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Vitrine: Trending Fashion, Luxury, Sneakers & Design

Trend-ranked fashion search and item lookups

2195 ms

answered our call

State
Answered
Protocol
MCP 2025-06-18
Tools listed
13
Answered
3 of the last 3 calls

How to reach it

  • MCP, HTTPhttps://vitrine.fashion/mcp

What it can do

ToolWhat it says it does
complete_the_lookBuild 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, textiles). Pieces are…
convert_sizeConvert 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 (US, UK, EU…
find_similarFind 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. Returns {anchor, count…
get_itemGet 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}. An unknown id…
rate_resultsTell 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 disliked_ids (ids from…
searchFind 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, gender, tier…
search_brandsFind 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, trend score and top…
shop_the_lookShop 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 returns the closest…
sign_guestbookSign 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 entry and approved…
similar_brandsBrands 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.
trendingList 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 (fashion…
trending_brandsHot 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 (brand_signal or…
vocabularyThe 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, colors, materials…

In its maker's words

Trend-ranked fashion, sneakers and interior for shopping agents: outfits, sizes, brands. Free key.

Website
vitrine.fashion
Publisher
vitrine.fashion
Listed from
the official MCP Registry as fashion.vitrine/trend-index
Version
1.2.1, updated 5 Nov 2026
Kinds of work
Shops and payments, Search and research, Images, video and audio

The domain it lives on

vitrine.fashion
registered 4 Nov 2026 (1 months ago), at GoDaddy.com, LLC, its home page is a working site

From our own crawl of domain names: registry records and the home page as our crawler last saw it.

Every call we made

WhenWhat happenedTime
Answered2195 ms
Answered2487 ms
Answered885 ms

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