{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_wardrobe-ai","slug":"wardrobe-ai","name":"Wardrobe AI","type":"product","url":"https://wardrobe-ai.com","page_url":"https://unfragile.ai/wardrobe-ai","categories":["app-builders"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_wardrobe-ai__cap_0","uri":"capability://image.visual.clothing.item.visual.recognition.and.inventory.indexing","name":"clothing-item-visual-recognition-and-inventory-indexing","description":"Processes user-uploaded clothing images through a computer vision pipeline to detect, classify, and catalog individual garments into a searchable inventory index. The system likely uses convolutional neural networks (CNNs) or vision transformers to extract visual features (color, texture, garment type, fit) and stores embeddings in a vector database for later retrieval and matching. Each garment is tagged with metadata derived from visual analysis rather than manual input, enabling rapid inventory building from photo uploads.","intents":["I want to quickly build a digital inventory of my physical wardrobe without manually tagging each item","I need the system to automatically recognize what type of clothing each photo contains (shirt, pants, dress, etc.)","I want visual features like color and pattern to be extracted automatically so I can search by appearance later"],"best_for":["busy professionals who lack time for manual wardrobe cataloging","minimalists with well-lit, organized clothing collections","users with solid-colored or clearly distinct garments"],"limitations":["Computer vision struggles with similar colors, subtle pattern variations, and layered/folded clothing that obscures full garment visibility","Accuracy degrades significantly with poor lighting, shadows, or cluttered backgrounds in photos","No manual override or correction UI apparent — misclassified items may persist in inventory","Limited to 2D image analysis; cannot infer fabric texture, weight, or material properties that affect styling"],"requires":["User device with camera or image upload capability","Image file format support (JPEG, PNG minimum)","Sufficient lighting and clear garment visibility in photos"],"input_types":["image (JPEG, PNG, WebP)"],"output_types":["structured inventory metadata (garment type, color, pattern, size estimates)","vector embeddings for similarity matching"],"categories":["image-visual","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wardrobe-ai__cap_1","uri":"capability://planning.reasoning.outfit.combination.generation.with.visual.compatibility.scoring","name":"outfit-combination-generation-with-visual-compatibility-scoring","description":"Generates outfit suggestions by computing visual compatibility scores between indexed garments using color theory, style matching heuristics, and learned patterns from fashion datasets. The system likely retrieves candidate garment combinations from the inventory index, scores them using a multi-factor algorithm (color harmony, style coherence, occasion appropriateness), and ranks results by compatibility. This enables automated outfit assembly without requiring user input beyond the initial inventory upload.","intents":["I want the system to suggest complete outfit combinations from my wardrobe without decision fatigue","I need outfit recommendations that consider color coordination and basic style matching","I want to explore different ways to combine my existing clothes to maximize outfit variety"],"best_for":["professionals with decision fatigue around daily outfit selection","minimalists with smaller, well-curated wardrobes (50-150 items)","users seeking to maximize combinations from existing inventory rather than buy new clothes"],"limitations":["Recommendation diversity is limited by the underlying wardrobe size and variety — small or homogeneous wardrobes yield repetitive suggestions","No apparent fashion context understanding (occasion, season, body type, personal style preferences) — recommendations may feel generic or misaligned with user taste","Color matching algorithm likely uses basic hue/saturation rules and may fail on complex patterns, metallics, or unconventional color combinations that work in practice","No learning mechanism visible — system does not adapt recommendations based on user feedback or outfit selections over time","Cannot account for garment condition, wear frequency, or laundry status"],"requires":["Populated clothing inventory with minimum 20-30 items for meaningful combinations","Accurate visual feature extraction from inventory indexing capability"],"input_types":["structured inventory metadata (garment type, color, pattern, visual embeddings)"],"output_types":["ranked outfit combinations (list of garment IDs with compatibility scores)","visual preview or suggestion card (image collage or text description)"],"categories":["planning-reasoning","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wardrobe-ai__cap_2","uri":"capability://data.processing.analysis.image.upload.and.storage.with.cloud.persistence","name":"image-upload-and-storage-with-cloud-persistence","description":"Manages the end-to-end lifecycle of user-uploaded clothing images: ingestion, validation, storage in cloud infrastructure, and retrieval for analysis and display. The system likely implements a standard file upload pipeline with client-side validation (file type, size limits), server-side virus scanning, and persistent storage in object storage (S3, GCS, or similar). Images are retained in the user's account for repeated analysis and outfit preview generation without re-upload.","intents":["I want to upload multiple clothing photos at once to build my inventory quickly","I need my uploaded images stored securely so I can access them later without re-uploading","I want to update or replace photos of specific garments without losing my entire inventory"],"best_for":["users with moderate to large wardrobes (50+ items) who benefit from batch upload","users on mobile devices who want to capture and store wardrobe photos over time","users concerned with data privacy and wanting images stored in their account"],"limitations":["No apparent image editing or cropping UI — users must provide clean, well-framed photos or accept lower recognition accuracy","Storage limits not disclosed — unclear if there are quotas per user or total image count restrictions","Image retention policy unclear — no visible controls for deleting or archiving old photos","No batch delete or bulk management tools apparent — removing items from inventory may require individual deletion","Privacy/data handling practices not transparent — unclear if images are used for model training or shared with third parties"],"requires":["User account with authentication","Internet connectivity for upload/download","Supported image format (JPEG, PNG minimum)","Sufficient storage quota in user account"],"input_types":["image files (JPEG, PNG, WebP, etc.)"],"output_types":["stored image URLs or references","image metadata (upload timestamp, file size, dimensions)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wardrobe-ai__cap_3","uri":"capability://image.visual.outfit.preview.and.visual.composition.rendering","name":"outfit-preview-and-visual-composition-rendering","description":"Renders suggested outfit combinations as visual previews by compositing or collaging the indexed garment images into a single view. The system likely retrieves the stored images for each garment in a suggested outfit, arranges them spatially (flat-lay, on-model, or side-by-side), and generates a preview image or interactive carousel for user review. This allows users to visualize complete outfits before wearing them without requiring manual photo composition.","intents":["I want to see what a suggested outfit looks like visually before committing to wearing it","I need a quick visual check to confirm color coordination and style match across all pieces","I want to browse through multiple outfit suggestions in a gallery or carousel format"],"best_for":["visual learners who prefer seeing outfits rather than reading descriptions","users on mobile devices who benefit from quick visual scanning","users with diverse wardrobes where visual confirmation reduces styling mistakes"],"limitations":["Flat-lay or side-by-side composition does not simulate how garments actually look when worn together on a body","No on-model rendering apparent — users cannot see proportions, fit, or how pieces interact on a real silhouette","Lighting and color accuracy in composited images may differ from actual garment appearance due to photo quality variation","No interactive features visible (zoom, rotate, swap items) — users cannot customize or explore variations of suggested outfits","Rendering quality depends entirely on input photo quality — poor lighting or framing in source images degrades preview quality"],"requires":["Stored garment images from inventory","Outfit combination data from recommendation engine","Image compositing or rendering capability (client-side or server-side)"],"input_types":["garment image URLs","outfit combination metadata (list of garment IDs)"],"output_types":["composite image (JPEG or PNG)","interactive carousel or gallery UI","visual preview card with outfit details"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wardrobe-ai__cap_4","uri":"capability://automation.workflow.free.tier.access.with.no.paywall.for.core.features","name":"free-tier-access-with-no-paywall-for-core-features","description":"Provides unrestricted access to core wardrobe management and outfit recommendation features without requiring payment, subscription, or account upgrade. The business model likely relies on free user acquisition and engagement metrics rather than direct monetization, with potential future revenue from premium features, ads, or data partnerships. All core capabilities (inventory indexing, outfit generation, preview rendering) are available to free users without artificial limitations.","intents":["I want to try wardrobe AI without financial commitment or risk","I need a free tool for outfit planning that doesn't require a subscription","I want to build a digital wardrobe inventory without paying for premium wardrobe apps"],"best_for":["budget-conscious users and students","users evaluating wardrobe tools before committing to paid alternatives","casual users with modest wardrobe sizes who don't need premium features"],"limitations":["Free model sustainability unclear — no visible monetization strategy, raising questions about long-term viability","Potential future paywalls or feature restrictions not disclosed — users may invest time building inventory only to face paid upgrades","No apparent premium tier or upsell path — unclear what differentiation exists if monetization is introduced","Data privacy and usage rights unclear — free access may come with implicit data sharing or model training permissions","No SLA or uptime guarantees typical of free services — reliability and performance may vary"],"requires":["User account creation (email or social login)","No payment method or credit card required"],"input_types":["user account credentials"],"output_types":["full access to all core features","no paywalls or feature restrictions"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wardrobe-ai__cap_5","uri":"capability://tool.use.integration.user.account.management.and.authentication","name":"user-account-management-and-authentication","description":"Manages user identity, account creation, login, and session persistence to enable multi-device access and data continuity. The system likely implements standard authentication patterns (email/password, OAuth social login, or both) with session tokens or JWT-based authentication for API requests. User accounts serve as the container for stored images, inventory metadata, and outfit preferences, enabling users to access their wardrobe across devices.","intents":["I want to create an account and securely access my wardrobe from multiple devices","I need to log in and out without losing my inventory or outfit history","I want to use social login (Google, Apple) for faster account creation"],"best_for":["users who access wardrobe AI from multiple devices (phone, tablet, desktop)","users who value quick signup via social login","users concerned with account security and data isolation"],"limitations":["No apparent account recovery or password reset flow documented — users who forget credentials may lose access permanently","No visible two-factor authentication (2FA) — accounts may be vulnerable to credential compromise","No account deletion or data export options apparent — users cannot fully remove their data or migrate to competitors","Session timeout policy unclear — users may be logged out unexpectedly on mobile or after inactivity","No apparent role-based access control (RBAC) — no family sharing, collaborative wardrobe, or admin features"],"requires":["Email address or social media account (Google, Apple, Facebook, etc.)","Internet connectivity for authentication"],"input_types":["email and password, or social login credentials"],"output_types":["authenticated session token","user profile with account metadata","access to user's stored inventory and outfit history"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["User device with camera or image upload capability","Image file format support (JPEG, PNG minimum)","Sufficient lighting and clear garment visibility in photos","Populated clothing inventory with minimum 20-30 items for meaningful combinations","Accurate visual feature extraction from inventory indexing capability","User account with authentication","Internet connectivity for upload/download","Supported image format (JPEG, PNG minimum)","Sufficient storage quota in user account","Stored garment images from inventory"],"failure_modes":["Computer vision struggles with similar colors, subtle pattern variations, and layered/folded clothing that obscures full garment visibility","Accuracy degrades significantly with poor lighting, shadows, or cluttered backgrounds in photos","No manual override or correction UI apparent — misclassified items may persist in inventory","Limited to 2D image analysis; cannot infer fabric texture, weight, or material properties that affect styling","Recommendation diversity is limited by the underlying wardrobe size and variety — small or homogeneous wardrobes yield repetitive suggestions","No apparent fashion context understanding (occasion, season, body type, personal style preferences) — recommendations may feel generic or misaligned with user taste","Color matching algorithm likely uses basic hue/saturation rules and may fail on complex patterns, metallics, or unconventional color combinations that work in practice","No learning mechanism visible — system does not adapt recommendations based on user feedback or outfit selections over time","Cannot account for garment condition, wear frequency, or laundry status","No apparent image editing or cropping UI — users must provide clean, well-framed photos or accept lower recognition accuracy","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:34.117Z","last_scraped_at":"2026-04-05T13:23:42.559Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=wardrobe-ai","compare_url":"https://unfragile.ai/compare?artifact=wardrobe-ai"}},"signature":"4gftOnRtuWKxVASnAa9NKOdNYpAsYo/SD1onLG3OUUm12+xfdaY9XXkQ95phz8G4eFZKUG44J/vBPjm6nueiCQ==","signedAt":"2026-06-21T03:46:51.025Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/wardrobe-ai","artifact":"https://unfragile.ai/wardrobe-ai","verify":"https://unfragile.ai/api/v1/verify?slug=wardrobe-ai","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}