MCP server: One MCP server.MCP server: One MCP server.
PoloPan Fashion MCP Server
@rofoso-comRun by its publisher: served from their own domain, namespace checked by the registry.MCP server · External
Fashion & apparel MCP: visual outfit search, stock verification, and 1-click checkout.
Freeno charge per call
One address for any MCP client. No sign-in needed on this server.
What it does
8 read2 other
Grouped by tool name. At most: moves money, runs code or commands, deletes data, or sends messages for you.
What it costs
FreeOdel charges nothing per call. The publisher may charge for its own service.
Tools
10 · grouped by tool name · checked 12 Oct 2026Read · 8Look things up
- products.search.text
- products.search.image_url
- products.search.image_upload
- products.items.get_by_handle
- products.items.check_stock
- checkout.links.get_direct_url
- products.search.alternatives
- looks.curation.recommend
Other · 2Neither hinted nor named
- vision.outfit.detect_pieces
- looks.curation.by_occasion
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) │
└──────────────────────────┴─────────────────────────────────────────────┘
🛠️ 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:
json
{
"mcpServers": {
"polopan-products": {
"type": "http",
"url": "https://mcp-server.polopan.com/mcp",
"headers": {}
}
}
}
Option 3: Local Stdio via NPX / Smithery
Via Smithery CLI:
bash
npx -y @smithery/cli install polopan-products-mcp --client cursor
Via Standard NPX:
json
{
"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
text
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
text
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
text
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:
bash
npm test
📄 License
MIT © PoloPan
