How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
GTarkin/zeughaus_mcp 1 Claude Code, Codex, OpenCode 2 473 tok
galatanovidiu/mcp-adapter-implementation-example 1 Codex, OpenCode 1 2,271 tok
Sharmaz/phoenixd-mcp-server Connect a phoenixd bitcoin lightning wallet to your LLM using Model Context Protocol. 1 Codex, OpenCode 1 719 tok
Fascinax/Inspectra Hybrid code audit system powered by deterministic MCP tools and conditional hotspot explor 1 Claude Code, Codex, GitHub Copilot, OpenCode 17 5,418 tok
michelgrolet/people-memory-mcp reseau-grolet.vercel.app A private people graph that gives your AI agent durable memory 1 Codex, OpenCode 1 114 tok
gaato/kbbi-mcp simple MCP server for querying KBBI (Indonesian dictionary) 1 Codex, GitHub Copilot, OpenCode 2 531 tok
hieutv-dng/jira-mcp-server MCP Server for Jira integration with Claude AI - list issues, log work, update, create 1 Claude Code, Codex, OpenCode 2 1,204 tok
jtsang4/better-qdrant-mcp A Model Context Protocol (MCP) server that provides tools to store and retrieve informatio 1 Claude Code, Codex, OpenCode 2 1,206 tok
redhat-community-ai-tools/dci-mcp-server 1 Claude Code, Codex, Cursor, OpenCode 3 4,923 tok
LynkByte/ensemble Comprehensive system design for improving the Ensemble multi-agent orchestration system an 1 Claude Code, Codex, OpenCode 2 1,001 tok
RECTOR-LABS/markitdown-mcp-server MCP server for Microsoft Markitdown - Convert documents (PDF, DOCX, PPTX, images) to clean 1 Claude Code, Codex, OpenCode 2 6,372 tok
dreamiurg/mountaineers-mcp npmjs.com MCP server for The Mountaineers (mountaineers.org) — search activities, courses, trip repo 1 Codex, OpenCode 1 333 tok
GRAMMAC1/error2fix Token-efficient failure diagnosis for CLI and AI coding agents. 1 Claude Code, Codex, OpenCode 3 737 tok
moxus/intervals-icu-mcp-ts MCP Server for intervals.icu 1 Claude Code, Codex, OpenCode 2 1,239 tok
priyanshuchawda/codeaudit Read-only MCP server for AI coding agents: repo inspection, skill routing, code audits, do 1 Codex, OpenCode 1 715 tok
k-wakamatsu-tms/ticktick-mcp-server TickTick Remote MCP Server on Cloudflare Workers 1 Claude Code, Codex, OpenCode 2 1,658 tok
NoMiddleInc/somanylemons-mcp So Many Lemons MCP Server 1 Claude Code, Codex, OpenCode 2 235 tok
TechNickAI/machina MCP gateway giving AI agents remote access to Mac - iMessage, WhatsApp, Notes, Reminders, 1 Claude Code, Codex, OpenCode 4 193 tok
EremesNG/thoth-mem Persistent memory MCP server for AI coding agents, built for durable cross-session context 1 Claude Code, Codex, OpenCode 19 1,372 tok
kdemm3158-hash/kedi-Legal-Assistant An evidence-based legal consultation project integrated with Codex Skill/MCP. It replicate 1 Codex, OpenCode 2 515 tok
igoraguiar/bun-pg-mcp PostgreSQL MCP (Model Context Protocol) server with multi-database support. 1 Codex, OpenCode 1 725 tok
n2400813g/blop-mcp blopai.com MCP-native release confidence control plane for web apps 1 Claude Code, Codex, OpenCode 2 4,752 tok
xanzl/vision-mcp-worker A Cloudflare-based visual recognition MCP that provides some visual capabilities to non-mu 1 Codex, OpenCode 1 360 tok
ellisp97/FlightFinderMCP MCP server enabling Claude to search and compare flights across multiple providers with s 1 Codex, OpenCode 1 4,310 tok
amonstack/gitea_mcp MCP server that exposes Gitea and GitLab repository operations — issues, labels, milestone 1 Codex, OpenCode 1 4,619 tok
cinderl/congatudo_mcp HTTP MCP server (SSE transport) that exposes your Congatudo-powered Cecotec Conga robot va 1 Codex, OpenCode 3 390 tok
sassoftware/sas-score-mcp-serverjs A Model Context Protocol (MCP) server for scoring with SAS Viya 1 Claude Code, Codex, GitHub Copilot 15 912 tok
rex/mcp-apple-obsidian MCP server for Obsidian on macOS. Give Claude full read/write access to your vault. 1 Codex, OpenCode 1 1,638 tok
davidscoreal/cia-diagnose Expert business diagnosis MCP server — 11-dimension analysis with Revenue Leak Score. By C 1 Codex, OpenCode 1 432 tok
nbaradar/obsidian-mcp-server nbaradar.github.io Local MCP Server implementation for Obsidian . Allows multi-vault usage, optimized for tok 1 Codex, OpenCode 1 5,118 tok
SVerITG/Metis_PH A Research Cortex. A research companion for Claude. Your library, notes & memory stay on y 1 Claude Code, Codex, OpenCode 43 10,491 tok
miziodel/navigravity NaviGravity (NG) is an intelligent MCP (Model Context Protocol) server that empowers an AI 1 Claude Code, Codex 1
ValiantEvers/skatt-mcp Lokal MCP-server for norske skatteberegninger, Claude svarer med faktiske tall. Alt kjører 1 Claude Code, Codex, OpenCode 2 2,699 tok
Blekline/blekline-oss app.blekline.com Non-Human Identity & Runtime Enforcement for AI Agents — open-core MCP/SDK to mask, enforc 1 Codex, OpenCode 1 553 tok
PurdueRCAC/globus-mcp Model Context Protocol server implementation to manage Globus endpoints and transfers 1 Claude Code, Codex, OpenCode 10 7,786 tok
dholliday3/blacksmith-usage-mcp Local MCP server for Blacksmith.sh CI usage & cost APIs (unofficial) 1 Claude Code, Codex, OpenCode 2 1,173 tok
mohsinsheikhani/tutorclaw-mcp MCP server for TutorClaw, an AI-powered tutoring system that teaches programming through P 1 Claude Code, Codex, OpenCode 2 746 tok
olssonsten/mcp-redmine A redmine MCP server covering close to 100% of redmines API 1 Codex, OpenCode 1 412 tok
Jame0077/mcp-code-mode 🤖 Enable AI code generation using the Code Execution MCP Server, integrating large langua 1 Codex, OpenCode 1 243 tok
adpena/teadata-mcp Model Context Protocol server and assistant UI for Texas public school data. 1 Codex, Gemini CLI, OpenCode 2 1,541 tok
lidless-labs/n8nctrl lidless.dev n8n automations are locked behind its own UI. n8nctrl hands workflow inspect, validate, ru 1 Claude Code, Codex, OpenCode 2 1,673 tok
atobouh/symapse Symapse indexes a codebase, builds a deterministic call graph, and gives AI agents instant 1 Codex, OpenCode 1 497 tok
teleomorph/pinako-mcp An MCP server that lets Claude, Cursor, or any MCP client organize your Pinako tabs and li 1 Codex, OpenCode 1 588 tok
zachspar/fred-mcp FRED Python MCP server using fred-py-api 1 Codex, OpenCode 1 600 tok
agentspan-ai/mcp-testkit 1 Codex, OpenCode 1 1,441 tok
poliakarmai/bybit-ws t.me AI-Native Trading Engine — Bollinger Grid LONG/SHORT. REST API + MCP for AI agents. 24/7 a 1 Claude Code, Codex, OpenCode 2 3,798 tok
uidaho-nsummers/tdx-cli-mcp TypeScript CLI and MCP server for the TeamDynamix Web API — built for AI coding agents (Cl 1 Claude Code, Codex, OpenCode 2 2,982 tok
torsday/omnifocus-mcp An MCP server exposing the full OmniFocus surface to LLM agents. 1 Codex, OpenCode 1 6,885 tok
aud1ence/obsidian-wiki-mcp MCP server implement Karpathy's LLM Wiki pattern 1 Claude Code, Codex, OpenCode 2 1,899 tok
zzhan111/multi-agents-browser MultiAgentsBrowser (ma-browser) - your real browser as the API, shared safely by many AI a 1 Claude Code, Codex, OpenCode 2 3,738 tok