# PoloPan Fashion MCP Server (remote · mcp-server.polopan.com)

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

- Trust score: 71/100 (medium)
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-09-25

## Components

- remote · `mcp-server.polopan.com`: 71/100 (this document), [markdown](https://verifymcp.io/servers/rofoso-com-polopan-fashion-mcp/mcp-server.md), [page](https://verifymcp.io/servers/rofoso-com-polopan-fashion-mcp/mcp-server)
- npm · `polopan-products-mcp`: 38/100, [markdown](https://verifymcp.io/servers/rofoso-com-polopan-fashion-mcp/polopan-products-mcp.md), [page](https://verifymcp.io/servers/rofoso-com-polopan-fashion-mcp/polopan-products-mcp)

## Channel facts

- Endpoint: `https://mcp-server.polopan.com/mcp/`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.2.9`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-09-25.

- **Endpoint Security**: 74/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 76/100
  - 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 2257 tokens (~205/item across 11 items; 10 tools + 1 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 0/100
  - Stability not yet verified: not enough scan history yet (needs a 30-day window).
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 10 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 11 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

**Unverified: 1 category.** A category scored 0 because we could not verify it: authentication we do not have, an unreachable endpoint, or not enough scan history. We only credit what we can confirm.

## Install

### How do I install the PoloPan Fashion MCP Server server?

PoloPan Fashion MCP Server is a hosted endpoint at https://mcp-server.polopan.com/mcp/, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

### Claude

```bash
claude mcp add --transport http rofoso-com-polopan-fashion-mcp 'https://mcp-server.polopan.com/mcp/'
```

### Cursor

```json
{
  "mcpServers": {
    "rofoso-com-polopan-fashion-mcp": {
      "url": "https://mcp-server.polopan.com/mcp/"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "rofoso-com-polopan-fashion-mcp": {
      "type": "http",
      "url": "https://mcp-server.polopan.com/mcp/"
    }
  }
}
```

### Codex

```toml
[mcp_servers.rofoso-com-polopan-fashion-mcp]
url = "https://mcp-server.polopan.com/mcp/"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "rofoso-com-polopan-fashion-mcp": {
      "type": "remote",
      "url": "https://mcp-server.polopan.com/mcp/",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add rofoso-com-polopan-fashion-mcp --url 'https://mcp-server.polopan.com/mcp/' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  rofoso-com-polopan-fashion-mcp:
    url: "https://mcp-server.polopan.com/mcp/"
```

### Netclaw

```json
{
  "McpServers": {
    "rofoso-com-polopan-fashion-mcp": {
      "Transport": "http",
      "Url": "https://mcp-server.polopan.com/mcp/"
    }
  }
}
```

### Vellum

```bash
assistant mcp add rofoso-com-polopan-fashion-mcp -t streamable-http -u 'https://mcp-server.polopan.com/mcp/'
```

### Other

```json
{
  "mcpServers": {
    "rofoso-com-polopan-fashion-mcp": {
      "type": "http",
      "url": "https://mcp-server.polopan.com/mcp/"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-09-25 (score 71)

First indexed and scored.

## MCP tools (10)

### `products.search.text` (~349 tokens)

Search Products By Text

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.

Input parameters:

- `gender` (string): Target gender filter: 'men', 'women', or 'unisex'
- `page` (integer): Page number for pagination (starts at 1)
- `page_size` (integer): Number of items to return per page (max 100)
- `price_max` (number): Maximum price in local currency
- `price_min` (number): Minimum price in local currency
- `query` (string, required): The search query or style keyword to find fashion items (e.g. 'black leather jacket', 'floral summer midi dress')
- `size` (array): Array of sizes to filter by, e.g. ['S', 'M', 'L', 'XL']
- `sort_by` (string): Sorting criteria for the search results
- `sort_order` (string): Sort order: 'asc' for ascending, 'desc' for descending
- `vendor` (array): List of brand or vendor names to filter by

Output parameters:

- `pagination` (object): Pagination metadata
- `products` (array): List of matching fashion products

### `products.search.image_url` (~210 tokens)

Search Products By Image URL

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}).

Input parameters:

- `gender` (string): Target gender filter: 'men', 'women', or 'unisex'
- `image_url` (string, required): Publicly accessible URL of the fashion image to search for visual matches
- `page` (integer): Page number for pagination
- `page_size` (integer): Number of items to return per page
- `personalize` (boolean): Whether to apply personalized ranking
- `price_max` (number): Maximum price in local currency
- `price_min` (number): Minimum price in local currency
- `size` (array): Array of sizes to filter by
- `sort_by` (string): Sorting criteria for search results
- `sort_order` (string): Sort order: 'asc' or 'desc'
- `vendor` (array): List of brand names to filter by

Output parameters:

- `products` (array): List of matching fashion products

### `products.search.image_upload` (~247 tokens)

Search Products By Uploaded Image

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}).

Input parameters:

- `content_type` (string): MIME type of the image, e.g. 'image/jpeg', 'image/png'
- `expiry_hours` (integer): Temporary upload URL lifetime in hours
- `gender` (string): Target gender filter
- `image_base64` (string): Base64-encoded image data string
- `image_path` (string): Local file system path to the image file
- `page` (integer): Page number for pagination
- `page_size` (integer): Number of items to return per page
- `personalize` (boolean): Whether to personalize search ranking
- `price_max` (number): Maximum price
- `price_min` (number): Minimum price
- `size` (array): Array of sizes to filter by
- `sort_by` (string): Sorting criteria
- `sort_order` (string): Sort order: 'asc' or 'desc'
- `vendor` (array): List of brand names

Output parameters:

- `products` (array): Matching products
- `uploaded_image_url` (string): Temporary URL of the uploaded image

### `vision.outfit.detect_pieces` (~153 tokens)

Detect Fashion Pieces & Bounding Boxes

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.

Input parameters:

- `image_base64` (string): Base64-encoded image string for outfit piece detection
- `image_path` (string): Local path to the outfit image file to deconstruct
- `image_url` (string): Public HTTP(S) URL of the fashion image to deconstruct
- `threshold` (number): Confidence threshold for object detection bounding boxes (0.05 to 0.95)

Output parameters:

- `pieces` (array): List of detected fashion pieces

### `looks.curation.by_occasion` (~324 tokens)

Get Looks By Occasion

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.

Input parameters:

- `age` (integer): Target demographic age
- `gender` (string): Target gender filter: 'women' or 'men'
- `occasion` (string): Target occasion or vibe: 'Wedding & Reception', 'Party', 'Casual', 'Cocktail', 'Date Night', 'Club Night', 'Brunch', 'Vacation', 'Formal'
- `page` (integer): Page number for looks pagination
- `page_size` (integer): Number of looks per page
- `vendor` (array): Optional brand filter

Output parameters:

- `looks` (array): List of verified in-stock occasion looks

### `products.items.get_by_handle` (~71 tokens)

Get Product By Handle

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}).

Input parameters:

- `handle` (string, required): Unique product handle identifier (e.g. 'solid-linen-shirt')

Output parameters:

- `handle` (string): Product handle identifier
- `price` (number): Price
- `title` (string): Product title
- `url` (string): Verified purchase link
- `variants` (array): Variant size list

### `products.items.check_stock` (~208 tokens)

Check Live Variant Stock, Product Details & Sizing

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.

Input parameters:

- `desired_size` (string): Optional size query to verify (e.g. 'M', 'L', 'XL', '32', '40')
- `handle` (string, required): Unique product handle identifier
- `size_index` (integer): Zero-based index of the size variant

Output parameters:

- `available_sizes` (array): List of currently available in-stock sizes
- `direct_checkout_url` (string): Verified 1-click checkout permalink
- `handle` (string): Product handle
- `is_in_stock` (boolean): Overall stock status
- `out_of_stock_sizes` (array): List of out-of-stock sizes
- `title` (string): Product title

### `checkout.links.get_direct_url` (~200 tokens)

Get Direct Checkout URL

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}.

Input parameters:

- `coupon` (string): Optional discount coupon code to pre-apply
- `handle` (string, required): Unique product handle identifier
- `quantity` (integer): Number of units to purchase (1-10)
- `size` (string): Size label confirmed by the user (e.g. 'M', 'L', 'XL')
- `size_index` (integer): Zero-based index of the chosen size variant

Output parameters:

- `checkout_url` (string): Direct 1-click purchase permalink (https://s.polopan.com/p/{handle}/{size_index})
- `handle` (string): Product handle
- `size` (string): Selected size
- `size_index` (number): Selected size index

### `products.search.alternatives` (~171 tokens)

Search Alternatives In Budget

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).

Input parameters:

- `budget_range` (string): Target price bracket in local currency
- `handle` (string, required): Base product handle to find alternatives for
- `limit` (integer): Maximum number of filtered alternatives to return
- `page` (integer): Page number for pagination
- `page_size` (integer): Number of items to fetch per page
- `personalize` (boolean): Whether to apply personalized ranking
- `sort_by` (string): Sorting criteria
- `sort_order` (string): Sort order: 'asc' or 'desc'

Output parameters:

- `budget_range` (string): Applied budget bracket
- `products` (array): List of visual alternatives within budget
- `source_handle` (string): Source product handle

### `looks.curation.recommend` (~304 tokens)

Get Recommended Outfits

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.

Input parameters:

- `gender` (string): Target gender filter: 'women' or 'men'
- `handle` (string): Product handle to build coordinating outfits around
- `occasion` (string): Target occasion or aesthetic theme (e.g. 'Wedding', 'Party', 'Cocktail', 'Date Night')
- `page` (integer): Page number for pagination
- `page_size` (integer): Number of outfits per page

Output parameters:

- `handle` (string): Base product handle
- `looks` (array): List of recommended outfits

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/rofoso-com-polopan-fashion-mcp/mcp-server#diagnostics

## Score history

- 2026-09-25: 71

## Common questions

### What is the PoloPan Fashion MCP Server server?

PoloPan Fashion MCP Server is listed in the public MCP registry as io.github.rofoso-com/polopan-fashion-mcp. Fashion & apparel MCP: visual outfit search, stock verification, and 1-click checkout. This page covers its hosted endpoint (https://mcp-server.polopan.com/mcp/).

### Is the PoloPan Fashion MCP Server server safe to use?

PoloPan Fashion MCP Server scores 71 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

### What tools does the PoloPan Fashion MCP Server server expose?

PoloPan Fashion MCP Server exposes 10 tools: products.search.text, products.search.image_url, products.search.image_upload, vision.outfit.detect_pieces, looks.curation.by_occasion, and 5 more. Their descriptions and schemas cost roughly 2,237 tokens of context every time the server is loaded.

### Does the PoloPan Fashion MCP Server server require authentication?

No. We connected to PoloPan Fashion MCP Server without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

### Is the PoloPan Fashion MCP Server server still maintained?

PoloPan Fashion MCP Server is still listed as active in the MCP registry. We last reached this channel on 25 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://mcp-server.polopan.com/mcp/
- Repository: https://github.com/rofoso-com/polopan-fashion-mcp
- Changelog RSS feed: https://verifymcp.io/servers/rofoso-com-polopan-fashion-mcp/mcp-server.xml
- Changelog JSON feed: https://verifymcp.io/servers/rofoso-com-polopan-fashion-mcp/mcp-server.json
- HTML version of this page: https://verifymcp.io/servers/rofoso-com-polopan-fashion-mcp/mcp-server