How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
covagashi/covaga.dev Open Cloudflare platform for EPLAN teams — data-enrichment gym (MCP) + automations 0 Claude Code 1 1,032 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
KanoCifer/DevTaskMcp Agent-native dev task board — investigate needs into well-specified tasks, execute them en 0 Claude Code, Codex, OpenCode 2 2,081 tok
gongpyung/samsin-halmi-mcp Samsin Halmi: MCP server guiding users to official pregnancy and childbirth information 0 Codex, OpenCode 1 484 tok
magnetron01123/foliant Self-hosted MCP-Server: Regel-Nachschlagewerk für D&D 5e (Fassung 2024), Deutsch-first 0 Claude Code 2 1,908 tok
r-rohit/outlook-mcp-readonly Read-only MCP server for classic desktop Outlook on Windows (COM automation) — no OAuth, n 0 Claude Code 1 897 tok
thiskevinwang/mcp-and-oidc 0 Codex, OpenCode 1 207 tok
msadigo/mcp-hayabusa MCP server that wraps Hayabusa for Windows event log (EVTX) forensics scanning 0 Claude Code 3 2,304 tok
Ajaymojo21/tradingview-mcp 0 Claude Code 1 1,873 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
pedroct/mcp-fastapi Servidor da documentação de referências do FastAPI. 0 Claude Code, GitHub Copilot 11 401 tok
simon-tanna/swap-mcp 0 Claude Code 5 1,412 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
Botelho31/copiloto-financeiro Copiloto financeiro pessoal, self-hosted e feito para o Brasil — agente de IA (MCP/Claude) 0 Claude Code 3 —
123jixinyu/email-mcp 0 Claude Code 1 946 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 3,721 tok
mkslge/course-mcp Personal MCP Server to give agents context about the classes im taking 0 Codex, OpenCode 1 796 tok
marcelosmbr2/laravel-mcp-server Application that implements the core functionality of an MCP server. 0 Claude Code 5 1,804 tok
guyoverclocked/forensic-analyzer-mcp 0 Claude Code, Codex, OpenCode 2 364 tok
zhouqingweidev-ops/opencode-mcp 0 Claude Code 1 —
codenameju/ai-product-planner AI-assisted product planning with PRD, requirements, user flows, wireframes, structured co 0 Codex, OpenCode 1 100 tok
KevinLvLight/envmgr-mcp-server MCP server for managing environment access via SSH and browser 0 Claude Code 1 791 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 2,924 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
pablostefan/soma_nexus MCP server for pulling Figma data and preparing Flutter code generation 0 GitHub Copilot 1 90 tok
4il228/Orchestrator-MCP 0 Codex, OpenCode 1 2,338 tok
pharoskgg/hikrobot_camera_mcp 0 Codex, OpenCode 1 808 tok
bbookmind/mcp AI bookkeeping for QuickBooks Online. Open-source MCP server with 14 tools 0 Claude Code 1 217 tok
ProductionMasterAI/production-master Thin-client plugin for the Production Master hosted service — trigger, stream, and review 0 Claude Code, Codex, OpenCode 2 436 tok
AbuJubair7/xpense-mcp 0 Claude Code 1 746 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
Anshiika123/mcp-a Python MCP server 0 Claude Code 1 —
JEL-LL/file_utils Anchor-based file reading and editing MCP server for large text files 0 Codex, OpenCode 1 719 tok
EgiStr/linkedin-mcp 0 OpenCode 1 —
ShadowwMaliqua/vibe-audit-security Security scanner for vibe-coded projects: local CLI and MCP server that catch hardcoded se 0 Claude Code 1 1,980 tok
death-joke/slidev-orchestrator-mcp 0 Claude Code 1 1,521 tok
biterik/calendar-mcp-server 0 Claude Code 1 —
dommy-i/paper-fx-mcp AI demo trading 0 Claude Code 2 —
TiranSpierer/ksp-cli 0 Claude Code 1 534 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
lebac-svg/Atelier An AI architect inside Claude Code — Vietnamese tube houses: TCVN-standard plans, live two 0 Claude Code 5 —