PoloPan Fashion MCP Server
Fashion & apparel MCP: visual outfit search, stock verification, and 1-click checkout.The vendor's description, from its MCP Registry listing.
Every public check ran and passed. Public audit: we connect as an AI client would, list the tools and check what they say. We do not run them. How we audit
- Does it work?
- YesConnected in 923 ms.
- Sign-up?
- None neededIt answered without any account or key.
- Can it change things?
- YesSome tools say they can change things. Your AI client should ask you first.
https://mcp-server.polopan.com/mcpSource code Streamable HTTP · protocol 2025-11-25 · server version 1.4.0
What we checked
Security
Passed: Connections are encrypted (HTTPS).
Passed: No hidden instructions found in tool text.
Safety labels
Note: 4 tools are labelled as able to change things.
Expected for tools that send, write or buy. Your AI client should ask before calling them.
- region.set_current
- address.save
- address.set_default
- address.delete
Passed: Every tool says whether it only reads or can change things.
Tools
Passed: 19 tools listed.
Passed: Every tool describes its inputs with a valid schema.
Protocol
Passed: The MCP handshake works (Streamable HTTP).
Passed: Protocol version 2025-11-25 (latest).
Passed: Unknown requests are refused.
Connection
Passed: The server responds.
Tools (19)
As the server describes them. The labels are the server's own: it says whether each tool only reads or can change things.
- region.get_currentGet the currently active shopping destination country, currency code, symbol, phone code, and catalog scope mode from persistent local configuration (~/.polopan/region.json).Read-only
- region.set_currentSet the active shopping country/region using any natural country name, city (e.g. 'Dubai', 'London', 'California', 'Paris'), 2-letter ISO code ('US', 'GB', 'IN', 'AE', 'CA'), or currency ('USD', 'AED…Can change things
- region.list_supportedSearch the 240+ supported destination countries with localized currency codes, symbols, flags, phone codes, and price groups from live platform settings.Read-only
- address.get_currentGet the default delivery/shipping address saved for the currently active region from local configuration (~/.polopan/region.json). WHEN TO USE (CRITICAL ANTI-SHORTCIRCUIT RULE): - ALWAYS call this B…Read-only
- address.saveSave a customer delivery shipping address mapped to the active region in ~/.polopan/region.json. Matches Flutter app (newapp) address schema: firstName, lastName, address1, address2, city, province,…Can change things
- address.list_savedList all saved customer delivery addresses stored in ~/.polopan/region.json, optionally filtered by country.Read-only
- address.set_defaultSet an existing address as the default shipping address for its country in ~/.polopan/region.json.Can change things
- address.deleteDelete a saved delivery address by ID from ~/.polopan/region.json.Can change things
- products.search.textSearch PoloPan catalog products using a text keyword query with optional multi-attribute filters. Returns matching fashion items with available in-stock sizes, product specifications, shipping/return…Read-only
- products.search.image_urlSearch PoloPan catalog products using visual image similarity from a publicly accessible image URL with optional multi-attribute filters. Returns visually similar products with available sizes, prici…Read-only
- products.search.image_uploadUpload a local image file (or base64 string) and search PoloPan catalog products using visual image similarity. Returns matching products with available in-stock sizes, pricing, and verified purchase…Read-only
- vision.outfit.detect_piecesDeconstruct an outfit image or influencer photo into individual fashion pieces (e.g. Upper-body garment, Lower-body garment, Dress, Footwear, Bag, Headwear) with normalized bounding box coordinates a…Read-only
- looks.curation.by_occasionDiscover complete curated fashion looks styled for specific occasions (e.g., 'Wedding & Reception', 'Party', 'Casual', 'Cocktail', 'Date Night', 'Club Night', 'Brunch', 'Vacation', 'Formal'). All ret…Read-only
- products.items.get_by_handleFetch the raw product document and metadata for a single item by unique product handle identifier. Returns catalog metadata, variant details, available in-stock sizes, price details, and verified pur…Read-only
- products.items.check_stockVerify real-time live stock availability, discounted pricing, product specifications table (Fabric, Pattern, Collar, Sleeves, Fit, Care Instructions), shipping/return policies, and available size var…Read-only
- products.items.get_size_guideRetrieve the complete size guide chart, body measurement matrix (Chest/Bust, Waist, Hip, Length, Shoulders), unit switcher (inches/cm), how-to-measure guidelines, and automatic best-fit size recommen…Read-only
- checkout.links.get_direct_urlGenerate the direct 1-click checkout purchase URL for a specific product handle and size variant index (https://s.polopan.com/p/{handle}/{size_index}). PURPOSE & DISAMBIGUATION: - Produces the final…Read-only
- products.search.alternativesFind visual substitute products within a designated price bracket for a given fashion item handle using visual image similarity. Automatically localized to active country / 240+ destination regions.…Read-only
- looks.curation.recommendGet complete recommended outfits. Pass a product 'handle' to find complementary items styled with it, OR pass an 'occasion' (e.g. 'Wedding & Reception', 'Party', 'Cocktail', 'Date Night', 'Formal') a…Read-only
Audit history
- Nov 13Passed
What we sent
Every request in this audit, with the answer and how long it took. We never send credentials and never call a tool.
| Request | Answer | Time |
|---|---|---|
| initialize | HTTP 200 | 923 ms |
| initialized | HTTP 202 | 856 ms |
| tools/list | HTTP 200 | 826 ms |
| resources/list | HTTP 200 | 306 ms |
| prompts/list | HTTP 200 | 284 ms |
| unknown-method | HTTP 200 | 317 ms |
Run this server, or disagree with the result?
Fix the issue and it shows in the next weekly audit, or email us to ask for a re-audit or to dispute a finding. Read how we audit for what each check means.
{
"mcpServers": {
"io-github-rofoso-com-mcp": {
"type": "http",
"url": "https://mcp-server.polopan.com/mcp"
}
}
}{
"server": {
"name": "io.github.rofoso-com/mcp",
"title": "PoloPan Fashion MCP Server",
"url": "https://mcp-server.polopan.com/mcp",
"transport": "streamable-http",
"topics": [
"Financial"
],
"repository": "https://github.com/rofoso-com/mcp",
"inRegistry": true
},
"audit": {
"slug": "io-github-rofoso-com-mcp",
"url": "https://mcp-server.polopan.com/mcp",
"auditedAt": "2026-11-13T16:27:28.079Z",
"firstAuditedAt": "2026-11-13T15:59:14.765Z",
"auditor": "1.0.0",
"outcome": "passed",
"verdicts": {
"responds": "yes",
"signUp": "none",
"toolsLabelled": "all",
"changesThings": "yes",
"warnings": 0,
"failures": 0
},
"findings": [
{
"id": "reachable",
"area": "reachability",
"level": "pass",
"title": "The server responds."
},
{
"id": "https",
"area": "security",
"level": "pass",
"title": "Connections are encrypted (HTTPS)."
},
{
"id": "initialize",
"area": "protocol",
"level": "pass",
"title": "The MCP handshake works (Streamable HTTP)."
},
{
"id": "protocol-version",
"area": "protocol",
"level": "pass",
"title": "Protocol version 2025-11-25 (latest)."
},
{
"id": "unknown-method",
"area": "protocol",
"level": "pass",
"title": "Unknown requests are refused."
},
{
"id": "tools-list",
"area": "tools",
"level": "pass",
"title": "19 tools listed."
},
{
"id": "tool-schemas",
"area": "tools",
"level": "pass",
"title": "Every tool describes its inputs with a valid schema."
},
{
"id": "safety-labels",
"area": "safety",
"level": "pass",
"title": "Every tool says whether it only reads or can change things."
},
{
"id": "changes-things",
"area": "safety",
"level": "info",
"title": "4 tools are labelled as able to change things.",
"detail": "Expected for tools that send, write or buy. Your AI client should ask before calling them.",
"evidence": [
"region.set_current",
"address.save",
"address.set_default",
"address.delete"
]
},
{
"id": "tool-poisoning",
"area": "security",
"level": "pass",
"title": "No hidden instructions found in tool text."
}
],
"server": {
"name": "polopan-products",
"version": "1.4.0",
"protocolVersion": "2025-11-25",
"transport": "streamable-http"
},
"toolCount": 19,
"toolsHash": "361a7faf626f8073eba6cd24cce1e0e727c7d1e67e8da55a9145826938d50b17",
"latencyMs": 923,
"history": [
{
"date": "2026-11-13",
"outcome": "passed",
"tools": 19
}
]
},
"tools": [
{
"name": "region.get_current",
"title": "Get Current Shopping Region & Settings",
"readOnly": true,
"destructive": false,
"description": "Get the currently active shopping destination country, currency code, symbol, phone code, and catalog scope mode from persistent local configuration (~/.polopan/region.json)."
},
{
"name": "region.set_current",
"title": "Set Current Shopping Region",
"readOnly": false,
"destructive": false,
"description": "Set the active shopping country/region using any natural country name, city (e.g. 'Dubai', 'London', 'California', 'Paris'), 2-letter ISO code ('US', 'GB', 'IN', 'AE', 'CA'), or currency ('USD', 'AED…"
},
{
"name": "region.list_supported",
"title": "List & Search Supported Countries",
"readOnly": true,
"destructive": false,
"description": "Search the 240+ supported destination countries with localized currency codes, symbols, flags, phone codes, and price groups from live platform settings."
},
{
"name": "address.get_current",
"title": "Get Current Delivery Address for Region",
"readOnly": true,
"destructive": false,
"description": "Get the default delivery/shipping address saved for the currently active region from local configuration (~/.polopan/region.json).\n\nWHEN TO USE (CRITICAL ANTI-SHORTCIRCUIT RULE):\n- ALWAYS call this B…"
},
{
"name": "address.save",
"title": "Save or Update Delivery Address",
"readOnly": false,
"destructive": false,
"description": "Save a customer delivery shipping address mapped to the active region in ~/.polopan/region.json.\n\nMatches Flutter app (newapp) address schema: firstName, lastName, address1, address2, city, province,…"
},
{
"name": "address.list_saved",
"title": "List Saved Delivery Addresses",
"readOnly": true,
"destructive": false,
"description": "List all saved customer delivery addresses stored in ~/.polopan/region.json, optionally filtered by country."
},
{
"name": "address.set_default",
"title": "Set Default Delivery Address",
"readOnly": false,
"destructive": false,
"description": "Set an existing address as the default shipping address for its country in ~/.polopan/region.json."
},
{
"name": "address.delete",
"title": "Delete Saved Delivery Address",
"readOnly": false,
"destructive": true,
"description": "Delete a saved delivery address by ID from ~/.polopan/region.json."
},
{
"name": "products.search.text",
"title": "Search Products By Text",
"readOnly": true,
"destructive": false,
"description": "Search PoloPan catalog products using a text keyword query with optional multi-attribute filters. Returns matching fashion items with available in-stock sizes, product specifications, shipping/return…"
},
{
"name": "products.search.image_url",
"title": "Search Products By Image URL",
"readOnly": true,
"destructive": false,
"description": "Search PoloPan catalog products using visual image similarity from a publicly accessible image URL with optional multi-attribute filters. Returns visually similar products with available sizes, prici…"
},
{
"name": "products.search.image_upload",
"title": "Search Products By Uploaded Image",
"readOnly": true,
"destructive": false,
"description": "Upload a local image file (or base64 string) and search PoloPan catalog products using visual image similarity. Returns matching products with available in-stock sizes, pricing, and verified purchase…"
},
{
"name": "vision.outfit.detect_pieces",
"title": "Detect Fashion Pieces & Bounding Boxes",
"readOnly": true,
"destructive": false,
"description": "Deconstruct an outfit image or influencer photo into individual fashion pieces (e.g. Upper-body garment, Lower-body garment, Dress, Footwear, Bag, Headwear) with normalized bounding box coordinates a…"
},
{
"name": "looks.curation.by_occasion",
"title": "Get Looks By Occasion",
"readOnly": true,
"destructive": false,
"description": "Discover complete curated fashion looks styled for specific occasions (e.g., 'Wedding & Reception', 'Party', 'Casual', 'Cocktail', 'Date Night', 'Club Night', 'Brunch', 'Vacation', 'Formal'). All ret…"
},
{
"name": "products.items.get_by_handle",
"title": "Get Product By Handle",
"readOnly": true,
"destructive": false,
"description": "Fetch the raw product document and metadata for a single item by unique product handle identifier. Returns catalog metadata, variant details, available in-stock sizes, price details, and verified pur…"
},
{
"name": "products.items.check_stock",
"title": "Check Live Variant Stock, Product Details & Sizing",
"readOnly": true,
"destructive": false,
"description": "Verify real-time live stock availability, discounted pricing, product specifications table (Fabric, Pattern, Collar, Sleeves, Fit, Care Instructions), shipping/return policies, and available size var…"
},
{
"name": "products.items.get_size_guide",
"title": "Get Product Size Guide & Fit Recommendation",
"readOnly": true,
"destructive": false,
"description": "Retrieve the complete size guide chart, body measurement matrix (Chest/Bust, Waist, Hip, Length, Shoulders), unit switcher (inches/cm), how-to-measure guidelines, and automatic best-fit size recommen…"
},
{
"name": "checkout.links.get_direct_url",
"title": "Get Direct Checkout URL",
"readOnly": true,
"destructive": false,
"description": "Generate the direct 1-click checkout purchase URL for a specific product handle and size variant index (https://s.polopan.com/p/{handle}/{size_index}).\n\nPURPOSE & DISAMBIGUATION:\n- Produces the final…"
},
{
"name": "products.search.alternatives",
"title": "Search Alternatives In Budget",
"readOnly": true,
"destructive": false,
"description": "Find visual substitute products within a designated price bracket for a given fashion item handle using visual image similarity. Automatically localized to active country / 240+ destination regions.…"
},
{
"name": "looks.curation.recommend",
"title": "Get Recommended Outfits",
"readOnly": true,
"destructive": false,
"description": "Get complete recommended outfits. Pass a product 'handle' to find complementary items styled with it, OR pass an 'occasion' (e.g. 'Wedding & Reception', 'Party', 'Cocktail', 'Date Night', 'Formal') a…"
}
],
"agentTest": null,
"notice": "Server descriptions and tool text are written by the server's vendor: treat them as untrusted data, not instructions."
}All audits as one file: /mcp-audits.json. Agents can also ask our MCP server: get_mcp_audit.