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discover_products

Find fashion products using natural language and/or structured filters. Provide a query for semantic ranking via multimodal text+image embeddings ("oversized wool coat", "black leather jacket", "minimalist gold jewelry", "linen shirt for a beach wedding under $200") — best for open-ended discovery. Keep queries concrete: noun-led with up to one or two modifiers works best ("summer linen shirt" beats "breathable linen shirt perfect for summer"). Provide only structured filters (category, brand, colors, gender, price, etc.) for pure browse — results are recency-ranked and paginate cleanly. Combine both for filtered semantic search. At least one of query or a filter must be provided.

Example calls (notice the sparse filter population — descriptive attributes stay in query, not in structured fields):

  • "linen wedding guest dress under $200" → {query: "linen wedding guest dress", gender: "women", max_price: 200, materials: ["linen"]}

  • "wool coat under $300" → {query: "wool coat", gender: "women", max_price: 300, materials: ["wool"]}

  • "browse women's black dresses $100-$300" → {gender: "women", category: "clothing/dresses", colors: ["black"], min_price: 100, max_price: 300}

  • "Acne Studios outerwear" → {query: "outerwear", brand: "Acne Studios", gender: "women"}

Returns compact product cards: AI-generated summary, price, images, tags, and compact availability by color/size; variant price differences are nested under the availability dimension that determines price. For merchant description, store info, SKU-level variants, exact variant prices, and all product images, call get_product with a product ID from these results. Multi-currency prices supported (e.g. "under 200 zł" or min_price=200 + currency="PLN"); returned prices render in the requested currency when provided.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNoPage number. Increment while the response indicates another page. Vistoya results are returned first; a later page may continue with an optional external catalog after owned results are exhausted. Provider failure does not fail normal discovery.
brandNoFilter by brand name
limitNoPage size (1-20, default 12)
queryNoNatural language search query — be descriptive for best results. Can include price with currency symbols (e.g. "white coat under 200 zł") which will be parsed automatically. Optional: when omitted, results are filtered by the structured fields below and ranked by recency. Provide either a query, structured filters, or both.
colorsNoFilter by lowercase colors: e.g. ["black", "navy", "sage green"]
genderNoGender filter.
seasonNoSeason filter. Soft descriptor — set ONLY when the user explicitly named the season. The `query` field already captures season semantically; over-specifying is the most common cause of zero-result calls.
stylesNoStyle filter (OR semantics — a product matches if any of its `styles` values is in this list). Pass a single value to filter by one style ("styles": ["minimalist"]); pass several to span a related set ("styles": ["basics", "minimalist", "preppy", "sportswear"] for a "Casual" bucket). Soft descriptor — set ONLY when the user explicitly named one or more styles. The `query` field already captures style semantically; over-specifying is the most common cause of zero-result calls.
countryNoOptional shopper location as an ISO-3166-1 alpha-2 country code (e.g. "US", "GB", "DE"). Recorded for analytics and used to improve future offer geo-matching. Omit if unknown — absence preserves current behavior.
patternNoPattern filter (e.g. solid, stripe, checked, floral). Soft descriptor — set ONLY when the user explicitly named the pattern. Default for unspecified ("solid") leaks into queries and zeros the candidate set; omit when unsure.
sleevesNoSleeve style filter. Soft descriptor — set ONLY when the user explicitly named the sleeve style. Do not infer from category or query.
categoryNoCategory slug, e.g. "clothing", "clothing/jackets", "clothing/jackets/bomber-jackets". Accepts last-segment shortcuts when unambiguous — e.g. "loafers-and-slip-ons" resolves the same as "shoes/loafers-and-slip-ons", and "bomber-jackets" resolves the same as "clothing/jackets/bomber-jackets".
currencyNoISO 4217 currency code for min_price/max_price (e.g. "PLN", "EUR", "GBP"). Prices are converted to USD for filtering. Omit for USD.
necklineNoNeckline filter. Soft descriptor — set ONLY when the user explicitly named the neckline. Do not infer from category or query.
occasionNoOccasion filter. Soft descriptor — set ONLY when the user explicitly named the occasion. The `query` field already captures occasion semantically; over-specifying is the most common cause of zero-result calls.
materialsNoFilter by lowercase materials: e.g. ["cotton", "silk", "leather"]
max_priceNoMaximum price (in the currency specified by "currency" param, or USD if omitted)
min_priceNoMinimum price (in the currency specified by "currency" param, or USD if omitted)
silhouetteNoSilhouette/fit filter (e.g. fitted, slim, regular, relaxed, oversized). Soft descriptor — set ONLY when the user explicitly named the fit. The `query` field already captures silhouette semantically; over-specifying is the most common cause of zero-result calls.
color_matchNoColor matching mode. "any" (default): product has at least one of the queried colors. "exact": product has at least one image where the ONLY colors are the queried colors — use for mono-color searches like "all black".any
store_domainNoFilter by store domain (e.g. "thereformation.com"). Accepts forms with protocol, www, locale subdomain, or path — they are normalized to match the registered store.
exclude_colorsNoExclude products with these colors: e.g. ["white", "beige"]
is_sustainableNoTrue when the user explicitly wants products with sustainability claims.
available_sizesNoFilter by available size labels, e.g. ["s", "m", "38"].
exclude_materialsNoExclude products with these materials: e.g. ["polyester", "nylon"]

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageYes
productsYes
marketUrlYes
hasNextPageYes
externalCatalogStatusNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • changedInput schema / properties / page / description
      Previous value: -"Page number."New value: +"Page number. Increment while the response indicates another page. Vistoya results are returned first; a later page may continue with an optional external catalog after owned results are exhausted. Provider failure does not fail normal discovery."
    • addedOutput schema / properties / externalCatalogStatus
      Added value: +{
      +  "enum": [
      +    "temporarily_unavailable",
      +    "continuation_expired"
      +  ],
      +  "type": "string"
      +}
  2. Changed1 schema field changed
    • addedInput schema / properties / country
      Added value: +{
      +  "description": "Optional shopper location as an ISO-3166-1 alpha-2 country code (e.g. \"US\", \"GB\", \"DE\"). Recorded for analytics and used to improve future offer geo-matching. Omit if unknown — absence preserves current behavior.",
      +  "pattern": "^[A-Za-z]{2}$",
      +  "type": "string"
      +}
  3. Changed9 schema fields changed
    • changedInput schema / properties / gender / description
      Previous value: -"Gender filter"New value: +"Gender filter."
    • changedInput schema / properties / neckline / description
      Previous value: -"Neckline filter"New value: +"Neckline filter. Soft descriptor — set ONLY when the user explicitly named the neckline. Do not infer from category or query."
    • changedInput schema / properties / occasion / description
      Previous value: -"Occasion filter"New value: +"Occasion filter. Soft descriptor — set ONLY when the user explicitly named the occasion. The `query` field already captures occasion semantically; over-specifying is the most common cause of zero-result calls."
    • changedInput schema / properties / pattern / description
      Previous value: -"Pattern filter (e.g. solid, stripe, checked, floral)"New value: +"Pattern filter (e.g. solid, stripe, checked, floral). Soft descriptor — set ONLY when the user explicitly named the pattern. Default for unspecified (\"solid\") leaks into queries and zeros the candidate set; omit when unsure."
    • changedInput schema / properties / season / description
      Previous value: -"Season filter"New value: +"Season filter. Soft descriptor — set ONLY when the user explicitly named the season. The `query` field already captures season semantically; over-specifying is the most common cause of zero-result calls."
    • changedInput schema / properties / silhouette / description
      Previous value: -"Silhouette/fit filter (e.g. fitted, slim, regular, relaxed, oversized)"New value: +"Silhouette/fit filter (e.g. fitted, slim, regular, relaxed, oversized). Soft descriptor — set ONLY when the user explicitly named the fit. The `query` field already captures silhouette semantically; over-specifying is the most common cause of zero-result calls."
    • changedInput schema / properties / sleeves / description
      Previous value: -"Sleeve style filter"New value: +"Sleeve style filter. Soft descriptor — set ONLY when the user explicitly named the sleeve style. Do not infer from category or query."
    • removedInput schema / properties / style
      Removed value: -{
      -  "description": "Style filter (e.g. minimalist, streetwear, elegant, y2k, techwear)",
      -  "enum": [
      -    "minimalist",
      -    "streetwear",
      -    "elegant",
      -    "avant-garde",
      -    "grunge",
      -    "vintage",
      -    "y2k",
      -    "techwear",
      -    "workwear",
      -    "preppy",
      -    "punk",
      -    "sportswear",
      -    "coquette",
      -    "quiet-luxury",
      -    "old-money",
      -    "gorpcore",
      -    "goth",
      -    "basics",
      -    "boho",
      -    "glam",
      -    "edgy",
      -    "classic",
      -    "western"
      -  ],
      -  "type": "string"
      -}
    • changedInput schema / properties / styles / description
      Previous value: -"Multi-style filter (OR). A product matches if any of its `styles` values is in this list. Use instead of `style` to span a related set, e.g. [\"basics\",\"minimalist\",\"preppy\",\"sportswear\"] for a \"Casual\" bucket. Combined with `style` if both are provided."New value: +"Style filter (OR semantics — a product matches if any of its `styles` values is in this list). Pass a single value to filter by one style (\"styles\": [\"minimalist\"]); pass several to span a related set (\"styles\": [\"basics\", \"minimalist\", \"preppy\", \"sportswear\"] for a \"Casual\" bucket). Soft descriptor — set ONLY when the user explicitly named one or more styles. The `query` field already captures style semantically; over-specifying is the most common cause of zero-result calls."
  4. Changed4 schema fields changed
    • changedInput schema / properties / limit / default
      Previous value: -10New value: +12
    • changedInput schema / properties / limit / description
      Previous value: -"Page size (1-10, default 10)"New value: +"Page size (1-20, default 12)"
    • changedInput schema / properties / limit / maximum
      Previous value: -10New value: +20
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "$schema": "http://json-schema.org/draft-07/schema#",
      +  "additionalProperties": false,
      +  "properties": {
      +    "hasNextPage": {
      +      "type": "boolean"
      +    },
      +    "marketUrl": {
      +      "type": "string"
      +    },
      +    "page": {
      +      "type": "integer"
      +    },
      +    "products": {
      +      "items": {
      +        "additionalProperties": false,
      +        "properties": {
      +          "availability": {
      +            "additionalProperties": false,
      +            "properties": {
      +              "color": {
      +                "items": {
      +                  "additionalProperties": false,
      +                  "properties": {
      +                    "availableSizes": {
      +                      "items": {
      +                        "additionalProperties": false,
      +                        "properties": {
      +                          "inStock": {
      +                            "type": "boolean"
      +                          },
      +                          "label": {
      +                            "type": "string"
      +                          }
      +                        },
      +                        "required": [
      +                          "label",
      +                          "inStock"
      +                        ],
      +                        "type": "object"
      +                      },
      +                      "type": "array"
      +                    },
      +                    "color": {
      +                      "type": "string"
      +                    },
      +                    "colorKey": {
      +                      "type": "string"
      +                    },
      +                    "compareAtPrice": {
      +                      "type": [
      +                        "number",
      +                        "null"
      +                      ]
      +                    },
      +                    "compareAtPriceRange": {
      +                      "$ref": "#/properties/products/items/properties/availability/properties/color/items/properties/priceRange"
      +                    },
      +                    "currency": {
      +                      "type": "string"
      +                    },
      +                    "imageUrls": {
      +                      "items": {
      +                        "type": "string"
      +                      },
      +                      "type": "array"
      +                    },
      +                    "inStock": {
      +                      "type": "boolean"
      +                    },
      +                    "label": {
      +                      "type": "string"
      +                    },
      +                    "price": {
      +                      "type": "number"
      +                    },
      +                    "priceRange": {
      +                      "additionalProperties": false,
      +                      "properties": {
      +                        "currency": {
      +                          "type": "string"
      +                        },
      +                        "max": {
      +                          "type": "number"
      +                        },
      +                        "min": {
      +                          "type": "number"
      +                        }
      +                      },
      +                      "required": [
      +                        "min",
      +                        "max",
      +                        "currency"
      +                      ],
      +                      "type": "object"
      +                    }
      +                  },
      +                  "required": [
      +                    "colorKey",
      +                    "color",
      +                    "label",
      +                    "availableSizes"
      +                  ],
      +                  "type": "object"
      +                },
      +                "type": "array"
      +              },
      +              "dimensions": {
      +                "items": {
      +                  "enum": [
      +                    "color",
      +                    "size"
      +                  ],
      +                  "type": "string"
      +                },
      +                "type": "array"
      +              },
      +              "sizes": {
      +                "items": {
      +                  "additionalProperties": false,
      +                  "properties": {
      +                    "compareAtPrice": {
      +                      "type": [
      +                        "number",
      +                        "null"
      +                      ]
      +                    },
      +                    "compareAtPriceRange": {
      +                      "$ref": "#/properties/products/items/properties/availability/properties/color/items/properties/priceRange"
      +                    },
      +                    "currency": {
      +                      "type": "string"
      +                    },
      +                    "inStock": {
      +                      "type": "boolean"
      +                    },
      +                    "label": {
      +                      "type": "string"
      +                    },
      +                    "price": {
      +                      "type": "number"
      +                    },
      +                    "priceRange": {
      +                      "$ref": "#/properties/products/items/properties/availability/properties/color/items/properties/priceRange"
      +                    }
      +                  },
      +                  "required": [
      +                    "label",
      +                    "inStock"
      +                  ],
      +                  "type": "object"
      +                },
      +                "type": "array"
      +              },
      +              "variants": {
      +                "items": {
      +                  "additionalProperties": false,
      +                  "properties": {
      +                    "colorKey": {
      +                      "type": "string"
      +                    },
      +                    "compareAtPrice": {
      +                      "type": [
      +                        "number",
      +                        "null"
      +                      ]
      +                    },
      +                    "currency": {
      +                      "type": "string"
      +                    },
      +                    "imageUrl": {
      +                      "type": "string"
      +                    },
      +                    "inStock": {
      +                      "type": "boolean"
      +                    },
      +                    "price": {
      +                      "type": "number"
      +                    },
      +                    "size": {
      +                      "type": "string"
      +                    },
      +                    "sku": {
      +                      "type": "string"
      +                    }
      +                  },
      +                  "required": [
      +                    "inStock"
      +                  ],
      +                  "type": "object"
      +                },
      +                "type": "array"
      +              }
      +            },
      +            "required": [
      +              "dimensions",
      +              "color",
      +              "sizes"
      +            ],
      +            "type": "object"
      +          },
      +          "brand": {
      +            "type": "string"
      +          },
      +          "compareAtPrice": {
      +            "type": [
      +              "number",
      +              "null"
      +            ]
      +          },
      +          "currency": {
      +            "type": "string"
      +          },
      +          "id": {
      +            "type": "string"
      +          },
      +          "images": {
      +            "items": {
      +              "type": "string"
      +            },
      +            "type": "array"
      +          },
      +          "inStock": {
      +            "type": "boolean"
      +          },
      +          "price": {
      +            "type": [
      +              "number",
      +              "null"
      +            ]
      +          },
      +          "productUrl": {
      +            "type": "string"
      +          },
      +          "summary": {
      +            "type": "string"
      +          },
      +          "title": {
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "id",
      +          "title",
      +          "price",
      +          "currency",
      +          "availability"
      +        ],
      +        "type": "object"
      +      },
      +      "type": "array"
      +    }
      +  },
      +  "required": [
      +    "products",
      +    "page",
      +    "hasNextPage",
      +    "marketUrl"
      +  ],
      +  "type": "object"
      +}
  5. Changed1 schema field changed
    • changedInput schema / properties / store_domain / description
      Previous value: -"Filter by store domain (e.g. \"thereformation.com\")."New value: +"Filter by store domain (e.g. \"thereformation.com\"). Accepts forms with protocol, www, locale subdomain, or path — they are normalized to match the registered store."
  6. Changed2 schema fields changed
    • changedInput schema / properties / page / description
      Previous value: -"Page number (1-4). Results are ranked by relevance, so later pages contain weaker matches — refine the query rather than paging deep."New value: +"Page number."
    • removedInput schema / properties / page / maximum
      Removed value: -4
  7. Changed3 schema fields changed
    • changedInput schema / properties / query / description
      Previous value: -"Natural language search query — be descriptive for best results. Can include price with currency symbols (e.g. \"white coat under 200 zł\") which will be parsed automatically."New value: +"Natural language search query — be descriptive for best results. Can include price with currency symbols (e.g. \"white coat under 200 zł\") which will be parsed automatically. Optional: when omitted, results are filtered by the structured fields below and ranked by recency. Provide either a query, structured filters, or both."
    • removedInput schema / properties / query / minLength
      Removed value: -1
    • removedInput schema / required
      Removed value: -[
      -  "query"
      -]
  8. Changed2 schema fields changed
    • changedInput schema / properties / style / enum
      Previous value: -[
      -  "minimalist",
      -  "streetwear",
      -  "elegant",
      -  "avant-garde",
      -  "grunge",
      -  "vintage",
      -  "y2k",
      -  "techwear",
      -  "workwear",
      -  "dark-academia",
      -  "preppy",
      -  "punk",
      -  "sportswear",
      -  "coquette",
      -  "quiet-luxury",
      -  "old-money",
      -  "gorpcore",
      -  "goth",
      -  "basics"
      -]New value: +[
      +  "minimalist",
      +  "streetwear",
      +  "elegant",
      +  "avant-garde",
      +  "grunge",
      +  "vintage",
      +  "y2k",
      +  "techwear",
      +  "workwear",
      +  "preppy",
      +  "punk",
      +  "sportswear",
      +  "coquette",
      +  "quiet-luxury",
      +  "old-money",
      +  "gorpcore",
      +  "goth",
      +  "basics",
      +  "boho",
      +  "glam",
      +  "edgy",
      +  "classic",
      +  "western"
      +]
    • changedInput schema / properties / styles / items / enum
      Previous value: -[
      -  "minimalist",
      -  "streetwear",
      -  "elegant",
      -  "avant-garde",
      -  "grunge",
      -  "vintage",
      -  "y2k",
      -  "techwear",
      -  "workwear",
      -  "dark-academia",
      -  "preppy",
      -  "punk",
      -  "sportswear",
      -  "coquette",
      -  "quiet-luxury",
      -  "old-money",
      -  "gorpcore",
      -  "goth",
      -  "basics"
      -]New value: +[
      +  "minimalist",
      +  "streetwear",
      +  "elegant",
      +  "avant-garde",
      +  "grunge",
      +  "vintage",
      +  "y2k",
      +  "techwear",
      +  "workwear",
      +  "preppy",
      +  "punk",
      +  "sportswear",
      +  "coquette",
      +  "quiet-luxury",
      +  "old-money",
      +  "gorpcore",
      +  "goth",
      +  "basics",
      +  "boho",
      +  "glam",
      +  "edgy",
      +  "classic",
      +  "western"
      +]
  9. Changed3 schema fields changed
    • changedInput schema / properties / gender / enum
      Previous value: -[
      -  "women",
      -  "men",
      -  "unisex",
      -  "kids"
      -]New value: +[
      +  "women",
      +  "men",
      +  "unisex",
      +  "boys",
      +  "girls"
      +]
    • changedInput schema / properties / store_domain / description
      Previous value: -"Filter by store domain (use list_stores to get domains)"New value: +"Filter by store domain (e.g. \"thereformation.com\")."
    • addedInput schema / properties / styles
      Added value: +{
      +  "description": "Multi-style filter (OR). A product matches if any of its `styles` values is in this list. Use instead of `style` to span a related set, e.g. [\"basics\",\"minimalist\",\"preppy\",\"sportswear\"] for a \"Casual\" bucket. Combined with `style` if both are provided.",
      +  "items": {
      +    "enum": [
      +      "minimalist",
      +      "streetwear",
      +      "elegant",
      +      "avant-garde",
      +      "grunge",
      +      "vintage",
      +      "y2k",
      +      "techwear",
      +      "workwear",
      +      "dark-academia",
      +      "preppy",
      +      "punk",
      +      "sportswear",
      +      "coquette",
      +      "quiet-luxury",
      +      "old-money",
      +      "gorpcore",
      +      "goth",
      +      "basics"
      +    ],
      +    "type": "string"
      +  },
      +  "maxItems": 20,
      +  "type": "array"
      +}
  10. Changed1 schema field changed
    • changedInput schema / properties / category / description
      Previous value: -"Category slug from get_filters.taxonomyTree (e.g. \"clothing\", \"clothing/jackets\", \"clothing/jackets/bomber-jackets\"). Accepts last-segment shortcuts when unambiguous — e.g. \"loafers-and-slip-ons\" resolves the same as \"shoes/loafers-and-slip-ons\", and \"bomber-jackets\" resolves the same as \"clothing/jackets/bomber-jackets\"."New value: +"Category slug, e.g. \"clothing\", \"clothing/jackets\", \"clothing/jackets/bomber-jackets\". Accepts last-segment shortcuts when unambiguous — e.g. \"loafers-and-slip-ons\" resolves the same as \"shoes/loafers-and-slip-ons\", and \"bomber-jackets\" resolves the same as \"clothing/jackets/bomber-jackets\"."
  11. Changed12 schema fields changed
    • addedInput schema / properties / available_sizes
      Added value: +{
      +  "description": "Filter by available size labels, e.g. [\"s\", \"m\", \"38\"].",
      +  "items": {
      +    "maxLength": 200,
      +    "type": "string"
      +  },
      +  "maxItems": 20,
      +  "type": "array"
      +}
    • changedInput schema / properties / category / description
      Previous value: -"Product category. Can be a DB category (apparel, footwear, accessories, bags, jewelry, swimwear, outerwear, intimates, lifestyle) OR a virtual-category slug (bomber-jackets, puffer-jackets, biker-jackets, varsity-jackets, quilted-jackets, windbreakers, denim-jackets, leather-jackets, trench-coats, parkas, peacoats, wool-coats, wrap-dresses, slip-dresses, bodycon-dresses, shirt-dresses, cargo-pants, chinos, sweatpants, pencil-skirts, pleated-skirts, cashmere-sweaters, cable-knit-sweaters, chelsea-boots, combat-boots, cowboy-boots, knee-high-boots, hiking-boots, stiletto-heels, platform-heels, kitten-heels, ballet-flats, penny-loafers, chunky-sneakers, high-top-sneakers, saddle-bags, camera-bags, baguette-bags, hobo-bags, envelope-clutches, mini-backpacks, bucket-hats, baseball-caps, fedoras, beanies, berets, signet-rings, stacking-rings, statement-rings, tennis-bracelets, chandelier-earrings) — virtual categories are curated landing pages that expand to a predefined subcategory + variant/material predicate (e.g. \"bomber-jackets\" → jackets with a bomber shape)."New value: +"Category slug from get_filters.taxonomyTree (e.g. \"clothing\", \"clothing/jackets\", \"clothing/jackets/bomber-jackets\"). Accepts last-segment shortcuts when unambiguous — e.g. \"loafers-and-slip-ons\" resolves the same as \"shoes/loafers-and-slip-ons\", and \"bomber-jackets\" resolves the same as \"clothing/jackets/bomber-jackets\"."
    • removedInput schema / properties / category / enum
      Removed value: -[
      -  "apparel",
      -  "footwear",
      -  "accessories",
      -  "bags",
      -  "jewelry",
      -  "swimwear",
      -  "outerwear",
      -  "intimates",
      -  "lifestyle",
      -  "bomber-jackets",
      -  "puffer-jackets",
      -  "biker-jackets",
      -  "varsity-jackets",
      -  "quilted-jackets",
      -  "windbreakers",
      -  "denim-jackets",
      -  "leather-jackets",
      -  "trench-coats",
      -  "parkas",
      -  "peacoats",
      -  "wool-coats",
      -  "wrap-dresses",
      -  "slip-dresses",
      -  "bodycon-dresses",
      -  "shirt-dresses",
      -  "cargo-pants",
      -  "chinos",
      -  "sweatpants",
      -  "pencil-skirts",
      -  "pleated-skirts",
      -  "cashmere-sweaters",
      -  "cable-knit-sweaters",
      -  "chelsea-boots",
      -  "combat-boots",
      -  "cowboy-boots",
      -  "knee-high-boots",
      -  "hiking-boots",
      -  "stiletto-heels",
      -  "platform-heels",
      -  "kitten-heels",
      -  "ballet-flats",
      -  "penny-loafers",
      -  "chunky-sneakers",
      -  "high-top-sneakers",
      -  "saddle-bags",
      -  "camera-bags",
      -  "baguette-bags",
      -  "hobo-bags",
      -  "envelope-clutches",
      -  "mini-backpacks",
      -  "bucket-hats",
      -  "baseball-caps",
      -  "fedoras",
      -  "beanies",
      -  "berets",
      -  "signet-rings",
      -  "stacking-rings",
      -  "statement-rings",
      -  "tennis-bracelets",
      -  "chandelier-earrings"
      -]
    • addedInput schema / properties / category / maxLength
      Added value: +200
    • addedInput schema / properties / is_sustainable
      Added value: +{
      +  "description": "True when the user explicitly wants products with sustainability claims.",
      +  "type": "boolean"
      +}
    • changedInput schema / properties / limit / description
      Previous value: -"Max results (1-30, default 10)"New value: +"Page size (1-10, default 10)"
    • changedInput schema / properties / limit / maximum
      Previous value: -30New value: +10
    • addedInput schema / properties / neckline
      Added value: +{
      +  "description": "Neckline filter",
      +  "enum": [
      +    "v-neck",
      +    "crewneck",
      +    "scoop",
      +    "square",
      +    "halter",
      +    "off-shoulder",
      +    "one-shoulder",
      +    "sweetheart",
      +    "turtleneck",
      +    "mock-neck",
      +    "boat-neck",
      +    "cowl",
      +    "asymmetric",
      +    "plunge",
      +    "high-neck",
      +    "collared",
      +    "strapless"
      +  ],
      +  "type": "string"
      +}
    • addedInput schema / properties / page
      Added value: +{
      +  "default": 1,
      +  "description": "Page number (1-4). Results are ranked by relevance, so later pages contain weaker matches — refine the query rather than paging deep.",
      +  "maximum": 4,
      +  "minimum": 1,
      +  "type": "integer"
      +}
    • addedInput schema / properties / sleeves
      Added value: +{
      +  "description": "Sleeve style filter",
      +  "enum": [
      +    "sleeveless",
      +    "short-sleeve",
      +    "long-sleeve",
      +    "three-quarter",
      +    "cap-sleeve",
      +    "puff",
      +    "balloon",
      +    "bishop",
      +    "bell",
      +    "dolman"
      +  ],
      +  "type": "string"
      +}
    • changedInput schema / properties / style / enum
      Previous value: -[
      -  "minimalist",
      -  "streetwear",
      -  "elegant",
      -  "avant-garde",
      -  "grunge",
      -  "vintage",
      -  "y2k",
      -  "techwear",
      -  "workwear",
      -  "normcore",
      -  "dark-academia",
      -  "preppy",
      -  "punk",
      -  "sportswear",
      -  "coquette",
      -  "quiet-luxury",
      -  "old-money",
      -  "gorpcore",
      -  "goth"
      -]New value: +[
      +  "minimalist",
      +  "streetwear",
      +  "elegant",
      +  "avant-garde",
      +  "grunge",
      +  "vintage",
      +  "y2k",
      +  "techwear",
      +  "workwear",
      +  "dark-academia",
      +  "preppy",
      +  "punk",
      +  "sportswear",
      +  "coquette",
      +  "quiet-luxury",
      +  "old-money",
      +  "gorpcore",
      +  "goth",
      +  "basics"
      +]
    • removedInput schema / properties / subcategory
      Removed value: -{
      -  "description": "Lowercase subcategory: e.g. dresses, sneakers, crossbody bags, earrings",
      -  "maxLength": 200,
      -  "type": "string"
      -}
  12. Changed4 schema fields changed
    • changedInput schema / properties / category / description
      Previous value: -"Product category"New value: +"Product category. Can be a DB category (apparel, footwear, accessories, bags, jewelry, swimwear, outerwear, intimates, lifestyle) OR a virtual-category slug (bomber-jackets, puffer-jackets, biker-jackets, varsity-jackets, quilted-jackets, windbreakers, denim-jackets, leather-jackets, trench-coats, parkas, peacoats, wool-coats, wrap-dresses, slip-dresses, bodycon-dresses, shirt-dresses, cargo-pants, chinos, sweatpants, pencil-skirts, pleated-skirts, cashmere-sweaters, cable-knit-sweaters, chelsea-boots, combat-boots, cowboy-boots, knee-high-boots, hiking-boots, stiletto-heels, platform-heels, kitten-heels, ballet-flats, penny-loafers, chunky-sneakers, high-top-sneakers, saddle-bags, camera-bags, baguette-bags, hobo-bags, envelope-clutches, mini-backpacks, bucket-hats, baseball-caps, fedoras, beanies, berets, signet-rings, stacking-rings, statement-rings, tennis-bracelets, chandelier-earrings) — virtual categories are curated landing pages that expand to a predefined subcategory + variant/material predicate (e.g. \"bomber-jackets\" → jackets with a bomber shape)."
    • changedInput schema / properties / category / enum
      Previous value: -[
      -  "apparel",
      -  "footwear",
      -  "accessories",
      -  "bags",
      -  "jewelry",
      -  "swimwear",
      -  "outerwear",
      -  "intimates",
      -  "home"
      -]New value: +[
      +  "apparel",
      +  "footwear",
      +  "accessories",
      +  "bags",
      +  "jewelry",
      +  "swimwear",
      +  "outerwear",
      +  "intimates",
      +  "lifestyle",
      +  "bomber-jackets",
      +  "puffer-jackets",
      +  "biker-jackets",
      +  "varsity-jackets",
      +  "quilted-jackets",
      +  "windbreakers",
      +  "denim-jackets",
      +  "leather-jackets",
      +  "trench-coats",
      +  "parkas",
      +  "peacoats",
      +  "wool-coats",
      +  "wrap-dresses",
      +  "slip-dresses",
      +  "bodycon-dresses",
      +  "shirt-dresses",
      +  "cargo-pants",
      +  "chinos",
      +  "sweatpants",
      +  "pencil-skirts",
      +  "pleated-skirts",
      +  "cashmere-sweaters",
      +  "cable-knit-sweaters",
      +  "chelsea-boots",
      +  "combat-boots",
      +  "cowboy-boots",
      +  "knee-high-boots",
      +  "hiking-boots",
      +  "stiletto-heels",
      +  "platform-heels",
      +  "kitten-heels",
      +  "ballet-flats",
      +  "penny-loafers",
      +  "chunky-sneakers",
      +  "high-top-sneakers",
      +  "saddle-bags",
      +  "camera-bags",
      +  "baguette-bags",
      +  "hobo-bags",
      +  "envelope-clutches",
      +  "mini-backpacks",
      +  "bucket-hats",
      +  "baseball-caps",
      +  "fedoras",
      +  "beanies",
      +  "berets",
      +  "signet-rings",
      +  "stacking-rings",
      +  "statement-rings",
      +  "tennis-bracelets",
      +  "chandelier-earrings"
      +]
    • changedInput schema / properties / max_price / minimum
      Previous value: -0New value: +0.01
    • changedInput schema / properties / min_price / minimum
      Previous value: -0New value: +0.01
  13. Changed2 schema fields changed
    • changedInput schema / properties / occasion / enum
      Previous value: -[
      -  "casual",
      -  "formal",
      -  "business",
      -  "party",
      -  "outdoor"
      -]New value: +[
      +  "casual",
      +  "formal",
      +  "business",
      +  "party",
      +  "outdoor",
      +  "beach"
      +]
    • changedInput schema / properties / style / enum
      Previous value: -[
      -  "minimalist",
      -  "streetwear",
      -  "elegant",
      -  "avant-garde",
      -  "grunge",
      -  "vintage",
      -  "y2k",
      -  "techwear",
      -  "workwear",
      -  "normcore",
      -  "dark-academia",
      -  "preppy",
      -  "punk",
      -  "sportswear",
      -  "coquette"
      -]New value: +[
      +  "minimalist",
      +  "streetwear",
      +  "elegant",
      +  "avant-garde",
      +  "grunge",
      +  "vintage",
      +  "y2k",
      +  "techwear",
      +  "workwear",
      +  "normcore",
      +  "dark-academia",
      +  "preppy",
      +  "punk",
      +  "sportswear",
      +  "coquette",
      +  "quiet-luxury",
      +  "old-money",
      +  "gorpcore",
      +  "goth"
      +]
  14. Changed2 schema fields changed
    • changedInput schema / properties / category / enum
      Previous value: -[
      -  "apparel",
      -  "footwear",
      -  "accessories",
      -  "bags",
      -  "jewelry",
      -  "beauty",
      -  "swimwear",
      -  "activewear",
      -  "outerwear",
      -  "intimates",
      -  "home"
      -]New value: +[
      +  "apparel",
      +  "footwear",
      +  "accessories",
      +  "bags",
      +  "jewelry",
      +  "swimwear",
      +  "outerwear",
      +  "intimates",
      +  "home"
      +]
    • changedInput schema / properties / style / enum
      Previous value: -[
      -  "minimalist",
      -  "casual",
      -  "streetwear",
      -  "elegant",
      -  "avant-garde",
      -  "grunge",
      -  "vintage",
      -  "y2k",
      -  "techwear",
      -  "workwear",
      -  "normcore",
      -  "dark-academia",
      -  "preppy",
      -  "punk",
      -  "sportswear",
      -  "coquette"
      -]New value: +[
      +  "minimalist",
      +  "streetwear",
      +  "elegant",
      +  "avant-garde",
      +  "grunge",
      +  "vintage",
      +  "y2k",
      +  "techwear",
      +  "workwear",
      +  "normcore",
      +  "dark-academia",
      +  "preppy",
      +  "punk",
      +  "sportswear",
      +  "coquette"
      +]
  15. First observed

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