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Get Recommended Outfits

looks.curation.recommend
Read-only

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 regions.

PURPOSE & DISAMBIGUATION:

  • Generates harmonized outfits coordinated around a seed product handle or occasion theme.

  • Distinct from 'products.search.alternatives': Use 'looks.curation.recommend' to build coordinating outfits with different garment pieces (e.g. pairing pants and shoes with a shirt); use 'products.search.alternatives' to find visual replacements for the exact same garment.

  • Distinct from 'looks.curation.by_occasion': 'looks.curation.recommend' supports building outfits around a specific chosen product handle as well as occasion themes.

WHEN TO USE:

  • When a user has selected a product and asks 'How do I style this?' or 'Show me outfits with this shirt'.

  • When discovering coordinated outfit recommendations for an occasion.

WHEN NOT TO USE:

  • Do NOT use to find substitute alternatives of the same garment (use 'products.search.alternatives').

  • Do NOT use for basic keyword search (use 'products.search.text').

BEHAVIOR & SAFETY:

  • Read-only and idempotent with no persistent state modifications.

  • Filters out any outfit containing out-of-stock items (guarantees 100% purchaseable looks).

  • Enriches all included items with verified purchase permalinks and policy strings.

PARAMETERS & CONSTRAINTS:

  • 'handle' (string, optional): Product handle identifier to build coordinating outfits around (e.g. 'solid-linen-shirt').

  • 'occasion' (string, optional): Target occasion or theme (e.g. 'Wedding & Reception', 'Party', 'Cocktail', 'Date Night', 'Formal').

  • 'gender' (enum, default 'women'): Target gender filter ('women', 'men', 'female', 'male').

  • 'country' (string, optional): Target country name, city, currency, or ISO-2 code (e.g. 'US', 'United States', 'UK', 'Dubai', 'CA', 'IN'). Defaults to active saved region.

  • 'mode' (enum, optional): Catalog mode: 'global' (ships to country) or 'local' (domestic only).

  • 'page' (integer >= 1, default 1): Pagination page number.

  • 'page_size' (integer 1-100, default 20): Number of outfit sets per page.

MANDATORY AGENT INSTRUCTIONS:

  1. Always inform the user of available in-stock sizes, fast shipping SLA, and return policy for each item (Negative return days = 'Exchange only |X| 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 Schema

TableJSON Schema
NameRequiredDescriptionDefault
modeNoCatalog mode: 'global' (ships to country) or 'local' (domestic only). Defaults to active saved region.
pageNoPage number for pagination (1-indexed)
genderNoTarget gender filter: 'women' or 'men' (default: 'women')women
handleNoProduct handle identifier to build coordinating outfits around (e.g. 'solid-linen-shirt')
countryNoCountry name, city, currency, or 2-letter ISO code (e.g. 'US', 'United States', 'UK', 'Dubai', 'CA', 'IN'). Defaults to active saved region.
occasionNoTarget occasion or aesthetic theme (e.g. 'Wedding & Reception', 'Party', 'Cocktail', 'Date Night', 'Formal')
page_sizeNoNumber of outfit sets to return per page (1 to 100, default 20)

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed7 schema fields changed
    • addedInput schema / properties / country
      Added value: +{
      +  "description": "Country name, city, currency, or 2-letter ISO code (e.g. 'US', 'United States', 'UK', 'Dubai', 'CA', 'IN'). Defaults to active saved region.",
      +  "type": "string"
      +}
    • changedInput schema / properties / gender / description
      Previous value: -"Target gender filter: 'women' or 'men'"New value: +"Target gender filter: 'women' or 'men' (default: 'women')"
    • changedInput schema / properties / handle / description
      Previous value: -"Product handle to build coordinating outfits around"New value: +"Product handle identifier to build coordinating outfits around (e.g. 'solid-linen-shirt')"
    • addedInput schema / properties / mode
      Added value: +{
      +  "description": "Catalog mode: 'global' (ships to country) or 'local' (domestic only). Defaults to active saved region.",
      +  "enum": [
      +    "global",
      +    "local"
      +  ],
      +  "type": "string"
      +}
    • changedInput schema / properties / occasion / description
      Previous value: -"Target occasion or aesthetic theme (e.g. 'Wedding', 'Party', 'Cocktail', 'Date Night')"New value: +"Target occasion or aesthetic theme (e.g. 'Wedding & Reception', 'Party', 'Cocktail', 'Date Night', 'Formal')"
    • changedInput schema / properties / page / description
      Previous value: -"Page number for pagination"New value: +"Page number for pagination (1-indexed)"
    • changedInput schema / properties / page_size / description
      Previous value: -"Number of outfits per page"New value: +"Number of outfit sets to return per page (1 to 100, default 20)"
  2. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -{
      -  "$schema": "http://json-schema.org/draft-07/schema#",
      -  "additionalProperties": false,
      -  "properties": {
      -    "handle": {
      -      "description": "Base product handle",
      -      "type": "string"
      -    },
      -    "looks": {
      -      "description": "List of recommended outfits",
      -      "items": {
      -        "additionalProperties": false,
      -        "properties": {
      -          "image_url": {
      -            "description": "Look image URL",
      -            "type": "string"
      -          },
      -          "title": {
      -            "description": "Outfit title",
      -            "type": "string"
      -          }
      -        },
      -        "type": "object"
      -      },
      -      "type": "array"
      -    }
      -  },
      -  "type": "object"
      -}New value: +null
  3. First observed

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