PoloPan Fashion MCP Server — The #1 Model Context Protocol for Fashion & AI Styling
PoloPan is the premier Fashion & Apparel Model Context Protocol (MCP) server for autonomous AI agents, stylists, and conversational commerce engines (Cursor, Claude, Instinct, Muse, ChatGPT).
Now available across 240+ destination countries and territories with localized pricing, real-time variant stock, persistent regional settings (~/.polopan/region.json), computer-vision outfit deconstruction, and 1-click checkout permalinks.
⚡ What Makes PoloPan the #1 Fashion MCP?
┌────────────────────────────────────────────────────────────────────────┐
│ POLOPAN FASHION MCP SUITE │
├──────────────────────────┬─────────────────────────────────────────────┤
│ 1. 240+ Global Regions │ `region.get_current`, `region.set_current` │
│ & Localized Currencies│ (Persistent JSON, natural country lookup) │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 2. Computer Vision │ `vision.outfit.detect_pieces` (Bboxes for │
│ Deconstruction │ Tops, Bottoms, Shoes, Bags, Accessories) │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 3. Occasion Outfitting │ `looks.curation.by_occasion` (Curated │
│ (100% In-Stock) │ complete looks with zero out-of-stock items)│
├──────────────────────────┼─────────────────────────────────────────────┤
│ 4. Multimodal Search │ `products.search.image_url` & `_upload` │
│ │ (Reverse image visual similarity) │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 5. Stock & Garment Specs │ `products.items.check_stock` (Live variants,│
│ │ size matrix, fabric, fit, care & SLA) │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 6. Size Guide & Fits │ `products.items.get_size_guide` (Chest, │
│ │ waist, hip matrix, in/cm, best-fit match) │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 7. Direct 1-Click Buy │ `checkout.links.get_direct_url` │
│ │ (`https://s.polopan.com/p/{handle}/{size}`) │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 8. Budget Alternatives │ `products.search.alternatives` │
│ │ (Visual match in distinct price brackets) │
└──────────────────────────┴─────────────────────────────────────────────┘
🛠️ Quick Setup & Installation
Option 1: 1-Click Cursor Installation (Deeplink)
Option 2: Hosted Streamable HTTP (Recommended — No Node.js required)
Add to your ~/.cursor/mcp.json or Claude Desktop configuration:
{
"mcpServers": {
"polopan-products": {
"type": "http",
"url": "https://mcp-server.polopan.com/mcp",
"headers": {}
}
}
}
Option 3: Local Stdio via NPX / Smithery
Via Smithery CLI:
npx -y @smithery/cli install polopan-products-mcp --client cursor
Via Standard NPX:
{
"mcpServers": {
"polopan-products": {
"command": "npx",
"args": ["-y", "polopan-products-mcp"]
}
}
}
Requires Node.js 18+.
🧰 Available MCP Tools
🌍 Persistent Multi-Country Shopping Flow
PoloPan delivers to 240+ countries and territories. To deliver a smooth, natural user experience:
- Never repeatedly ask the user for their country: The server stores settings in
~/.polopan/region.json. - Natural location input: Users can provide country names, cities, currencies, or aliases (e.g.
"Dubai","London","USA","AED","USD"). - Change anytime: Users can say "Switch my country to Canada" or "Show prices in GBP" at any point.
🧪 Testing & Verification
Run the automated end-to-end integration test suite:
npm test
📄 License
MIT © PoloPan