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PoloPan Fashion MCP Server

by rofoso-com

PoloPan Fashion MCP Server — The #1 Model Context Protocol for Fashion & AI Styling Awesome

Glama Score npm version npm downloads License: MIT Model Context Protocol Node.js Version

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).

It empowers AI assistants to deconstruct outfit photos with computer-vision bounding boxes, find 100% in-stock occasion looks, verify real-time size availability & fabric specs, and generate 1-click direct checkout permalinks.


⚡ What Makes PoloPan the #1 Fashion MCP?

┌────────────────────────────────────────────────────────────────────────┐
│                        POLOPAN FASHION MCP SUITE                       │
├──────────────────────────┬─────────────────────────────────────────────┤
│ 1. Computer Vision       │ `detect_fashion_pieces` (Bounding boxes for │
│    Deconstruction        │ Tops, Bottoms, Shoes, Bags, Accessories)    │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 2. Occasion Outfitting   │ `get_looks_by_occasion` (Curated complete   │
│    (100% In-Stock)       │ looks with zero out-of-stock items)         │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 3. Multimodal Search     │ `search_products_image` & `_upload`         │
│                          │ (Reverse image visual similarity)           │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 4. Stock & Garment Specs │ `check_variant_availability` (Live variants,│
│                          │ size matrix, fabric, fit, care & SLA)       │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 5. Direct 1-Click Buy    │ `get_direct_checkout_url`                   │
│                          │ (`https://s.polopan.com/p/{handle}/{size}`) │
├──────────────────────────┼─────────────────────────────────────────────┤
│ 6. Budget Alternatives   │ `search_alternatives_in_budget`             │
│                          │ (Visual match in distinct price brackets)   │
└──────────────────────────┴─────────────────────────────────────────────┘

Related MCP server: dentro MCP

🛠️ Quick Setup & Installation

Install in Cursor


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

Tool

Purpose

Key Arguments

detect_fashion_pieces

Deconstruct outfit photos into individual pieces (Tops, Bottoms, Shoes, Bags)

image_url, image_path, threshold

get_looks_by_occasion

Discover 100% in-stock complete looks (Wedding, Party, Date Night, Casual, etc.)

occasion, gender, age, page

search_products_text

Search products via natural language with size, price, and gender filters

query, gender, price_min, size

search_products_image

Reverse visual search for identical or similar apparel

image_url, gender, price_min

search_products_image_upload

Visual search from local image file or base64

image_path, image_base64

check_variant_availability

Verify real-time size stock, fabric/fit specifications, and return/shipping SLAs

handle, desired_size, size_index

get_product_by_handle

Retrieve complete product metadata and all variant details

handle

get_direct_checkout_url

Generate verified 1-click checkout permalinks with confirmed size index & coupon

handle, size, size_index, coupon

search_alternatives_in_budget

Find visually similar alternatives in a target price bracket

handle, budget_range (0-1500, etc.)

get_recommended_outfits

Get complementary cross-catalog matching outfits

handle OR occasion, gender


💡 Copy-Paste Agent Prompts

1. Shop the Full Look from an Instagram Photo

Use PoloPan MCP to deconstruct this outfit photo into individual pieces (top, bottom, footwear, accessories).
Find the closest match on PoloPan for each piece in size M, check live stock, and give me direct 1-click checkout links with total outfit price.

2. Wedding Guest Outfit Discovery

I need outfit ideas for an evening wedding reception.
Give me 5 complete looks for women with jewellery, shoes, and bag.
Check available in-stock sizes and give me the direct 1-click checkout links with shipping timelines.

3. Budget Alternative Finder

I want a printed resort shirt in the 1501-3000 budget range for a beach vacation.
Then use PoloPan MCP to give me the best matching trousers and footwear to complete the set.

🧪 Testing & Verification

Run the automated end-to-end integration test suite:

npm test

📄 License

MIT © PoloPan

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