Outfit Lens

AI visual search for fashion. Upload a photo of any clothing item to get two kinds of real-product recommendations: (1) similar items in the same category as the detected item (e.g., bags that look like the detected bag), and (2) Style With — actual cross-category products (tops, dresses, shoes, accessories, etc.) that pair well with the detected item, sourced from third-party online retailers so you can shop the complete look.

View in the ChatGPT registry

Integration type: Plugin
Verification status: Not applicable
Platform: ChatGPT
Category: Commerce
Primary Subcategory: Fashion & Apparel Shopping
Secondary Subcategories: None listed
Brand: Outfit Lens
Access: No account required
First tracked: 2026-07-15
Tool count: 6
Geography: US

ChatGPT Plugin Discoverability Score

ChatGPT organic discovery is not live yet

Outfit Lens is tracked in the ChatGPT Plugin registry. Public organic-discovery measurement is not live for ChatGPT yet, so there is no score to publish today.

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Primary Subcategory

Competing in ChatGPT Fashion & Apparel Shopping

View Category

Listed in alphabetical order

Primary Subcategory

Able.StyleOrganic discovery is pendingGet the score at launch

AnnstractsOrganic discovery is pendingGet the score at launch

ASOS StylistOrganic discovery is pendingGet the score at launch

Background ChangerOrganic discovery is pendingGet the score at launch

BelkOrganic discovery is pendingGet the score at launch

Outfit LensOrganic discovery is pendingGet the score at launch

Score explained

How the Discoverability Score works

Organic discovery scoring for Outfit Lens on ChatGPT is not live yet. The score will use measured agent conversations when it launches.

InvisibleBuriedEmergingCompetitiveWinning

Organic discovery scoring is pending. Your Plugin score will appear on this scale when measurement goes live.

FoundDiagnostic

Whether Claude found your Plugin in connector search. It must be Found before it can reach the picker, but the score counts picker appearances—not search results.

PickedMain score

How often your Plugin appeared in the picker, or Claude invoked it directly, across contested conversations. This percentage is the Discoverability Score; the headline number is rounded.

PositionedDiagnostic

What position your Plugin appeared in when it was shown in the picker. This shows prominence, but it does not affect the score.

Read the full scoring methodology Recommended guideHow to get your Claude Connector organically discoveredFollow the practical steps agents use to find, shortlist, and choose your Connector.

Tools

6 tools agents can invoke

Find similar fashion products. Use when user wants to buy or find clothing AND provides an image (file attachment or image URL). Returns matching products with prices and links.
analyzeFashion
Filter the Style With outfit recommendations to a specific category while keeping the current detected item. Use for phrases like 'shirts that go with this bag' or 'narrow Style With to shoes'.
narrow_style_with
Check fashion analysis progress by jobId. Returns current job status and partial results.
poll_analysis
Re-run fashion detection on a user-selected region of the original image. Use after analyzeFashion when initial results are empty or miss intended items.
redetect_with_bbox
Refine current fashion analysis results. Switch to another detected item, sort by price, or filter by price, color, brand, or outfit pairing category. Use after analyzeFashion.
refine_results
Search fashion products by text description without an image. Use when user describes clothing in words (e.g. 'blue denim jacket', 'black boots'). Returns similar products with prices and links. Not for image generation requests.
searchFashionByText

Outfit Lens FAQ

How do I improve a ChatGPT Plugin's discoverability?

The levers are the listing surface agents actually read: names, descriptions, keywords, tool metadata, and registry health. Which lever matters depends on where discovery breaks, which is what continuous measurement shows.

What are Outfit Lens alternatives on ChatGPT?

As of 2026-08-14, Outfit Lens competes with Able.Style, Annstracts, ASOS Stylist, Background Changer, Belk, Closai, eCommerce Studio - CBE 파트너, elfai: Fashion Stylist, LFmall, Monnier Paris, Needle, Noodle Seed, Nykaa Fashion, Prada, Remode, Tillys, Who What Wear, ZOZO, 神戸レタス, 무신사 in ChatGPT Fashion & Apparel Shopping, ranked by public Discoverability Score.

Where is this profile measured?

This profile uses the geography attached to the latest public registry snapshot: US. Locale tags are intentionally omitted.