io.github.rofoso-com/mcp

PoloPan Fashion MCP Server

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

Endpoint	`https://mcp-server.polopan.com/mcp` (streamable-http)
Registry version	1.2.6
Now	19 tools · grade F (26) · pin `ts_81b3190861f5cc9c23b5011b71758f1f` · protocol 2025-06-18
First / last listed	2026-10-29 01:10 UTC / 2026-10-29 01:10 UTC
Grade over time	2026-10-29: F (26), 19 tools

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Timeline

First listing · 2026-10-29 01:10 UTC
19 tools, grade F (26)

Tools: region.get_current region.set_current region.list_supported address.get_current address.save address.list_saved address.set_default address.delete products.search.text products.search.image_url products.search.image_upload vision.outfit.detect_pieces looks.curation.by_occasion products.items.get_by_handle products.items.check_stock products.items.get_size_guide checkout.links.get_direct_url products.search.alternatives looks.curation.recommend

Current tools (19)

`region.get_current`	Get the currently active shopping destination country, currency code, symbol, phone code, and catalog scope mode from persistent local configuration (~/.polopan/region.json). params: none
`region.set_current`	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', 'GBP', 'EUR'). Saves to persistent local JSON (~/.polopan/region.json) so the user never needs to be asked again across turns and sessions. params: country*, mode
`region.list_supported`	Search the 240+ supported destination countries with localized currency codes, symbols, flags, phone codes, and price groups from live platform settings. params: query, limit
`address.get_current`	Get 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 BEFORE generating 1-click checkout links to check if the user already has a saved delivery address for their destination country. - If 'has_address' is false, DO NOT emit a naked checkout link. Prompt t params: country
`address.save`	Save 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, zip, country, phone, email, type. params: firstName, lastName, address1, address2, city, province, zip, country, phone, email, type, is_default, id, storage_mode
`address.list_saved`	List all saved customer delivery addresses stored in ~/.polopan/region.json, optionally filtered by country. params: country
`address.set_default`	Set an existing address as the default shipping address for its country in ~/.polopan/region.json. params: address_id*
`address.delete`	Delete a saved delivery address by ID from ~/.polopan/region.json. params: address_id*
`products.search.text`	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 policies, discounted pricing, and verified purchase URLs (https://s.polopan.com/p/{handle}). Automatically localized to active country / 240+ destination regions. PURPOSE & DISAMBIGUATION: - Primary params: query*, country, mode, page, page_size, sort_by, sort_order, gender, size, price_min, price_max, vendor
`products.search.image_url`	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, pricing, and verified purchase URLs (https://s.polopan.com/p/{handle}). Automatically localized to active country / 240+ destination regions. PURPOSE & DISAMBIGUATION: - Performs reverse visual search usin params: image_url*, country, mode, page, page_size, sort_by, sort_order, gender, size, price_min, price_max, vendor, personalize
`products.search.image_upload`	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 URLs (https://s.polopan.com/p/{handle}). Automatically localized to active country / 240+ destination regions. PURPOSE & DISAMBIGUATION: - Performs reverse visual search by uploading a local or base6 params: image_path, image_base64, country, mode, content_type, expiry_hours, page, page_size, sort_by, sort_order, gender, size, price_min, price_max, vendor, personalize
`vision.outfit.detect_pieces`	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 and detection confidence scores. PURPOSE & DISAMBIGUATION: - Computer-vision object detection tool designed to analyze multi-item outfit photographs and isolate individual garments with their spatial c params: image_path, image_base64, image_url, threshold
`looks.curation.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 automatically excluded). Automatically localized to active country / 240+ destination regions. PURPOSE & DISAMBIGUATION: - params: occasion, gender, country, mode, age, page, page_size, vendor
`products.items.get_by_handle`	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 purchase link (https://s.polopan.com/p/{handle}). PURPOSE & DISAMBIGUATION: - Retrieves the full catalog record for a specific product handle. - Distinct from 'products.items.check_stock': Use 'products. params: handle*, country
`products.items.check_stock`	Verify real-time live stock availability, discounted pricing, product specifications table (Fabric, Pattern, Collar, Sleeves, Fit, Care Instructions), shipping/return policies, and available size variants for a specific fashion product handle. PURPOSE & DISAMBIGUATION: - Real-time inventory and metadata inspection tool for a single product. - Computes the full size-availability matrix, active pri params: handle*, desired_size, size_index, country
`products.items.get_size_guide`	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 recommendations for a specific product handle. PURPOSE & DISAMBIGUATION: - Dedicated size guide and fit consultancy tool for apparel and footwear. - Computes dimensional measurements across sizes, supports me params: handle*, unit, desired_size, user_chest, user_waist, user_hip, user_unit
`checkout.links.get_direct_url`	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}). PURPOSE & DISAMBIGUATION: - Produces the final, verified 1-click buy link configured with the user's selected size index, unit quantity, and pre-applied coupon code. - Distinct from browsing links: General browsing uses base link (https://s.polopa params: handle*, size, size_index, quantity, coupon, address_id, address, country
`products.search.alternatives`	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. PURPOSE & DISAMBIGUATION: - Retrieves catalog items visually similar to an existing product (e.g. finding similar shirts or jackets) constrained to a target budget tier. - Distinct from 'products.sear params: handle*, budget_range, country, mode, page, page_size, limit, sort_by, sort_order, personalize
`looks.curation.recommend`	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') 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). Automatically localized to active country / 240+ destination params: handle, occasion, gender, country, mode, page, page_size

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