCP server that allows multiple AI agents (LLMs) to collaborate to perform tasks 0 Codex, OpenCode 1 793 tok
altnautica/ADOS-MCP Model Context Protocol server for the ADOS drone platform: read and control a drone or fle 0 Codex, OpenCode 1 1,166 tok
yayaya142/maldroid Local MCP-enabled CLI for secure, static-only Android artifact investigation with llama.cp 0 Codex, OpenCode 1 498 tok
Riddhimaan-Senapati/unofficial-HackerNews-MCP-CLI [Unofficial] HackerNews MCP/CLI 0 Codex, OpenCode 1 1,125 tok
skrepr/ai-performance-mate-extension 0 Claude Code, Codex, OpenCode 2 459 tok
AHappyAtlas/ai-knowledge-center Local-first project context, verification gates, and repo-scoped MCP for coding agents. 0 Codex, OpenCode 1 686 tok
Skayfa/reference-patterns Personal reference of implementation and testing patterns, served as MCP via GitMCP 0 Codex, OpenCode 1 822 tok
wrislin1/civ6-mcp An MCP server that lets LLM agents play Civilization VI. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 5,879 tok
pranay123-stack/aura-card-asp Aura Card — an x402 pay-per-call Agent Service Provider (MCP) for the OKX.AI Genesis Hacka 0 Claude Code, Codex 8
branjesusdev/MCP-azure-arquitecture 0 Claude Code, Codex 7 1,993 tok
Blandskron/blandskron-signals blandskron.cl Plataforma editorial tecnológica de Blandskron operada mediante agentes y MCP. Incluye pub 0 Codex, OpenCode 1 164 tok
Al-Rowads/mcp 0 Codex, OpenCode 1 154 tok
gijs-epping/workflowy-mcp 0 Claude Code, Codex, OpenCode 2 1,540 tok
Ibadat-Ali86/codescope-mcp-preflight Local-first MCP preflight for Codex that discovers existing code before new code is genera 0 Claude Code, Codex, OpenCode 3 1,005 tok
cleberfarias/devscope-mcp Project intelligence and diagnostics for AI coding agents via MCP 0 Codex, OpenCode 1 649 tok
Voice-2026/xiaozhi-mac-mcp 0 Codex, OpenCode 1 1,661 tok
8z2wz746tv-png/Destiny-Web-MCP 0 Claude Code, Codex, OpenCode 2 8,193 tok
jiridudekusy/skype-archive-mcp 0 Claude Code, Codex, OpenCode 2 2,123 tok
Ash-Blanc/hackscout-mcp Agentic hackathon intelligence MCP server — fit scoring, winner playbooks, and public comp 0 Codex, OpenCode 1 278 tok
HiQ-AI/agent-center Cortex Agent Center connector: lets any agent declare capabilities, discover each other, a 0 Codex, OpenCode 1 686 tok
Nighthawk42/wow_api_mcp MCP server for the World of Warcraft addon API: Blizzard generated docs, FrameXML source, 0 Claude Code, Codex, OpenCode 2 1,300 tok
SoftwareSavants/moyasar-mcp Moyasar MCP server demo — Stripe-style payment tools for AI agents, built on Skybridge 0 Claude Code, Codex, OpenCode 2 32 tok