{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_paint-by-text","slug":"paint-by-text","name":"Paint By Text","type":"webapp","url":"https://paintbytext.chat","page_url":"https://unfragile.ai/paint-by-text","categories":["image-generation"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_paint-by-text__cap_0","uri":"capability://photo.editing.natural.language.image.editing","name":"natural-language-image-editing","description":"Interpret and execute photo edits based on conversational text commands rather than traditional UI controls. Users describe desired changes in plain English and the AI applies those modifications to images.","intents":["I want to edit a photo without learning Photoshop","Make quick adjustments to an image using simple descriptions","Experiment with different edits without technical knowledge"],"best_for":["casual users","non-technical content creators","people unfamiliar with photo editing software"],"limitations":["precision control is limited compared to manual tools","complex multi-step edits may require multiple attempts","fine-tuning selections and exact specifications are vague"],"requires":["image file upload","text description of desired edit","internet connection"],"input_types":["image","text"],"output_types":["image"],"categories":["photo-editing","ai-assisted-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_paint-by-text__cap_1","uri":"capability://photo.editing.contextual.object.removal","name":"contextual-object-removal","description":"Remove or delete specific objects, people, or elements from photos using natural language descriptions. The AI identifies the target based on spatial or contextual cues provided in text.","intents":["Remove unwanted people or objects from a photo","Clean up a photo by removing distracting elements","Delete specific items mentioned by location or description"],"best_for":["social media content creators","casual photo cleaners","users wanting quick object removal"],"limitations":["may struggle with complex backgrounds or overlapping objects","results can be unpredictable requiring multiple attempts","precision removal is limited"],"requires":["image file","text description of object to remove","clear spatial reference"],"input_types":["image","text"],"output_types":["image"],"categories":["photo-editing","object-removal"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_paint-by-text__cap_2","uri":"capability://photo.editing.atmospheric.enhancement","name":"atmospheric-enhancement","description":"Adjust atmospheric and environmental qualities of images through descriptive text commands like making skies more dramatic, adjusting lighting mood, or enhancing weather effects.","intents":["Make the sky in my photo look more dramatic","Adjust the mood or atmosphere of a landscape photo","Enhance weather effects or lighting conditions"],"best_for":["landscape photographers","social media creators","users wanting mood adjustments"],"limitations":["results may be unpredictable","fine-tuning atmospheric effects requires multiple iterations","complex lighting scenarios may not render as expected"],"requires":["image file","descriptive text about desired atmospheric change"],"input_types":["image","text"],"output_types":["image"],"categories":["photo-editing","enhancement"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_paint-by-text__cap_3","uri":"capability://photo.editing.color.and.tone.adjustment","name":"color-and-tone-adjustment","description":"Modify colors, saturation, brightness, and overall tone of images through natural language descriptions rather than numeric sliders or technical controls.","intents":["Make colors more vibrant in my photo","Adjust the overall tone or warmth of an image","Change color grading with simple descriptions"],"best_for":["casual editors","content creators","users avoiding technical color grading"],"limitations":["precise color matching is difficult","exact numeric control unavailable","results may require multiple attempts to achieve desired effect"],"requires":["image file","descriptive text about color/tone changes"],"input_types":["image","text"],"output_types":["image"],"categories":["photo-editing","color-grading"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_paint-by-text__cap_4","uri":"capability://photo.editing.iterative.edit.refinement","name":"iterative-edit-refinement","description":"Allow users to make multiple sequential edits to an image through continued text commands, building on previous modifications to progressively refine the result.","intents":["Make multiple edits to the same photo in sequence","Refine an edit by giving additional instructions","Build up complex edits through multiple text commands"],"best_for":["users experimenting with edits","creative professionals","iterative workflow users"],"limitations":["processing speed slows with multiple edits","unpredictability increases with complex sequences","no undo/redo functionality mentioned"],"requires":["image file","sequential text commands","patience for processing"],"input_types":["image","text"],"output_types":["image"],"categories":["photo-editing","workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_paint-by-text__cap_5","uri":"capability://pricing.free.ai.powered.editing","name":"free-ai-powered-editing","description":"Provide professional-grade AI photo editing capabilities without any paywall, subscription, or cost barrier. All editing features are accessible to any user at no charge.","intents":["Edit photos without paying for expensive software","Access AI editing tools without subscription costs","Try professional editing features for free"],"best_for":["budget-conscious users","casual editors","students and hobbyists"],"limitations":["no premium tier or advanced features","may have usage limits or processing queue delays"],"requires":["internet connection","image file"],"input_types":["image"],"output_types":["image"],"categories":["pricing","accessibility"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_paint-by-text__cap_6","uri":"capability://interface.conversational.editing.interface","name":"conversational-editing-interface","description":"Interact with the photo editing system through a chat-based conversational interface where users describe edits in natural dialogue rather than navigating menus or toolbars.","intents":["Edit photos by talking to an AI like a conversation","Avoid learning complex menu structures and toolbars","Get editing suggestions through dialogue"],"best_for":["non-technical users","people preferring conversational interaction","accessibility-focused users"],"limitations":["conversational ambiguity may require clarification","complex requests may be misinterpreted"],"requires":["text input capability","image file"],"input_types":["image","text"],"output_types":["image"],"categories":["interface","accessibility"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["image file upload","text description of desired edit","internet connection","image file","text description of object to remove","clear spatial reference","descriptive text about desired atmospheric change","descriptive text about color/tone changes","sequential text commands","patience for processing"],"failure_modes":["precision control is limited compared to manual tools","complex multi-step edits may require multiple attempts","fine-tuning selections and exact specifications are vague","may struggle with complex backgrounds or overlapping objects","results can be unpredictable requiring multiple attempts","precision removal is limited","results may be unpredictable","fine-tuning atmospheric effects requires multiple iterations","complex lighting scenarios may not render as expected","precise color matching is difficult","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"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":"2026-05-24T12:16:32.437Z","last_scraped_at":"2026-04-05T13:23:42.545Z","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=paint-by-text","compare_url":"https://unfragile.ai/compare?artifact=paint-by-text"}},"signature":"zNYQgOFxHeUXG4kohDnXxuBOui+ll6VHjhK9znU7H2tzAKhUtlx6ilW5uj+FFPYPAPfOEexoGQa/kvfFUSQtCQ==","signedAt":"2026-06-21T15:06:47.745Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/paint-by-text","artifact":"https://unfragile.ai/paint-by-text","verify":"https://unfragile.ai/api/v1/verify?slug=paint-by-text","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"}}