{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_convenient-hairstyle","slug":"convenient-hairstyle","name":"Convenient Hairstyle","type":"webapp","url":"https://hairstyle.cvhtechnology.com","page_url":"https://unfragile.ai/convenient-hairstyle","categories":["app-builders"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_convenient-hairstyle__cap_0","uri":"capability://image.visual.face.aware.hairstyle.transfer.with.realistic.rendering","name":"face-aware hairstyle transfer with realistic rendering","description":"Applies selected hairstyles to user-uploaded photos using computer vision face detection and generative image synthesis. The system detects facial landmarks and geometry, then uses a neural style-transfer or conditional image generation model (likely diffusion-based or GAN-based) to realistically render the chosen hairstyle onto the user's face while preserving skin tone, facial features, and head orientation. The rendering accounts for lighting and shadow consistency to produce photorealistic previews rather than simple overlays.","intents":["I want to see how a specific haircut would look on my face before booking a salon appointment","I need to visualize multiple hairstyle options quickly to decide which one suits me best","I want to show my stylist a realistic preview of what I'm asking for to reduce miscommunication"],"best_for":["Individual consumers planning salon visits who want to reduce decision uncertainty","Budget-conscious users avoiding costly haircut mistakes","People with limited access to professional styling consultations"],"limitations":["Rendering quality degrades with extreme head angles, poor lighting, or obscured faces in source photos","Does not account for hair texture, density, or how styles behave with different hair types in real conditions","Generated previews may not accurately represent how a style translates from 2D rendering to 3D in-person appearance","No multi-angle preview capability — single frontal view limits ability to assess side/back profile impact"],"requires":["JPEG or PNG image file (typical max 5-10MB)","Face clearly visible in photo with adequate lighting","Modern web browser with WebGL support for real-time rendering"],"input_types":["image (JPEG, PNG)","categorical selection (hairstyle choice from predefined library)"],"output_types":["image (PNG or JPEG with rendered hairstyle)","downloadable preview file"],"categories":["image-visual","beauty-tech"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_convenient-hairstyle__cap_1","uri":"capability://search.retrieval.hairstyle.library.browsing.and.selection.interface","name":"hairstyle library browsing and selection interface","description":"Provides a searchable or categorized gallery of pre-defined hairstyles that users can select and apply to their photos. The interface likely organizes styles by category (length, texture, era, face-shape compatibility) and displays thumbnail previews of each style. Selection triggers the face-aware rendering pipeline. The library is static or periodically updated rather than dynamically generated, limiting customization but ensuring consistent quality and faster load times.","intents":["I want to browse available hairstyle options to find inspiration before uploading my photo","I need to filter hairstyles by length or style type to narrow down choices quickly","I want to see what a specific named hairstyle looks like before applying it to my face"],"best_for":["Users seeking guided exploration of hairstyle options rather than open-ended generation","People who prefer curated professional styles over AI-generated variations","Mobile users who benefit from simple categorical browsing over complex search"],"limitations":["Limited style library compared to dedicated hairstyle apps with thousands of professional photos","No custom hairstyle creation — users cannot request variations or hybrid styles outside the predefined set","Categorization may not align with user mental models (e.g., 'face shape' categories may not match how users think about compatibility)","Styles shown as generic previews may not represent how they appear on different hair colors or textures"],"requires":["Web browser with JavaScript enabled","Internet connection for gallery loading"],"input_types":["categorical filter selection (length, style type, etc.)","search query (if full-text search is implemented)"],"output_types":["hairstyle thumbnail gallery","selected hairstyle identifier for rendering pipeline"],"categories":["search-retrieval","user-interface"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_convenient-hairstyle__cap_2","uri":"capability://planning.reasoning.generic.hairstyle.recommendation.engine","name":"generic hairstyle recommendation engine","description":"Suggests hairstyles to users based on limited input signals, likely using rule-based matching or simple collaborative filtering rather than deep personalization. The system may infer recommendations from uploaded photo metadata (detected face shape, age, skin tone) or user-provided preferences (hair type, lifestyle), then returns a ranked list of compatible styles from the library. The recommendation logic is acknowledged as generic because it lacks access to professional stylist expertise, hair texture analysis, or historical user preference data.","intents":["I want AI to suggest hairstyles that might suit me based on my face shape or features","I need a starting point for hairstyle exploration when I don't know what to try","I want recommendations filtered by my hair type or lifestyle (e.g., low-maintenance styles)"],"best_for":["Users seeking initial guidance or inspiration without professional stylist access","People who want to narrow the search space before browsing the full library","Budget-conscious users who cannot afford professional styling consultations"],"limitations":["Recommendations lack personalization based on actual hair texture, density, or color variation — only infer from photo","No learning from user feedback — recommendations do not improve with repeated use","Cannot account for lifestyle factors (time for styling, maintenance tolerance) beyond basic categorical input","Recommendations are generic heuristics rather than stylist-level expertise, missing nuanced compatibility factors","No multi-generational or cultural style knowledge — may not reflect user's aesthetic preferences or heritage"],"requires":["User-uploaded photo OR manual input of face shape/hair type","Optional preference inputs (lifestyle, maintenance tolerance)"],"input_types":["image (for face shape detection)","categorical selections (hair type, lifestyle preference, age range)"],"output_types":["ranked list of recommended hairstyle IDs","compatibility scores or confidence metrics (if displayed)"],"categories":["planning-reasoning","recommendation-engine"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_convenient-hairstyle__cap_3","uri":"capability://data.processing.analysis.photo.upload.and.preprocessing.pipeline","name":"photo upload and preprocessing pipeline","description":"Handles user image uploads with client-side or server-side validation, compression, and preprocessing to prepare images for face detection and rendering. The pipeline likely includes file format validation (JPEG, PNG), size constraints (max file size), image quality checks, and optional auto-rotation based on EXIF metadata. Preprocessing may include normalization (resizing to standard dimensions) and color space conversion to ensure consistent input to the face detection model.","intents":["I want to quickly upload a selfie or portrait photo without worrying about file format or size","I need my photo automatically corrected for orientation so the rendering works properly","I want to ensure my photo is processed securely without being stored permanently"],"best_for":["Non-technical users who expect simple drag-and-drop upload without format concerns","Mobile users uploading photos directly from camera roll","Privacy-conscious users wanting assurance that photos are not retained"],"limitations":["File size limits may reject high-resolution photos from modern smartphones (12MP+)","Compression may degrade image quality, affecting rendering realism","EXIF-based auto-rotation may fail on photos taken with non-standard camera orientations","No batch upload capability — users must process one photo at a time","Limited guidance on optimal photo conditions (lighting, angle, framing) before upload"],"requires":["Web browser with file input support","JPEG or PNG image file","File size typically under 5-10MB (exact limit unknown)"],"input_types":["image file (JPEG, PNG)"],"output_types":["preprocessed image tensor or normalized image file","validation status (success/error with user-friendly message)"],"categories":["data-processing-analysis","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_convenient-hairstyle__cap_4","uri":"capability://image.visual.face.detection.and.landmark.extraction","name":"face detection and landmark extraction","description":"Detects faces in uploaded photos and extracts facial landmarks (eyes, nose, mouth, jawline, head pose) using a pre-trained computer vision model, likely based on dlib, MediaPipe, or a lightweight CNN. The extracted landmarks define the face geometry and orientation, which the rendering pipeline uses to correctly position and scale the hairstyle transfer. Face detection also validates that the photo contains a suitable face for processing and rejects images with multiple faces, extreme angles, or obscured features.","intents":["I want the system to automatically detect my face so the hairstyle renders in the right position","I need the system to reject photos where my face is not clearly visible or at an unsuitable angle","I want the hairstyle to adapt to my head orientation and facial geometry for realistic results"],"best_for":["Users uploading selfies or portrait photos with clear frontal face visibility","Applications requiring robust face detection without manual annotation","Real-time or near-real-time processing where lightweight models are preferred"],"limitations":["Fails or produces poor results with extreme head angles (>45 degrees from frontal), side profiles, or tilted heads","Struggles with poor lighting, shadows, or backlighting that obscures facial features","May reject valid photos if face is partially obscured (glasses, masks, hair covering face)","Landmark accuracy degrades with very small faces in the frame or low-resolution images","No multi-face handling — rejects photos with multiple people or requires manual face selection","Does not extract fine-grained hair boundary information — only general head geometry"],"requires":["Pre-trained face detection model (likely MediaPipe or dlib)","Image with clearly visible frontal face","Adequate lighting and image resolution (minimum ~200x200 pixels for face)"],"input_types":["image (preprocessed JPEG or PNG)"],"output_types":["facial landmarks (x,y coordinates for key points)","head pose estimation (yaw, pitch, roll angles)","face bounding box","validation status (face detected/not detected)"],"categories":["image-visual","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_convenient-hairstyle__cap_5","uri":"capability://image.visual.downloadable.preview.image.export","name":"downloadable preview image export","description":"Allows users to download or share the rendered hairstyle preview as a static image file (PNG or JPEG). The export pipeline captures the rendered output, applies optional compression or quality settings, and generates a downloadable file or shareable link. Users can save previews locally to show stylists or share on social media. The export may include metadata (hairstyle name, timestamp) or watermarking.","intents":["I want to save the hairstyle preview to show my stylist at my salon appointment","I want to share the preview with friends or family to get their opinion before committing","I want to keep a record of hairstyles I've tried for future reference"],"best_for":["Users who need to communicate their desired style to a stylist","Social media users wanting to share style ideas with their network","People building a personal style reference library"],"limitations":["Downloaded image is static — cannot be re-edited or adjusted after export","File size may be large (several MB) depending on resolution and compression settings","No built-in annotation tools — users cannot add notes or measurements to the preview","Watermarking (if present) may reduce image quality or aesthetic appeal","No automatic backup or cloud storage — users must manually manage downloaded files"],"requires":["Rendered hairstyle preview image","Browser with download capability","Local storage space for image file"],"input_types":["rendered image (from hairstyle transfer pipeline)"],"output_types":["PNG or JPEG image file (downloadable)","shareable link (if cloud storage is integrated)"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_convenient-hairstyle__cap_6","uri":"capability://automation.workflow.free.no.login.web.interface","name":"free, no-login web interface","description":"Provides a completely free, publicly accessible web application requiring no user account creation, authentication, or payment. The interface is designed for immediate use without onboarding friction — users can upload a photo and try hairstyles within seconds. No data persistence across sessions means no user tracking, preference storage, or recommendation history. The architecture prioritizes accessibility and privacy over personalization.","intents":["I want to quickly try a hairstyle tool without creating an account or providing personal information","I want to use this tool for free without worrying about hidden paywalls or premium features","I want privacy assurance that my photos are not stored or used for training data"],"best_for":["Budget-conscious users who cannot afford paid hairstyle consultation tools","Privacy-focused users who avoid platforms requiring account creation","Casual users wanting a one-time tool without long-term commitment","Users in regions with limited payment infrastructure"],"limitations":["No user account means no preference persistence — users cannot save favorite styles or upload history","No personalized recommendations based on past behavior — each session starts fresh","No customer support or account recovery if issues occur","Free model limits monetization options, potentially constraining feature development or server capacity","No analytics on user preferences — cannot improve recommendations without user data","Unclear data retention policy — users cannot verify that photos are actually deleted"],"requires":["Web browser with internet connection","No account creation or payment method"],"input_types":["image file (no login required)"],"output_types":["rendered hairstyle preview","downloadable image file"],"categories":["automation-workflow","user-interface"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"low","permissions":["JPEG or PNG image file (typical max 5-10MB)","Face clearly visible in photo with adequate lighting","Modern web browser with WebGL support for real-time rendering","Web browser with JavaScript enabled","Internet connection for gallery loading","User-uploaded photo OR manual input of face shape/hair type","Optional preference inputs (lifestyle, maintenance tolerance)","Web browser with file input support","JPEG or PNG image file","File size typically under 5-10MB (exact limit unknown)"],"failure_modes":["Rendering quality degrades with extreme head angles, poor lighting, or obscured faces in source photos","Does not account for hair texture, density, or how styles behave with different hair types in real conditions","Generated previews may not accurately represent how a style translates from 2D rendering to 3D in-person appearance","No multi-angle preview capability — single frontal view limits ability to assess side/back profile impact","Limited style library compared to dedicated hairstyle apps with thousands of professional photos","No custom hairstyle creation — users cannot request variations or hybrid styles outside the predefined set","Categorization may not align with user mental models (e.g., 'face shape' categories may not match how users think about compatibility)","Styles shown as generic previews may not represent how they appear on different hair colors or textures","Recommendations lack personalization based on actual hair texture, density, or color variation — only infer from photo","No learning from user feedback — recommendations do not improve with repeated use","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":"2026-05-24T12:16:30.281Z","last_scraped_at":"2026-04-05T13:23:42.561Z","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=convenient-hairstyle","compare_url":"https://unfragile.ai/compare?artifact=convenient-hairstyle"}},"signature":"8u53rZFSmk16WHJUZBTWp+VCVvDIZ/m69c/pmc0igEtHMlg6qKhkgYzsLmUVht+aoi3SmKoBeIo977RCBt0QDA==","signedAt":"2026-06-20T17:31:30.083Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/convenient-hairstyle","artifact":"https://unfragile.ai/convenient-hairstyle","verify":"https://unfragile.ai/api/v1/verify?slug=convenient-hairstyle","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"}}