{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-compose-ai","slug":"compose-ai","name":"Compose AI","type":"extension","url":"https://www.compose.ai/","page_url":"https://unfragile.ai/compose-ai","categories":["browser-extensions"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-compose-ai__cap_0","uri":"capability://text.generation.language.context.aware.text.autocompletion","name":"context-aware text autocompletion","description":"Compose AI leverages a transformer-based language model to provide context-aware text autocompletion within the Chrome browser. By analyzing the user's writing patterns and the surrounding text, it predicts and suggests completions that align with the user's intent. This capability is distinct due to its real-time processing and integration with web applications, allowing for seamless suggestions without interrupting the user's workflow.","intents":["How can I speed up my writing process in web applications?","What tools can help me with writing suggestions while I type?","How can I reduce repetitive typing in my emails or documents?"],"best_for":["content creators looking to enhance their writing efficiency","professionals drafting emails or reports","students writing essays or assignments"],"limitations":["Limited to web applications running in Chrome; does not support offline use","May struggle with highly technical or niche vocabulary not present in training data"],"requires":["Chrome browser version 90+","Internet connection for real-time suggestions"],"input_types":["text"],"output_types":["text"],"categories":["text-generation-language","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-compose-ai__cap_1","uri":"capability://text.generation.language.adaptive.suggestion.refinement","name":"adaptive suggestion refinement","description":"This capability allows Compose AI to learn from user interactions over time, refining its suggestions based on individual writing styles and preferences. By employing reinforcement learning techniques, it adjusts its model to prioritize suggestions that align with the user's unique voice, resulting in more personalized and relevant completions.","intents":["How can I make my writing suggestions more tailored to my style?","What tools can adapt to my writing preferences over time?","How can I improve the relevance of autocomplete suggestions?"],"best_for":["writers seeking personalized writing tools","marketers crafting brand-specific content","students developing their unique writing voice"],"limitations":["Requires ongoing usage to improve suggestions; initial suggestions may not be as relevant","Privacy concerns may arise from data collection for personalization"],"requires":["Chrome browser version 90+","User account for personalized learning features"],"input_types":["text"],"output_types":["text"],"categories":["text-generation-language","machine learning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-compose-ai__cap_2","uri":"capability://text.generation.language.multi.language.support.for.autocompletion","name":"multi-language support for autocompletion","description":"Compose AI supports autocompletion in multiple languages by utilizing a multilingual language model that can switch contexts based on the user's input language. This capability allows users to write in their preferred language without needing to change settings, making it accessible for non-English speakers or multilingual users.","intents":["How can I write in different languages without switching tools?","What tools can help me with writing suggestions in my native language?","How can I improve my writing in multiple languages simultaneously?"],"best_for":["bilingual professionals drafting documents","students learning new languages","global teams collaborating across languages"],"limitations":["Language support may vary; less effective for languages with limited training data","Context switching may occasionally lead to incorrect suggestions"],"requires":["Chrome browser version 90+","Internet connection for language model access"],"input_types":["text"],"output_types":["text"],"categories":["text-generation-language","multilingual"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":28,"verified":false,"data_access_risk":"high","permissions":["Chrome browser version 90+","Internet connection for real-time suggestions","User account for personalized learning features","Internet connection for language model access"],"failure_modes":["Limited to web applications running in Chrome; does not support offline use","May struggle with highly technical or niche vocabulary not present in training data","Requires ongoing usage to improve suggestions; initial suggestions may not be as relevant","Privacy concerns may arise from data collection for personalization","Language support may vary; less effective for languages with limited training data","Context switching may occasionally lead to incorrect suggestions","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.31,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-06-17T09:51:03.036Z","last_scraped_at":"2026-05-03T14:00:20.516Z","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=compose-ai","compare_url":"https://unfragile.ai/compare?artifact=compose-ai"}},"signature":"SohHLfZ7A6BUXAVl8wHeXgr9IaEZi9gFZNTptEXjdV8Ra54gVeoJGRIdghhTuGpMIt6pAcOKoGdOGPa7SaYNAQ==","signedAt":"2026-06-22T12:18:27.321Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/compose-ai","artifact":"https://unfragile.ai/compose-ai","verify":"https://unfragile.ai/api/v1/verify?slug=compose-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"}}