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This differs from traditional search engines that rank documents and require users to manually synthesize information across multiple pages.","intents":["Get a direct answer to a research question without clicking through 10 blue links","Understand a complex topic quickly through synthesized explanation rather than link aggregation","Research unfamiliar subjects with AI-generated summaries that cite their sources"],"best_for":["Students researching academic topics and needing quick synthesis","Professionals doing rapid competitive intelligence or market research","Privacy-conscious researchers who want answers without tracking"],"limitations":["Index size significantly smaller than Google means niche, hyper-local, or very recent topics often fail to surface relevant information","Synthesis quality depends on source quality and recency — outdated indexed content produces outdated answers","No real-time indexing means breaking news and rapidly evolving topics lag behind traditional search"],"requires":["Active internet connection","Web browser with JavaScript enabled","Account creation (free tier available)"],"input_types":["natural language text queries","conversational follow-up questions"],"output_types":["synthesized text answer","cited source links","conversational response"],"categories":["search-retrieval","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komo-search__cap_1","uri":"capability://safety.moderation.privacy.preserving.search.without.user.profiling","name":"privacy-preserving search without user profiling","description":"Komo implements a no-tracking architecture that does not collect user search history, behavioral data, or IP-based profiling for ad targeting or personalization. The system operates without persistent user profiles tied to search activity, meaning each query is processed independently without building a surveillance dossier. This is enforced through architectural choices: no third-party tracking pixels, no cookie-based session persistence across searches, and explicit data deletion policies.","intents":["Search for sensitive topics without fear of behavioral profiling","Use a search engine that doesn't sell user data to advertisers or data brokers","Maintain search privacy without needing VPN or Tor browser workarounds"],"best_for":["Privacy-conscious professionals handling confidential research","Users in jurisdictions with strong data protection regulations (GDPR, CCPA)","Individuals researching sensitive health, legal, or personal topics"],"limitations":["No personalization means search results cannot improve based on user preferences or past successful queries","Cannot offer 'saved searches' or 'search history' features without breaking privacy model","Freemium tier limits daily queries, forcing power users to create accounts (which requires some data collection for billing)"],"requires":["Trust in Komo's privacy claims (no independent audit data provided in public materials)","Acceptance of no-personalization tradeoff"],"input_types":["natural language queries"],"output_types":["search results","privacy policy confirmation"],"categories":["safety-moderation","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komo-search__cap_2","uri":"capability://search.retrieval.customizable.ai.behavior.and.source.preference.configuration","name":"customizable ai behavior and source preference configuration","description":"Komo exposes controls allowing users to configure how the AI synthesizes answers — including source domain preferences, answer tone/style, and citation requirements. The system likely implements a configuration layer that modifies the LLM prompt or retrieval strategy based on user preferences, enabling power users to enforce domain whitelisting (e.g., 'only academic sources'), adjust verbosity, or require specific citation formats. This moves beyond one-size-fits-all search toward user-controlled synthesis behavior.","intents":["Restrict search results to trusted or authoritative sources (academic journals, government databases)","Adjust answer style from technical to conversational or vice versa","Enforce citation requirements (APA, MLA) for academic work"],"best_for":["Researchers with specific source quality requirements","Academic users needing formatted citations","Power users who want transparency into which sources inform answers"],"limitations":["Customization options appear limited to UI toggles — no API-level configuration for programmatic control","Source whitelisting only works if those sources exist in Komo's index","Configuration is per-session or per-account, not per-query, limiting granular control"],"requires":["User account (free or paid)","Familiarity with source domain names or citation formats"],"input_types":["configuration preferences","source domain lists","citation format selection"],"output_types":["customized search results","formatted citations","source-filtered answers"],"categories":["search-retrieval","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komo-search__cap_3","uri":"capability://search.retrieval.conversational.multi.turn.search.with.follow.up.refinement","name":"conversational multi-turn search with follow-up refinement","description":"Komo maintains conversation context across multiple queries, allowing users to ask follow-up questions that refine or deepen previous searches without restating context. The system implements a conversation history mechanism that passes prior exchanges to the LLM, enabling it to understand references like 'tell me more about the second point' or 'compare that to X'. This creates a chat-like research experience rather than isolated, stateless queries.","intents":["Ask follow-up questions that build on previous answers without repeating context","Iteratively refine search direction based on initial results","Explore a topic through natural conversation rather than reformulating queries"],"best_for":["Researchers exploring unfamiliar topics through iterative questioning","Students building understanding through Socratic dialogue","Professionals doing deep-dive research on complex subjects"],"limitations":["Conversation history is session-based — closing the browser loses context","Long conversation histories may degrade answer quality as context window fills","No explicit conversation saving or export features mentioned"],"requires":["Active browser session","JavaScript enabled for real-time conversation updates"],"input_types":["natural language queries","follow-up questions","clarification requests"],"output_types":["contextual answers","refined search results","conversational responses"],"categories":["search-retrieval","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komo-search__cap_4","uri":"capability://automation.workflow.freemium.query.rate.limiting.with.tiered.access","name":"freemium query rate limiting with tiered access","description":"Komo implements a freemium model that restricts free-tier users to a daily query quota (exact limit not specified in public materials), with paid tiers offering higher limits or unlimited access. This is enforced through account-based rate limiting — tracking queries per user per day and returning an error or paywall when limits are exceeded. The model monetizes power users while allowing casual researchers to use the product for free.","intents":["Use Komo for occasional research without paying","Upgrade to unlimited queries for professional research workflows","Understand pricing before committing to paid subscription"],"best_for":["Students and casual researchers with low query volume","Professionals who need unlimited access and can justify subscription cost","Teams evaluating Komo before enterprise adoption"],"limitations":["Free tier daily limits force power researchers to subscribe, creating friction for continuous use","Exact query limits not transparently published, making it hard to predict when paywall hits","No trial period or query credits mentioned — users hit limits without warning"],"requires":["Account creation (email or OAuth)","Payment method on file for paid tiers"],"input_types":["account tier selection","payment information"],"output_types":["query quota status","upgrade prompts","subscription confirmation"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_komo-search__cap_5","uri":"capability://search.retrieval.limited.web.index.with.coverage.gaps.for.niche.topics","name":"limited web index with coverage gaps for niche topics","description":"Komo operates with a significantly smaller indexed web corpus than Google or Bing, resulting in incomplete coverage for niche, hyper-local, or very recent topics. The system's retrieval layer can only synthesize answers from documents it has indexed, so queries about obscure subjects, local businesses, or breaking news often fail to surface relevant information. This is an architectural tradeoff — smaller index enables faster synthesis and lower infrastructure costs, but sacrifices comprehensiveness.","intents":["Understand why a search returned no results or incomplete information","Know when to fall back to Google for niche or local queries","Evaluate whether Komo's index covers your research domain"],"best_for":["General-purpose research on mainstream topics","Academic research on well-documented subjects","Users willing to accept occasional gaps for privacy/speed benefits"],"limitations":["Niche, hyper-local, or very recent topics often fail to surface relevant information","No way to expand index coverage or suggest sources for indexing","Users cannot verify index coverage before querying — discovery of gaps is trial-and-error"],"requires":["Acceptance that Komo is not a complete search solution","Fallback to traditional search for comprehensive coverage"],"input_types":["search queries"],"output_types":["partial or no results","source limitations"],"categories":["search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":41,"verified":false,"data_access_risk":"high","permissions":["Active internet connection","Web browser with JavaScript enabled","Account creation (free tier available)","Trust in Komo's privacy claims (no independent audit data provided in public materials)","Acceptance of no-personalization tradeoff","User account (free or paid)","Familiarity with source domain names or citation formats","Active browser session","JavaScript enabled for real-time conversation updates","Account creation (email or OAuth)"],"failure_modes":["Index size significantly smaller than Google means niche, hyper-local, or very recent topics often fail to surface relevant information","Synthesis quality depends on source quality and recency — outdated indexed content produces outdated answers","No real-time indexing means breaking news and rapidly evolving topics lag behind traditional search","No personalization means search results cannot improve based on user preferences or past successful queries","Cannot offer 'saved searches' or 'search history' features without breaking privacy model","Freemium tier limits daily queries, forcing power users to create accounts (which requires some data collection for billing)","Customization options appear limited to UI toggles — no API-level configuration for programmatic control","Source whitelisting only works if those sources exist in Komo's index","Configuration is per-session or per-account, not per-query, limiting granular control","Conversation history is session-based — closing the browser loses context","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"ecosystem":0.30000000000000004,"match_graph":0.25,"freshness":0.9,"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":"2026-05-24T12:16:31.446Z","last_scraped_at":"2026-04-05T13:23:42.560Z","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=komo-search","compare_url":"https://unfragile.ai/compare?artifact=komo-search"}},"signature":"FrIcf9IsZo3AGFli+56nwo1iCvWA0lRTXUV+9XAgWthLx6Nr6HBwkmCYcyq6RUd+G0uPGKXNvj09Fc/i2brZDg==","signedAt":"2026-06-15T10:16:44.241Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/komo-search","artifact":"https://unfragile.ai/komo-search","verify":"https://unfragile.ai/api/v1/verify?slug=komo-search","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"}}