PoloPan Fashion MCP Server
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@PoloPan Fashion MCP ServerFind me a date night look under $200 and check size M availability"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
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).
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
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 cursorVia Standard NPX:
{
"mcpServers": {
"polopan-products": {
"command": "npx",
"args": ["-y", "polopan-products-mcp"]
}
}
}Requires Node.js 18+.
🧰 Available MCP Tools
Tool | Purpose | Key Arguments |
| Deconstruct outfit photos into individual pieces (Tops, Bottoms, Shoes, Bags) |
|
| Discover 100% in-stock complete looks (Wedding, Party, Date Night, Casual, etc.) |
|
| Search products via natural language with size, price, and gender filters |
|
| Reverse visual search for identical or similar apparel |
|
| Visual search from local image file or base64 |
|
| Verify real-time size stock, fabric/fit specifications, and return/shipping SLAs |
|
| Retrieve complete product metadata and all variant details |
|
| Generate verified 1-click checkout permalinks with confirmed size index & coupon |
|
| Find visually similar alternatives in a target price bracket |
|
| Get complementary cross-catalog matching outfits |
|
💡 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
This server cannot be deployed
Maintenance
Related MCP Connectors
Virtual try-on and on-model AI fashion photography: catalog search, try-on grids, HD delivery.
AI-agent product catalog: search, lookup & purchase routing over verified merchant data.
AI product photography for fashion sellers: Shopify photo audits, seasonal guides, AI try-on.
Co-purchase intelligence and merchant ops tools for AI shopping, ecommerce, and B2B agents
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