PoloPan Fashion MCP Server README

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?

Code

┌────────────────────────────────────────────────────────────────────────┐
│                        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:

config.json

{
  "mcpServers": {
    "polopan-products": {
      "type": "http",
      "url": "https://mcp-server.polopan.com/mcp",
      "headers": {}
    }
  }
}

Option 3: Local Stdio via NPX / Smithery

Via Smithery CLI:

Terminal

npx -y @smithery/cli install polopan-products-mcp --client cursor

Via Standard NPX:

config.json

{
  "mcpServers": {
    "polopan-products": {
      "command": "npx",
      "args": ["-y", "polopan-products-mcp"]
    }
  }
}

Requires Node.js 18+.

🧰 Available MCP Tools

Tool	Purpose	Key Arguments
`region.get_current`	Inspect active shopping destination, localized currency, and config path	(none)
`region.set_current`	Set active region from natural names ("Dubai", "London", "USA", "France"), currency, or ISO-2. Saved to `~/.polopan/region.json`.	`country`, `mode` (`global`/`local`)
`region.list_supported`	Search 240+ supported destination countries & price groups	`query`, `limit`
`products.search.text`	Search products via natural language with size, price, and gender filters	`query`, `gender`, `price_min`, `size`, `country`, `mode`
`products.search.image_url`	Reverse visual search for identical or similar apparel	`image_url`, `gender`, `price_min`, `country`, `mode`
`products.search.image_upload`	Visual search from local image file or base64	`file_path`, `country`, `mode`
`vision.outfit.detect_pieces`	Deconstruct outfit photos into individual pieces (Tops, Bottoms, Shoes, Bags)	`image_url`, `threshold`
`looks.curation.by_occasion`	Discover 100% in-stock complete looks (Wedding, Party, Date Night, Casual, etc.)	`occasion`, `gender`, `age`, `country`, `mode`, `page`
`products.items.get_by_handle`	Retrieve complete product metadata and all variant details	`handle`
`products.items.get_size_guide`	Full garment dimensions table (chest/waist/hip), unit conversion (`in`/`cm`), and fit matcher	`handle`, `unit`, `desired_size`, `user_chest`, `user_waist`
`products.items.check_stock`	Verify real-time size stock, fabric/fit specifications, and return/shipping SLAs	`handle`, `desired_size`, `size_index`
`checkout.links.get_direct_url`	Generate verified 1-click checkout permalinks with confirmed size index & coupon	`handle`, `size`, `size_index`, `coupon`
`products.search.alternatives`	Find visually similar alternatives in a target price bracket	`handle`, `budget_range` (`0-1500`, etc.), `country`, `mode`
`looks.curation.recommend`	Get complementary cross-catalog matching outfits	`handle` OR `occasion`, `gender`, `country`, `mode`

🌍 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: