Mmcp.market

PoloPan Fashion MCP Server

by rofoso-com·io.github.rofoso-com/polopan-fashion-mcp·v1.2.9

Fashion & apparel MCP: visual outfit search, stock verification, and 1-click checkout.

B84/100grade B
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1 stars276 downloads/wk

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PoloPan Fashion MCP Server tools (10, 1 write)

write = sends, deletes, buys or posts
  • checkout.links.get_direct_urlFree

    Generate the direct 1-click checkout purchase URL for a specific product and size index (https://s.polopan.com/p/{handle}/{size_index}). MANDATORY AGENT INSTRUCTION: Only generate or provide this direct link with /{size_index} after the user has explicitly selected/confirmed their size from the available in-stock options. If there is any confusion regarding sizes or if the user is still browsing, provide ONLY the clean base link (https://s.polopan.com/p/{handle}) without /{size_index}.

  • looks.curation.by_occasionFree

    Discover complete curated fashion looks styled for specific occasions (e.g., 'Wedding & Reception', 'Party', 'Casual', 'Cocktail', 'Date Night', 'Club Night', 'Brunch', 'Vacation', 'Formal'). All returned looks are verified 100% in-stock (any look with an out-of-stock item is excluded). MANDATORY AGENT INSTRUCTIONS: 1. Always inform the user of available in-stock sizes, shipping SLA, and return policy for each item. Format negative return days as 'Exchange only |X| days' (e.g. -7 -> 'Exchange only 7 days'). 2. When shortlisting a look, render the product specifications table (Fabric, Pattern, Collar, Sleeves, Fit, Care). 3. Provide the clean base link (https://s.polopan.com/p/{handle}) during browsing/shortlisting. Provide direct 1-click checkout link (https://s.polopan.com/p/{handle}/{size_index}) ONLY after the user's size is finalized.

  • looks.curation.recommendFree

    Get complete recommended outfits. Pass a product 'handle' to find complementary items that style with it, OR pass an 'occasion' (e.g. 'Wedding', 'Party', 'Cocktail', 'Date Night') and 'gender' to discover full occasion looks. All returned looks are verified 100% in-stock (any look with an out-of-stock item is excluded). MANDATORY AGENT INSTRUCTIONS: 1. Always inform the user of available in-stock sizes, shipping SLA, and return policy for each item. Format negative return days as 'Exchange only |X| days' (e.g. -7 -> 'Exchange only 7 days'). 2. When shortlisting a look, render the product specifications table (Fabric, Pattern, Collar, Sleeves, Fit, Care). 3. Provide the base link (https://s.polopan.com/p/{handle}) during shortlisting. Provide direct 1-click checkout link (https://s.polopan.com/p/{handle}/{size_index}) ONLY after the user's size is finalized.

  • products.items.check_stockFree

    Verify real-time stock availability, live discounted pricing, product specifications table (Fabric, Collar, Sleeves, Fit, Bottom, Care Instructions), shipping/return policies, and available sizes for a product. MANDATORY AGENT INSTRUCTIONS: 1. Always tell the user the available in-stock sizes, and display returning & shipping policies (Negative return days = 'Exchange only |X| days'). 2. When presenting/shortlisting products, display the product specifications table. 3. Return the base link (https://s.polopan.com/p/{handle}) during browsing. Provide the direct checkout link (https://s.polopan.com/p/{handle}/{size_index}) ONLY after the user's size is finalized.

  • products.items.get_by_handleFree

    Fetch a single product document by product handle. Returns detailed metadata, variants, in-stock sizes, price details, and the verified short purchase link (https://s.polopan.com/p/{handle}).

  • products.search.alternativesFree

    Find product alternatives within a selected budget range using product image similarity (same logic as extension). Every product url is the PoloPan short purchase link from GET /products/link/{handle} (https://s.polopan.com/p/{handle}; never the raw catalog URL).

  • products.search.image_uploadwrite actionFree

    Upload a local image file (or base64 string) and search PoloPan products using the uploaded image URL. Returns products with available in-stock sizes, pricing, and verified purchase URLs (https://s.polopan.com/p/{handle}).

  • products.search.image_urlFree

    Search PoloPan products using image_url and optional filters. Returns products with available in-stock sizes, pricing, and verified purchase URLs (https://s.polopan.com/p/{handle}).

  • products.search.textFree

    Search PoloPan products using a text query and optional filters. Returns products with available in-stock sizes, specifications table, shipping/return policies, pricing, and verified purchase URLs (https://s.polopan.com/p/{handle}). MANDATORY AGENT INSTRUCTIONS: 1. Always tell the user the available sizes for items, and display returning & shipping policies (Negative return days = 'Exchange only |X| days'). 2. When presenting/shortlisting products, display the product specifications table. 3. Return the base link (https://s.polopan.com/p/{handle}) during browsing. Provide the direct checkout link (https://s.polopan.com/p/{handle}/{size_index}) ONLY after the user's size is finalized.

  • vision.outfit.detect_piecesFree

    Deconstruct an outfit image or photo into individual fashion pieces (e.g. Upper-body garment, Lower-body garment, Dress, Footwear, Bag, Headwear) with bounding box coordinates and confidence scores. Use this to break down full-body look photos and search for matching catalog items for each piece individually.

Public scan report

scanner v0.1.9 · 2026-09-25 · same rubric, same numbers if you re-run it

1 high
  • Code scan2 source files scanned25/25
  • Live reliabilityremote reachable in 2402ms17/20
  • Tool poisoning10 tool descriptions checked15/15
  • Auth qualityopen endpoint exposes 1 write-action tools with no auth3/15
  • Maintenancelast push 0 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year9/10

Findings (1)

  • highWrite-action tools reachable without authenticationauth.open-write
Overall 84/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

What the publisher says

From the PoloPan Fashion MCP Server repository's README, as published. We do not edit it. Read it on GitHub

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`                   │

🛠️ 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

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Install directly

claude mcp add --transport http polopan-fashion-mcp https://mcp-server.polopan.com/mcp/
Add to Cursor

PoloPan Fashion MCP Server: common questions

Is PoloPan Fashion MCP Server safe?
Mostly: it is graded B (84/100). Read the PoloPan Fashion MCP Server safety report
How do I install PoloPan Fashion MCP Server?
It runs remotely at mcp-server.polopan.com. Add it to Claude Code, Claude Desktop or Cursor with the snippets above, or call it through the mcp.market gateway without installing anything.
Does PoloPan Fashion MCP Server need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is PoloPan Fashion MCP Server maintained?
The last commit was 2 days ago (2026-09-25). The latest release is v1.2.9.
Is PoloPan Fashion MCP Server up?
100% of our last 7 checks got an answer. We check remote servers about four times a day.
What can I use instead of PoloPan Fashion MCP Server?
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