{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_find-your-next-book","slug":"find-your-next-book","name":"Find Your Next Book","type":"product","url":"https://www.findyournextbook.ai","page_url":"https://unfragile.ai/find-your-next-book","categories":["chatbots-assistants"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_find-your-next-book__cap_0","uri":"capability://chatbot.conversational.book.preference.elicitation","name":"conversational-book-preference-elicitation","description":"Engages users in natural dialogue to understand their reading preferences, mood, and interests without requiring structured questionnaires. The chatbot iteratively refines understanding through follow-up questions and clarifications.","intents":["I want to tell an AI what kind of book I'm in the mood for without filling out a form","I need help articulating what I'm looking for in my next read","I want to have a back-and-forth conversation to narrow down my preferences"],"best_for":["readers who prefer conversational interaction","users overwhelmed by traditional recommendation questionnaires"],"limitations":["requires clear communication of preferences","may misinterpret vague or contradictory requests"],"requires":["user ability to describe reading preferences in natural language"],"input_types":["natural language text"],"output_types":["clarifying questions, preference summaries"],"categories":["chatbot","discovery"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_find-your-next-book__cap_1","uri":"capability://discovery.cross.genre.book.recommendation","name":"cross-genre-book-recommendation","description":"Generates personalized book recommendations that span multiple genres and categories based on user preferences. Surfaces unexpected matches and unconventional combinations rather than siloing recommendations within single genres.","intents":["I want book recommendations that break out of my usual genre","I'm looking for unexpected reads that combine elements from different genres","I want to discover books I wouldn't normally find in my favorite genre section"],"best_for":["adventurous readers","genre-hoppers","readers seeking discovery beyond algorithmic silos"],"limitations":["training data cutoff limits recent releases","may struggle with very niche indie published titles","no access to user's actual reading history"],"requires":["clear articulation of reading interests","openness to cross-genre suggestions"],"input_types":["natural language preferences, mood descriptions, thematic interests"],"output_types":["book titles with brief descriptions, genre tags, relevance explanations"],"categories":["discovery","recommendation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_find-your-next-book__cap_2","uri":"capability://discovery.nuanced.thematic.book.matching","name":"nuanced-thematic-book-matching","description":"Interprets complex, multi-layered requests combining genre, theme, tone, and specific narrative elements to find matching books. Handles requests like 'cozy mysteries with climate anxiety themes' by understanding the intersection of multiple criteria.","intents":["I want a book that combines very specific themes or tones that are hard to search for","I'm looking for books with particular emotional or thematic elements mixed with genre preferences","I need help finding books that match a nuanced combination of criteria"],"best_for":["readers with specific thematic interests","users seeking books with particular emotional tones","readers wanting niche combinations of elements"],"limitations":["depends on AI's training data coverage of thematic elements","may not find matches for extremely rare combinations","no validation against actual book content"],"requires":["ability to articulate complex preferences","books in training data that match the combination"],"input_types":["natural language descriptions of thematic/tonal combinations"],"output_types":["book recommendations with thematic alignment explanations"],"categories":["discovery","recommendation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_find-your-next-book__cap_3","uri":"capability://discovery.mood.based.book.discovery","name":"mood-based-book-discovery","description":"Recommends books tailored to the user's current emotional state, reading mood, or situational context. Adapts recommendations based on whether the user wants escapism, comfort, challenge, or specific emotional experiences.","intents":["I want a book that matches my current mood or emotional state","I'm looking for something comforting vs. something that will challenge me","I need a book recommendation based on what I'm going through right now"],"best_for":["readers seeking mood-appropriate reads","users wanting emotional resonance with their current state"],"limitations":["mood interpretation depends on user articulation","no learning from past mood-based choices"],"requires":["user willingness to share emotional context"],"input_types":["natural language mood descriptions, emotional context"],"output_types":["mood-matched book recommendations with emotional tone descriptions"],"categories":["discovery","recommendation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_find-your-next-book__cap_4","uri":"capability://accessibility.zero.friction.recommendation.access","name":"zero-friction-recommendation-access","description":"Provides unrestricted access to the recommendation engine without authentication, paywalls, or account creation requirements. Users can immediately begin discovering books without friction or commitment.","intents":["I want to try a book recommendation tool without signing up or paying","I want to experiment with different reading preferences without barriers","I need quick access to book recommendations without creating an account"],"best_for":["casual users","users testing the tool","readers wanting low-commitment exploration"],"limitations":["no personalization persistence across sessions","no reading history tracking","no saved recommendations"],"requires":["internet access","no account setup"],"input_types":["natural language preferences"],"output_types":["book recommendations"],"categories":["accessibility","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_find-your-next-book__cap_5","uri":"capability://discovery.reading.rut.escape.guidance","name":"reading-rut-escape-guidance","description":"Helps readers who feel stuck in repetitive reading patterns by suggesting books that expand their horizons while respecting their core interests. Provides strategic recommendations to break genre monotony.","intents":["I've been reading the same type of book over and over and want to break out","I feel stuck in my reading habits and need suggestions to diversify","I want to explore new territory while staying somewhat comfortable"],"best_for":["readers in genre ruts","users seeking reading diversification","readers wanting guided exploration beyond comfort zones"],"limitations":["requires honest assessment of current reading patterns","recommendations depend on training data diversity"],"requires":["user description of current reading habits","openness to unfamiliar territory"],"input_types":["natural language descriptions of reading patterns and comfort zones"],"output_types":["strategic recommendations with bridge suggestions"],"categories":["discovery","recommendation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"low","permissions":["user ability to describe reading preferences in natural language","clear articulation of reading interests","openness to cross-genre suggestions","ability to articulate complex preferences","books in training data that match the combination","user willingness to share emotional context","internet access","no account setup","user description of current reading habits","openness to unfamiliar territory"],"failure_modes":["requires clear communication of preferences","may misinterpret vague or contradictory requests","training data cutoff limits recent releases","may struggle with very niche indie published titles","no access to user's actual reading history","depends on AI's training data coverage of thematic elements","may not find matches for extremely rare combinations","no validation against actual book content","mood interpretation depends on user articulation","no learning from past mood-based choices","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"ecosystem":0.2,"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":"2026-05-24T12:16:30.892Z","last_scraped_at":"2026-04-05T13:23:42.548Z","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=find-your-next-book","compare_url":"https://unfragile.ai/compare?artifact=find-your-next-book"}},"signature":"AdRWa1qa/H+GIeLfG3bBIADSxbLGLvn1bW1C0a+CgXwJUn+3IseItACy3Xbd3Qltpz3STQd1wPSz66Ic1eTTBQ==","signedAt":"2026-06-22T21:17:13.412Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/find-your-next-book","artifact":"https://unfragile.ai/find-your-next-book","verify":"https://unfragile.ai/api/v1/verify?slug=find-your-next-book","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"}}