{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_shoppingbuddy","slug":"shoppingbuddy","name":"ShoppingBuddy","type":"webapp","url":"https://shopping-buddy.netlify.app","page_url":"https://unfragile.ai/shoppingbuddy","categories":["app-builders"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_shoppingbuddy__cap_0","uri":"capability://search.retrieval.natural.language.product.search.across.multiple.retailers","name":"natural-language-product-search-across-multiple-retailers","description":"Accepts free-form natural language queries (e.g., 'affordable running shoes under $100') and routes them through an unspecified AI model to parse user intent, extract product attributes (category, price range, brand preferences), and search across integrated e-commerce stores. Returns ranked product matches filtered by relevance to the original query. Implementation details (NLU approach, entity extraction, ranking algorithm) are undocumented; actual store integration method (APIs vs. scraping) and data freshness model (real-time vs. cached) remain unknown.","intents":["I want to find products matching my specific needs without manually visiting multiple store websites","I need to search across several retailers at once using natural language instead of structured filters","I want AI to understand my budget and preferences from a conversational query"],"best_for":["Budget-conscious shoppers seeking basic product discovery without learning complex filter UIs","Users frustrated with individual store search experiences who want unified cross-retailer search","Casual online shoppers with simple product needs (not power users requiring advanced filtering)"],"limitations":["Store coverage limited to 'most famous online stores' — excludes niche retailers, marketplaces, and regional e-commerce platforms","No documented support for complex multi-criteria searches (e.g., 'running shoes with arch support under $100 in size 10')","Data freshness unknown — results may be stale if store data is cached rather than real-time","No API documentation provided; cannot verify actual store integrations or query latency","Pre-launch state with no functional demo — claims unverified"],"requires":["Web browser with internet connectivity","Account creation (mechanism unknown; email signup visible on landing page)","Access to ShoppingBuddy web interface at https://shopping-buddy.netlify.app"],"input_types":["text (natural language product queries)"],"output_types":["product listings (format unknown — likely JSON or HTML; metadata returned unknown)"],"categories":["search-retrieval","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shoppingbuddy__cap_1","uri":"capability://planning.reasoning.ai.powered.product.recommendation.engine","name":"ai-powered-product-recommendation-engine","description":"Generates product recommendations based on user queries and inferred preferences, filtering results by relevance to stated needs. The recommendation ranking mechanism is undocumented — unclear whether it uses collaborative filtering, content-based similarity, LLM-based relevance scoring, or simple keyword matching. No information on whether recommendations improve with user interaction history, purchase behavior, or explicit preference signals.","intents":["I want AI to suggest products that match my stated preferences and budget constraints","I need help discovering products I might not find through manual search","I want recommendations filtered by relevance to my specific use case"],"best_for":["Casual shoppers open to product discovery without strong brand loyalty","Budget-conscious users who want AI to filter options by price and relevance","Users with simple, well-defined product needs (e.g., 'cheap laptop for email and browsing')"],"limitations":["No personalization documented — unclear if recommendations adapt to user history or preferences over time","Ranking algorithm unknown — cannot assess whether recommendations are truly intelligent or simple keyword-based matching","No user reviews or community feedback available to validate recommendation quality","Pre-launch state with no working demo — recommendation accuracy unverified","No mechanism visible for users to provide feedback on recommendation quality (thumbs up/down, ratings)"],"requires":["Web browser with internet connectivity","ShoppingBuddy account (creation mechanism unknown)","Ability to articulate product needs in natural language"],"input_types":["text (product queries with implicit preference signals)"],"output_types":["ranked product listings (format and metadata unknown)"],"categories":["planning-reasoning","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shoppingbuddy__cap_2","uri":"capability://planning.reasoning.budget.tracking.and.spending.awareness","name":"budget-tracking-and-spending-awareness","description":"Enables users to track shopping budget and spending constraints, filtering product recommendations to stay within specified price limits. Implementation approach unknown — unclear whether this is simple client-side filtering, server-side budget enforcement, or integration with payment/cart systems. No documentation on whether budget tracking persists across sessions, supports multiple budgets/categories, or provides spending analytics.","intents":["I want to set a budget and ensure product recommendations stay within my spending limit","I need to track how much I'm spending across multiple shopping sessions","I want AI to filter out products that exceed my budget constraints"],"best_for":["Budget-conscious shoppers and students with fixed spending limits","Users managing household shopping budgets who need spending awareness","Casual shoppers who want basic price filtering without advanced analytics"],"limitations":["No documentation on budget persistence — unclear if budgets are saved per session or across accounts","No spending analytics or historical tracking visible — appears to be real-time filtering only","Cannot verify if budget constraints are enforced at recommendation time or only displayed as metadata","No support for multiple budgets, categories, or time-based limits (e.g., weekly vs. monthly) documented","Pre-launch state — budget tracking functionality unverified"],"requires":["Web browser with internet connectivity","ShoppingBuddy account","Ability to specify budget constraints in natural language or UI"],"input_types":["text (budget specifications, e.g., 'under $100')","numeric (price limits, if UI supports structured input)"],"output_types":["filtered product listings respecting budget constraints"],"categories":["planning-reasoning","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shoppingbuddy__cap_3","uri":"capability://text.generation.language.conversational.shopping.interface","name":"conversational-shopping-interface","description":"Provides a chat-based UI for product search and recommendations, allowing users to interact with the shopping assistant through natural language conversation rather than structured forms or filters. The conversation flow, context management, and multi-turn dialogue handling are undocumented. Unclear whether the system maintains conversation history, supports follow-up questions, or uses context from previous queries to refine recommendations.","intents":["I want to search for products using a conversational interface that feels like chatting with a shopping assistant","I want to refine my search through follow-up questions without restarting the search","I want a more natural, less technical way to specify product preferences"],"best_for":["Non-technical users who prefer conversational interaction over form-based search","Casual shoppers seeking a friendly, low-friction shopping experience","Users on mobile devices who find chat interfaces more convenient than structured filters"],"limitations":["No documentation on conversation history persistence — unclear if multi-turn dialogue is supported","Context management unknown — cannot verify if the system remembers previous queries or preferences within a conversation","No visible demo of actual chat interface — only landing page email signup visible","Conversation length limits unknown — no information on maximum context window or session duration","Pre-launch state — conversational UX unverified"],"requires":["Web browser with internet connectivity","ShoppingBuddy account","Ability to type natural language queries"],"input_types":["text (natural language messages)"],"output_types":["text (chat responses with product recommendations or clarifying questions)"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shoppingbuddy__cap_4","uri":"capability://automation.workflow.web.based.cross.device.accessibility","name":"web-based-cross-device-accessibility","description":"Delivers ShoppingBuddy as a lightweight web application hosted on Netlify, accessible from any device with a web browser and internet connection. No native mobile app, browser extension, or offline functionality documented. The frontend is served from Netlify; backend infrastructure, API endpoints, and deployment model are undocumented.","intents":["I want to access shopping assistance from my phone, tablet, or desktop without installing an app","I need a tool that works across all my devices without syncing friction","I want to use ShoppingBuddy without committing to a native app installation"],"best_for":["Users who prefer web-based tools over native apps","Casual shoppers who want low-friction access without installation","Cross-device users who need consistent access across phone, tablet, and desktop"],"limitations":["No native mobile app — no access to device features (camera for visual search, location for local shopping, notifications)","No browser extension — cannot integrate with in-the-moment shopping on retailer websites","No offline functionality — requires internet connectivity at all times","Web-only deployment limits in-store shopping assistance or mobile-first use cases","Netlify frontend hosting suggests limited backend scalability or custom infrastructure"],"requires":["Web browser (modern version supporting ES6+, likely Chrome/Firefox/Safari/Edge)","Internet connectivity","No installation or app store access required"],"input_types":["text (via web form or chat interface)"],"output_types":["HTML/CSS/JavaScript rendered in browser"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shoppingbuddy__cap_5","uri":"capability://automation.workflow.free.access.with.no.paywall","name":"free-access-with-no-paywall","description":"Offers completely free access to core shopping assistance features with no documented premium tier, subscription model, or paywall. Pricing model, monetization strategy, and sustainability plan are undocumented. Current state is pre-launch email signup; no information on whether free access will persist post-launch or if freemium pricing will be introduced.","intents":["I want to use AI shopping assistance without paying for a subscription or premium tier","I want to try a shopping tool without financial commitment or credit card requirement","I want to avoid vendor lock-in from paid tools"],"best_for":["Budget-conscious shoppers and students with no discretionary spending for shopping tools","Users evaluating shopping assistance tools before committing to paid alternatives","Casual shoppers with low-frequency shopping needs who don't justify paid subscriptions"],"limitations":["Pricing model unknown — no guarantee that free access will persist post-launch","No SLA or uptime guarantee documented — free services may have lower reliability","Monetization strategy undocumented — unclear how service is funded (ads, data sales, eventual paywall)","No documented limits on free tier usage (queries per day, store coverage, recommendation quality)","Pre-launch state — actual pricing and freemium model unverified"],"requires":["Web browser with internet connectivity","Email address for account signup (mechanism unknown)"],"input_types":[],"output_types":[],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_shoppingbuddy__cap_6","uri":"capability://automation.workflow.email.based.pre.launch.waitlist.management","name":"email-based-pre-launch-waitlist-management","description":"Collects user email addresses via a landing page signup form to build a pre-launch waitlist. No information on email verification, confirmation flow, or what users receive after signup. Unclear whether this is a simple email collection mechanism or part of a larger user onboarding and notification system. No documentation on data storage, privacy, or how emails will be used post-launch.","intents":["I want to express interest in ShoppingBuddy and be notified when it launches","I want to join the early access program or beta testing group","I want to stay updated on product development and new features"],"best_for":["Early adopters interested in beta testing shopping assistance tools","Users who want to be notified when ShoppingBuddy launches","Potential users evaluating the product before committing to active use"],"limitations":["Pre-launch only — no functional product access via email signup","No confirmation of email verification or double-opt-in documented","No information on email frequency, content, or unsubscribe mechanism","Data privacy and storage practices undocumented","No transparency on how emails will be used (marketing, product updates, third-party sharing)"],"requires":["Valid email address","Access to ShoppingBuddy landing page at https://shopping-buddy.netlify.app"],"input_types":["text (email address)"],"output_types":["confirmation message (mechanism unknown)"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":37,"verified":false,"data_access_risk":"high","permissions":["Web browser with internet connectivity","Account creation (mechanism unknown; email signup visible on landing page)","Access to ShoppingBuddy web interface at https://shopping-buddy.netlify.app","ShoppingBuddy account (creation mechanism unknown)","Ability to articulate product needs in natural language","ShoppingBuddy account","Ability to specify budget constraints in natural language or UI","Ability to type natural language queries","Web browser (modern version supporting ES6+, likely Chrome/Firefox/Safari/Edge)","Internet connectivity"],"failure_modes":["Store coverage limited to 'most famous online stores' — excludes niche retailers, marketplaces, and regional e-commerce platforms","No documented support for complex multi-criteria searches (e.g., 'running shoes with arch support under $100 in size 10')","Data freshness unknown — results may be stale if store data is cached rather than real-time","No API documentation provided; cannot verify actual store integrations or query latency","Pre-launch state with no functional demo — claims unverified","No personalization documented — unclear if recommendations adapt to user history or preferences over time","Ranking algorithm unknown — cannot assess whether recommendations are truly intelligent or simple keyword-based matching","No user reviews or community feedback available to validate recommendation quality","Pre-launch state with no working demo — recommendation accuracy unverified","No mechanism visible for users to provide feedback on recommendation quality (thumbs up/down, ratings)","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.2833333333333333,"quality":0.63,"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":"2026-05-24T12:16:33.096Z","last_scraped_at":"2026-04-05T13:23:42.562Z","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=shoppingbuddy","compare_url":"https://unfragile.ai/compare?artifact=shoppingbuddy"}},"signature":"J1jUjYr7FXsmMbkAAWmZj070LNwzOOzfYHDMIjwxSAe/glmdNSeR2/M4/mJaNOg6Z3pn19nUTbUo51x40CJwBg==","signedAt":"2026-06-20T08:22:40.661Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/shoppingbuddy","artifact":"https://unfragile.ai/shoppingbuddy","verify":"https://unfragile.ai/api/v1/verify?slug=shoppingbuddy","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"}}