Skip to main content
Glama

GlanceAI Fashion MCP

by com.glance
OverviewDiscussionsAdmin

Server Details

Fashion product discovery and virtual try-on via the Glance catalog

Glama couldn't complete the latest health check. If this server requires authentication, missing or expired test credentials may be the cause. A test profile lets Glama authenticate for health checks and discover tools; it is separate from your personal connections.

If you are the author, claim ownership, then add or update a test profile under Admin → Test Profile.

Status
Unhealthy
Uptime
11.3% over 40 days
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP
URL

TDQS

A4.1/5.0

Scored across 8 tools

Disambiguation3/5

Most tools target a clear resource (search, details, mix-and-match, wishlist, try-on), but search_fashion_products explicitly claims all styling/outfit requests while get_mix_and_match also handles outfit building, and both list 'what goes with my blue jeans' as an example. The selfie upload guidance also conflicts with try_on_product's built-in upload widget. Still, the detailed descriptions narrow most boundaries.

Naming Consistency4/5

All names use snake_case and a verb-first pattern (get_, request_, search_, show_, try_on), making the set predictable. Minor inconsistency: get_mix_and_match and get_user_looks are less noun-like than the rest, and the retrieve-style verbs vary between get, show, and request.

Tool Count5/5

8 tools is within the ideal 3-15 range and maps naturally to a shopping/styling assistant: search, detail, outfit, try-on, wishlist, saved looks, and uploads. No tool feels redundant enough to cut, and adding more would risk bloat.

Completeness4/5

The set covers the main shopper journey: search/browse, product detail, outfit building, virtual try-on, saved looks, and wishlist. The main gaps are wishlist mutation (add/remove) and an explicit way to manage/inspect selfies or context images, but these are workable around the existing tools.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Changedget_mix_and_match1 field changed
      • changedInput schema / required
        Previous value: -[
-  "anchor_sku",
-  "query",
-  "context_image_ref"
-]New value: +[
+  "anchor_sku",
+  "query",
+  "context_image_ref",
+  "gender"
+]
  2. 1 tool update
    • Changedget_mix_and_match2 fields changed
      • changedInput schema / properties / country / description
        Previous value: -"ISO country code for pricing and availability, e.g. 'IN', 'US'."New value: +"ISO country code the shopper is buying in, e.g. 'IN', 'US'. Scopes pricing, availability, the anchor lookup, and every complementary product search. Defaults to 'IN'."
      • removedInput schema / properties / region
        Removed value: -{
-  "description": "Region the shopper is buying in, e.g. 'IN', 'US'. Scopes the anchor lookup and every complementary product search. Takes precedence over country; defaults to 'IN'.",
-  "type": "string"
-}
  3. 5 tool updates
    • Changedget_mix_and_match11 fields changed
      • addedInput schema / properties / anchor_sku / description
        Added value: +"SKU of the anchor product to build outfits around, for anchor mode. Required field — pass an empty string \"\" if not applicable. Leave empty when using query mode or image mode."
      • addedInput schema / properties / caption / description
        Added value: +"Optional widget headline. Defaults to 'Ways to style <name>' or 'Outfits for <query>'."
      • addedInput schema / properties / context_image_ref / description
        Added value: +"ref_id returned by request_context_image. Pass it here to style outfits around the uploaded image — no anchor_sku or query needed. Required field — pass an empty string \"\" if not applicable. Call request_context_image first if the user has not uploaded an image yet."
      • addedInput schema / properties / country / description
        Added value: +"ISO country code for pricing and availability, e.g. 'IN', 'US'."
      • addedInput schema / properties / gender / description
        Added value: +"Gender of the products to search for. This is a catalog filter — NOT the user's own gender. Users may search for any gender's products regardless of who they are. Infer from context (e.g. 'men’s jacket' → MALE, 'ladies kurta' → FEMALE). If the query gives no clear signal, ask the user which gender’s products they want — do not assume."
      • addedInput schema / properties / max_price / description
        Added value: +"Optional price ceiling for items."
      • addedInput schema / properties / occasion / description
        Added value: +"Optional occasion context, e.g. 'casual', 'party', 'work', 'wedding'."
      • addedInput schema / properties / query / description
        Added value: +"Semantic styling request, e.g. 'casual summer outfit for a beach day' or 'smart-casual look for a business dinner'. The AI stylist designs complete outfits from scratch — every item is sourced from the catalog. Required field — pass an empty string \"\" if not applicable. Leave empty when there is a specific anchor product or an uploaded image instead."
      • addedInput schema / properties / region / description
        Added value: +"Region the shopper is buying in, e.g. 'IN', 'US'. Scopes the anchor lookup and every complementary product search. Takes precedence over country; defaults to 'IN'."
      • addedInput schema / properties / tenant_id / description
        Added value: +"Optional tenant identifier. Forwarded to catalog search as context.tenant_id and used to select the brand DNA that drives the stylist prompt."
      • addedInput schema / required
        Added value: +[
+  "anchor_sku",
+  "query",
+  "context_image_ref"
+]
    • Changedget_product_details2 fields changed
      • addedInput schema / properties / country / description
        Added value: +"ISO country code, e.g. 'IN', 'US'."
      • addedInput schema / properties / sku / description
        Added value: +"Product SKU to fetch details for."
    • Changedget_user_looks2 fields changed
      • addedInput schema / properties / limit / description
        Added value: +"Maximum number of looks to return per page. Defaults to 10."
      • addedInput schema / properties / offset / description
        Added value: +"Pagination offset (number of looks to skip). Defaults to 0."
    • Changedsearch_fashion_products12 fields changed
      • addedInput schema / properties / brand / description
        Added value: +"Brand name filter, e.g. 'Zara', 'H&M'."
      • addedInput schema / properties / context_image_ref / description
        Added value: +"Ref ID from request_context_image. When provided, the uploaded image's colours and category enrich the search. Required field — pass an empty string \"\" if not applicable. Leave empty if no image was uploaded."
      • addedInput schema / properties / context_summary / description
        Added value: +"Contextual summary for search relevance, e.g. styling tips or influencer content description. Required field — pass an empty string \"\" if not applicable."
      • addedInput schema / properties / country / description
        Added value: +"ISO country code for regional catalog, e.g. 'IN', 'US'."
      • addedInput schema / properties / currency / description
        Added value: +"ISO 4217 currency code matching the country — e.g. 'INR' for IN, 'USD' for US, 'IDR' for ID, 'BRL' for BR."
      • addedInput schema / properties / gender / description
        Added value: +"Gender of the products to search for. This is a catalog filter — NOT the user's own gender. Users may search for any gender's products regardless of who they are. Infer from context (e.g. 'men’s jacket' → MALE, 'ladies kurta' → FEMALE). If the query gives no clear signal, ask the user which gender’s products they want — do not assume."
      • addedInput schema / properties / header / description
        Added value: +"Short user-facing headline for this result row, e.g. 'Tops to pair with your jeans'. Conversational title describing what the user is seeing."
      • addedInput schema / properties / max_price / description
        Added value: +"Maximum price filter."
      • addedInput schema / properties / min_price / description
        Added value: +"Minimum price filter."
      • addedInput schema / properties / occasion / description
        Added value: +"Optional occasion context, e.g. 'casual', 'party', 'work', 'wedding'."
      • addedInput schema / properties / query / description
        Added value: +"Natural-language query, e.g. 'red dress for a wedding under 200'. Required field — pass an empty string \"\" if not applicable. Leave empty only when context_image_ref is provided — the uploaded image supplies the search intent."
      • changedInput schema / required
        Previous value: -[
-  "gender",
-  "country",
-  "currency",
-  "context_summary"
-]New value: +[
+  "gender",
+  "country",
+  "currency",
+  "query",
+  "context_summary",
+  "context_image_ref"
+]
    • Changedtry_on_product4 fields changed
      • addedInput schema / properties / collection_name / description
        Added value: +"The exact label of a previously built outfit/collection (from render_mix_and_match or get_mix_and_match), for trying on multiple products together. Required field — pass an empty string \"\" if not applicable. Leave empty when using sku instead."
      • addedInput schema / properties / country / description
        Added value: +"ISO country code, e.g. 'IN', 'US'."
      • addedInput schema / properties / sku / description
        Added value: +"The product SKU to try on. Required field — pass an empty string \"\" if not applicable. Leave empty when using collection_name instead."
      • changedInput schema / required
        Previous value: -[
-  "country"
-]New value: +[
+  "sku",
+  "collection_name",
+  "country"
+]
  4. 3 tool updates
    • Changedsearch_fashion_products2 fields changed
      • addedInput schema / properties / brand
        Added value: +{
+  "type": "string"
+}
      • removedInput schema / properties / domain
        Removed value: -{
-  "type": "string"
-}
    • Changedtry_on_product2 fields changed
      • addedInput schema / properties / collection_name
        Added value: +{
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "sku",
-  "country"
-]New value: +[
+  "country"
+]
    • Removedtry_on_products
  5. 9 tool updates
    • Changedget_mix_and_match4 fields changed
      • addedInput schema / properties / context_image_ref
        Added value: +{
+  "type": "string"
+}
      • addedInput schema / properties / query
        Added value: +{
+  "type": "string"
+}
      • addedInput schema / properties / region
        Added value: +{
+  "type": "string"
+}
      • removedInput schema / required
        Removed value: -[
-  "anchor_sku"
-]
    • Removedget_uploaded_image
    • Removedinfluencer_chat
    • Removedinfluencer_product_search
    • Addedrequest_context_image
    • Changedsearch_fashion_products3 fields changed
      • addedInput schema / properties / context_image_ref
        Added value: +{
+  "type": "string"
+}
      • removedInput schema / properties / max_results
        Removed value: -{
-  "exclusiveMinimum": 0,
-  "type": "integer"
-}
      • changedInput schema / required
        Previous value: -[
-  "gender",
-  "country",
-  "currency",
-  "query",
-  "context_summary"
-]New value: +[
+  "gender",
+  "country",
+  "currency",
+  "context_summary"
+]
    • Removedshow_cart
    • Changedtry_on_products3 fields changed
      • addedInput schema / properties / collection_name
        Added value: +{
+  "minLength": 1,
+  "type": "string"
+}
      • removedInput schema / properties / skus
        Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "minItems": 1,
-  "type": "array"
-}
      • changedInput schema / required
        Previous value: -[
-  "skus",
-  "country"
-]New value: +[
+  "collection_name",
+  "country"
+]
    • Removedupload_image
  6. 18 tool updates
    • Removedcheck_selfie
    • Changedget_mix_and_match8 fields changed
      • addedInput schema / properties / anchor_sku
        Added value: +{
+  "type": "string"
+}
      • addedInput schema / properties / country / default
        Added value: +"IN"
      • addedInput schema / properties / gender
        Added value: +{
+  "enum": [
+    "FEMALE",
+    "MALE",
+    "UNISEX"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / max_price
        Added value: +{
+  "type": "number"
+}
      • addedInput schema / properties / occasion
        Added value: +{
+  "type": "string"
+}
      • removedInput schema / properties / outfits
        Removed value: -{
-  "items": {
-    "additionalProperties": false,
-    "properties": {
-      "items": {
-        "items": {
-          "additionalProperties": false,
-          "properties": {
-            "sku": {
-              "type": "string"
-            },
-            "slot": {
-              "enum": [
-                "top",
-                "bottom",
-                "accessory",
-                "shoes"
-              ],
-              "type": "string"
-            }
-          },
-          "required": [
-            "sku",
-            "slot"
-          ],
-          "type": "object"
-        },
-        "minItems": 1,
-        "type": "array"
-      },
-      "label": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "label",
-      "items"
-    ],
-    "type": "object"
-  },
-  "maxItems": 4,
-  "minItems": 1,
-  "type": "array"
-}
      • addedInput schema / properties / tenant_id
        Added value: +{
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "country",
-  "outfits"
-]New value: +[
+  "anchor_sku"
+]
    • Removedget_selfie
    • Changedget_uploaded_image1 field changed
      • addedInput schema / additionalProperties
        Added value: +false
    • Addedinfluencer_chat
    • Addedinfluencer_product_search
    • Changedrequest_user_selfie1 field changed
      • addedInput schema / additionalProperties
        Added value: +false
    • Removedsearch_brand_products
    • Changedsearch_fashion_products10 fields changed
      • addedInput schema / properties / context_summary
        Added value: +{
+  "type": "string"
+}
      • addedInput schema / properties / domain
        Added value: +{
+  "type": "string"
+}
      • addedInput schema / properties / header
        Added value: +{
+  "type": "string"
+}
      • addedInput schema / properties / max_price
        Added value: +{
+  "type": "number"
+}
      • addedInput schema / properties / max_results
        Added value: +{
+  "exclusiveMinimum": 0,
+  "type": "integer"
+}
      • addedInput schema / properties / min_price
        Added value: +{
+  "type": "number"
+}
      • addedInput schema / properties / occasion
        Added value: +{
+  "type": "string"
+}
      • removedInput schema / properties / queries
        Removed value: -{
-  "items": {
-    "additionalProperties": false,
-    "properties": {
-      "brand": {
-        "type": "string"
-      },
-      "categories": {
-        "items": {
-          "type": "string"
-        },
-        "type": "array"
-      },
-      "context_summary": {
-        "type": "string"
-      },
-      "header": {
-        "type": "string"
-      },
-      "max_price": {
-        "type": "number"
-      },
-      "max_results": {
-        "exclusiveMinimum": 0,
-        "type": "integer"
-      },
-      "min_price": {
-        "type": "number"
-      },
-      "occasion": {
-        "type": "string"
-      },
-      "query": {
-        "type": "string"
-      }
-    },
-    "required": [
-      "query"
-    ],
-    "type": "object"
-  },
-  "maxItems": 6,
-  "minItems": 1,
-  "type": "array"
-}
      • addedInput schema / properties / query
        Added value: +{
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "gender",
-  "country",
-  "currency",
-  "queries"
-]New value: +[
+  "gender",
+  "country",
+  "currency",
+  "query",
+  "context_summary"
+]
    • Removedshow_brand_carousel
    • Addedshow_cart
    • Removedshow_products_carousel
    • Changedshow_wishlist1 field changed
      • addedInput schema / additionalProperties
        Added value: +false
    • Changedtry_on_product1 field changed
      • removedInput schema / properties / gender
        Removed value: -{
-  "default": "female",
-  "type": "string"
-}
    • Changedtry_on_products1 field changed
      • removedInput schema / properties / gender
        Removed value: -{
-  "default": "female",
-  "type": "string"
-}
    • Changedupload_image1 field changed
      • addedInput schema / additionalProperties
        Added value: +false
    • Removedwishlist_add
    • Removedwishlist_remove
  7. 2 tool updates
    • Addedsearch_brand_products
    • Addedshow_brand_carousel
  8. 15 tool updates
    • First observedcheck_selfie
    • First observedget_mix_and_match
    • First observedget_product_details
    • First observedget_selfie
    • First observedget_uploaded_image
    • First observedget_user_looks
    • First observedrequest_user_selfie
    • First observedsearch_fashion_products
    • First observedshow_products_carousel
    • First observedshow_wishlist
    • First observedtry_on_product
    • First observedtry_on_products
    • First observedupload_image
    • First observedwishlist_add
    • First observedwishlist_remove

Related MCP Connectors

Related MCP Servers

Try in Browser
One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources