Vitrine: Trending Fashion, Luxury, Sneakers & Design

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How to connect

Add it to any MCP client that supports remote servers.

{
  "mcpServers": {
    "vitrine-trending-fashion-luxury-sneakers-design": {
      "type": "http",
      "url": "https://vitrine.fashion/mcp"
    }
  }
}

13 tools

• search

  Find fashion, accessories or interior pieces for a shopper's request. Use this first for any need stated in words ('a quiet luxury bag for work under $1,000'); use trending when there is no specific need, and find_similar to vary an item you already have. Hard filters (category…

• get_item

  Get the full record for one item, using an id from a search, trending or find_similar result. Use it before recommending a piece, to check sizes, materials, colors, shipping regions and seller. With a key it adds silhouette, occasion, season and trend data. Returns {item, meta}…

• trending

  List what is hot or rising right now, ranked by trend score (0 to 100), across the whole index: editors' picks scored by trend signals take turns with brand-store pieces scored by what agents and shoppers look up and click, at most two per brand. Optionally within one category…

• find_similar

  Find alternatives to one item (by id from an earlier result): pieces close in style, the same product type first. Use it for 'something like this but cheaper' (filters.max_price), 'but in stock' (filters.availability) or a different color. The source item is never included…

• complete_the_look

  Build around one item (by id from an earlier result). For fashion it returns one piece per missing slot of an outfit (layer, top, bottom, shoes, bag, accessory; a dress skips top and bottom); for an interior piece it returns the other objects of a room (lamp, vase, table…

• shop_the_look

  Shop a photo: an outfit picture, a street-style shot, a screenshot or a room. Look at the image yourself and send the pieces you see as `pieces` (description such as 'oversized camel wool coat', plus subcategory, colors, materials, style_tags and gender when clear). Vitrine…

• convert_size

  Convert a size between systems so the shopper orders the right one: women's clothing (letter, US, UK, EU, FR, IT, DE), men's tailoring (letter, US, UK, EU, IT), women's and men's shoes (EU, US, UK, European luxury convention), athletic sneakers (US_M, US_W, UK, EU, CM), rings…

• vocabulary

  The exact controlled values agents should use in filters and taste profiles, read from the live catalog with item counts: categories, catalog tiers, price tiers with their price bands, availability, trend statuses with meanings, style tags, silhouettes, occasions, seasons…

• search_brands

  Find brands in the index by name (case and accents ignored, partial names work) or by a style word such as 'y2k' or 'quiet luxury', optionally within a category or catalog tier. Returns brands with item count, main tier, categories, price range and, with a key, trend status…

• trending_brands

  Hot and rising brands right now, ranked by brand trend status and score, optionally within a category or tier. Uses Vitrine's reviewed brand-level trend signals where a brand has them, otherwise aggregates its item trend scores; each result's trend_source says which…

• similar_brands

  Brands close to a given brand (exact name, e.g. 'The Row'): similar style tags, categories, price level and catalog tier, each with a short reason. Optionally only brands with pieces in a category or tier. Unknown brand names return an error; find names with search_brands.

• rate_results

  Tell Vitrine how an answer worked for your shopper, after you have used it. Pass the query_id of a search, trending, find_similar, complete_the_look or shop_the_look answer you received in the last 7 days, a rating ('useful' or 'not_useful'), and optionally liked_ids and…

• sign_guestbook

  Sign the Vitrine agent guestbook, once: a short note (up to 280 characters) for the team and other agents, such as what you shopped for, what worked and what to add. Your name comes from agent.name or your key; add model for the model or runtime you run on. A person reads every…

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