{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_nooz-ai","slug":"nooz-ai","name":"NOOZ.AI","type":"product","url":"https://nooz.ai","page_url":"https://unfragile.ai/nooz-ai","categories":["research-search"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_nooz-ai__cap_0","uri":"capability://data.processing.analysis.ai.powered.news.filtering.and.relevance.ranking","name":"ai-powered news filtering and relevance ranking","description":"Implements machine learning-based filtering that ingests raw news feeds from multiple sources and applies relevance scoring to surface high-quality, non-sensational stories. The system appears to use content classification and semantic analysis to identify and suppress clickbait, duplicate coverage, and off-topic articles, reducing noise compared to unfiltered feeds. Filtering decisions are applied server-side before content reaches the user interface, eliminating algorithmic rabbit holes that traditional engagement-optimized feeds create.","intents":["I need to find legitimate news stories without clickbait or sensationalism cluttering my feed","I want to reduce time spent filtering through irrelevant or duplicate news coverage","I need a news source I can confidently share with students without worrying about algorithmic manipulation"],"best_for":["Educators building curriculum around current events who need editorially sound sources","Researchers requiring clean, non-biased news aggregation for analysis","Organizations seeking distraction-free news consumption without engagement metrics"],"limitations":["Filtering criteria are opaque — unclear which editorial rules or ML models determine what passes through","No user control over filtering thresholds or ability to adjust sensitivity","Filtering may inadvertently suppress legitimate coverage if training data is biased","No transparency into false positive/negative rates for filtered content"],"requires":["Web browser with JavaScript enabled","Internet connection with access to nooz.ai domain","No API key or authentication required"],"input_types":["RSS feeds from news sources","Web-scraped news articles","Structured metadata (headlines, bylines, timestamps)"],"output_types":["Ranked news article list","Filtered feed display","Article metadata with relevance scores"],"categories":["data-processing-analysis","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_nooz-ai__cap_1","uri":"capability://data.processing.analysis.multi.source.news.aggregation.with.deduplication","name":"multi-source news aggregation with deduplication","description":"Crawls and ingests news content from multiple editorial sources (specific sources unclear from available documentation) and applies deduplication logic to identify and merge duplicate or near-duplicate stories across outlets. The system likely uses content hashing, headline similarity matching, or semantic embeddings to recognize the same story covered by different publications, then surfaces a single canonical version with attribution to all sources. This reduces redundancy in the feed and highlights consensus coverage.","intents":["I want to see which news outlets are covering the same story to understand editorial consensus","I need a single feed that doesn't repeat the same story from 50 different sources","I want to discover stories that multiple reputable outlets are covering simultaneously"],"best_for":["News consumers who want breadth without redundancy","Educators comparing how different outlets cover the same event","Researchers analyzing media coverage patterns and consensus"],"limitations":["Source list is not publicly documented — unclear which outlets are included or excluded","No ability to add custom sources or RSS feeds","Deduplication may incorrectly merge related-but-distinct stories if similarity threshold is too loose","No visibility into which source is selected as 'canonical' for merged stories"],"requires":["Web browser","Internet connectivity","No user configuration needed"],"input_types":["RSS feeds from news sources","HTML-scraped news articles","Article headlines and body text"],"output_types":["Deduplicated news feed","Multi-source attribution metadata","Merged article with source list"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_nooz-ai__cap_2","uri":"capability://text.generation.language.distraction.free.minimal.design.news.reading.interface","name":"distraction-free, minimal-design news reading interface","description":"Presents aggregated news in a deliberately stripped-down HTML/CSS interface that removes engagement-optimization elements (infinite scroll, autoplay video, comment sections, recommendation sidebars, ad slots). The UI prioritizes readability through typography, whitespace, and linear article flow. No JavaScript-heavy interactive elements or tracking pixels are loaded, resulting in fast page loads and reduced cognitive load. This is an architectural choice to optimize for comprehension rather than engagement metrics.","intents":["I want to read news without distraction from ads, autoplay videos, or recommendation algorithms","I need a fast-loading news interface that works on slow connections","I want to share a news source with students that doesn't exploit attention or use dark patterns"],"best_for":["Educators and students in resource-constrained environments","Users with attention disorders or sensitivity to engagement-optimization tactics","Organizations prioritizing accessibility and cognitive load reduction","Researchers studying news consumption without algorithmic influence"],"limitations":["No mobile app — web interface is not optimized for small screens","No saved reading lists or bookmarking functionality","No personalization or topic-specific feeds","No dark mode or accessibility customization options","Limited social sharing features"],"requires":["Modern web browser (Chrome, Firefox, Safari, Edge)","JavaScript enabled (minimal)","Screen size of at least 320px width for readability"],"input_types":["Aggregated news feed data","Article metadata (title, author, date, source)"],"output_types":["Rendered HTML article view","Plain text article content","Minimal metadata display"],"categories":["text-generation-language","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_nooz-ai__cap_3","uri":"capability://search.retrieval.zero.paywall.free.access.news.aggregation","name":"zero-paywall, free-access news aggregation","description":"Operates a completely free news aggregation service with no premium tier, subscription model, or freemium upsell. All aggregated content is accessible without authentication, payment, or account creation. The platform does not implement paywalls, metered article limits, or feature gating. This is a business model choice that prioritizes accessibility over monetization, likely funded through alternative means (institutional support, grants, or minimal infrastructure costs).","intents":["I need a news source that doesn't require a subscription or payment","I want to provide students with free access to current events without institutional licensing","I'm looking for a news platform that doesn't use paywalls or freemium tactics"],"best_for":["Educational institutions with limited budgets","Students and educators in developing regions","Organizations opposed to subscription-based news models","Researchers studying news consumption patterns without financial barriers"],"limitations":["Unclear business model sustainability — no visible monetization may indicate limited resources for platform maintenance","No premium features or priority support","Potential for service discontinuation if funding dries up","Limited ability to invest in advanced features or infrastructure scaling"],"requires":["Web browser","Internet connection","No payment method or account required"],"input_types":["User access request (no authentication)"],"output_types":["Full access to news feed","Complete article content","All platform features"],"categories":["search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_nooz-ai__cap_4","uri":"capability://automation.workflow.lightweight.fast.loading.news.feed.delivery","name":"lightweight, fast-loading news feed delivery","description":"Delivers news content using minimal HTML/CSS with no heavy JavaScript frameworks, ad networks, or tracking infrastructure. The platform avoids bloated dependencies like jQuery, Bootstrap, or analytics libraries that slow down traditional news sites. Content is served with efficient caching headers and minimal asset size. This architectural choice prioritizes page load speed and reduces bandwidth consumption, making the platform accessible on slow connections and older devices.","intents":["I need a news source that loads quickly on slow internet connections","I want to access news on older devices or low-bandwidth networks","I'm looking for a news platform that respects my bandwidth and device resources"],"best_for":["Users in regions with limited internet infrastructure","Mobile users on metered data plans","Educators in schools with bandwidth constraints","Researchers studying news consumption on low-end devices"],"limitations":["No rich media support — images may be stripped or low-resolution","No video embeds or interactive graphics","No real-time updates or live feeds","Limited to text-based content delivery","No offline reading capability"],"requires":["Web browser with HTML5 support","Internet connection (even slow connections work)","No specific device or OS requirements"],"input_types":["News article data","Metadata (headlines, dates, sources)"],"output_types":["Lightweight HTML pages","Plain text content","Minimal CSS styling"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_nooz-ai__cap_5","uri":"capability://planning.reasoning.editorial.quality.curation.without.algorithmic.ranking","name":"editorial quality curation without algorithmic ranking","description":"Applies human editorial judgment or rule-based filtering (rather than algorithmic ranking) to determine which stories appear in the feed and in what order. The system appears to prioritize editorial quality metrics (source reputation, fact-checking, journalistic standards) over engagement signals (clicks, time-on-site, shares). Stories are likely ranked by recency or editorial importance rather than predicted user engagement. This is an architectural choice to remove algorithmic bias and engagement-driven content promotion.","intents":["I want news ranked by editorial importance, not algorithmic predictions of what I'll click","I need a feed that surfaces important stories even if they're not sensational","I want to avoid algorithmic filter bubbles and recommendation rabbit holes"],"best_for":["Educators seeking editorially sound news for classroom use","Researchers studying news consumption without algorithmic influence","Users concerned about algorithmic bias and filter bubbles","Organizations prioritizing editorial integrity over engagement metrics"],"limitations":["Editorial criteria are not publicly documented or transparent","No user control over ranking or filtering preferences","Editorial judgment may introduce human bias instead of algorithmic bias","Unclear how editorial decisions are made or who makes them","No ability to customize what types of stories appear"],"requires":["Web browser","Internet connection","Trust in platform's editorial judgment"],"input_types":["News articles from multiple sources","Editorial quality signals (source reputation, fact-checking status)"],"output_types":["Editorially ranked news feed","Curated article list","Quality-filtered content"],"categories":["planning-reasoning","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":37,"verified":false,"data_access_risk":"low","permissions":["Web browser with JavaScript enabled","Internet connection with access to nooz.ai domain","No API key or authentication required","Web browser","Internet connectivity","No user configuration needed","Modern web browser (Chrome, Firefox, Safari, Edge)","JavaScript enabled (minimal)","Screen size of at least 320px width for readability","Internet connection"],"failure_modes":["Filtering criteria are opaque — unclear which editorial rules or ML models determine what passes through","No user control over filtering thresholds or ability to adjust sensitivity","Filtering may inadvertently suppress legitimate coverage if training data is biased","No transparency into false positive/negative rates for filtered content","Source list is not publicly documented — unclear which outlets are included or excluded","No ability to add custom sources or RSS feeds","Deduplication may incorrectly merge related-but-distinct stories if similarity threshold is too loose","No visibility into which source is selected as 'canonical' for merged stories","No mobile app — web interface is not optimized for small screens","No saved reading lists or bookmarking functionality","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":"2026-05-24T12:16:31.858Z","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=nooz-ai","compare_url":"https://unfragile.ai/compare?artifact=nooz-ai"}},"signature":"MWVU+QCAqdpbo95LIQmLclUfRmNt6frZYjwOr6y5Ks9FOB/ToyNHtZWST5LxLAHYyWyyPNmbEMw+9jsNJvSJCQ==","signedAt":"2026-06-20T14:09:40.633Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/nooz-ai","artifact":"https://unfragile.ai/nooz-ai","verify":"https://unfragile.ai/api/v1/verify?slug=nooz-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"}}