{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_findwise","slug":"findwise","name":"FindWise","type":"webapp","url":"https://www.findwise.ai","page_url":"https://unfragile.ai/findwise","categories":["research-search"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_findwise__cap_0","uri":"capability://search.retrieval.in.context.web.search.without.tab.switching","name":"in-context web search without tab switching","description":"Enables users to trigger web searches directly from their current browser context (reading, writing, or researching) via a lightweight extension overlay or sidebar, maintaining focus on the original page without opening new tabs. The extension likely uses a content script injection pattern to detect search triggers (keyboard shortcuts, context menu, or selection-based activation) and renders results in a non-modal overlay or side panel, preserving the original page state and scroll position. This architecture minimizes cognitive load by eliminating the tab-switching friction inherent in traditional search workflows.","intents":["I want to look up a fact while writing without losing my place in the document","I need to verify information while reading without opening a new tab","I want to research a topic inline while maintaining context on my current page","I need quick answers without disrupting my workflow or creating tab clutter"],"best_for":["knowledge workers and researchers conducting frequent lookups during writing or reading","content creators who need rapid fact-checking without workflow interruption","students and academics cross-referencing sources while taking notes"],"limitations":["Search results are rendered in a constrained UI (sidebar or overlay), limiting readability compared to full-page search engine interfaces","No clear indication of how the extension handles complex multi-step research workflows requiring multiple sequential searches","Performance depends on page complexity; heavy JavaScript-laden pages may experience latency when rendering overlay results","Limited to browser context — cannot search content from external applications or offline documents"],"requires":["Modern browser with content script support (Chrome 90+, Firefox 88+, Edge 90+)","Active internet connection for search queries","Browser extension permissions for content script injection and DOM manipulation"],"input_types":["text selection from webpage","keyboard shortcut trigger","context menu activation","free-form text query"],"output_types":["search results (snippets, links, metadata)","formatted result cards","inline preview or summary"],"categories":["search-retrieval","browser-extension"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findwise__cap_1","uri":"capability://search.retrieval.contextual.search.query.generation.from.page.content","name":"contextual search query generation from page content","description":"Automatically enriches user search queries with contextual information extracted from the current page (selected text, page title, surrounding content, or document metadata) to improve search relevance and result quality. The extension likely uses DOM traversal and text extraction APIs to capture surrounding context, then augments the user's raw query with this metadata before sending it to the search backend, enabling more precise results without requiring users to manually craft complex queries.","intents":["I want search results tailored to the specific document or page I'm currently reading","I need the search engine to understand the context of my question based on what's on my screen","I want to search for related information without repeating context I've already typed","I need smarter query expansion that considers my current reading or writing context"],"best_for":["researchers working with domain-specific documents who need contextually relevant results","content creators writing in specialized fields who need background information without manual query refinement","students cross-referencing academic papers or textbooks with supplementary sources"],"limitations":["Context extraction accuracy depends on page structure and semantic clarity — poorly formatted or dynamic content may yield noisy context","No indication of how the extension handles privacy-sensitive content (e.g., medical records, financial data) when extracting context for search enrichment","Context window size is likely limited to prevent query bloat; unclear how the extension prioritizes which context to include","May produce over-specified queries that reduce result diversity if context is too narrowly scoped"],"requires":["Browser extension with DOM access and text extraction capabilities","Backend search service capable of processing augmented/enriched queries","JavaScript execution environment for content script context extraction"],"input_types":["user search query (text)","page DOM and content","selected text or highlighted content","page metadata (title, URL, meta tags)"],"output_types":["enriched/augmented search query","contextual metadata payload","relevance-ranked search results"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findwise__cap_2","uri":"capability://automation.workflow.lightweight.browser.extension.architecture.with.minimal.performance.overhead","name":"lightweight browser extension architecture with minimal performance overhead","description":"Implements FindWise as a minimal-footprint browser extension using content scripts and a background service worker pattern, designed to avoid the performance degradation and memory bloat common in heavier research tools. The extension likely uses lazy-loading for UI components, defers non-critical operations to background workers, and minimizes DOM manipulation to reduce layout thrashing. This architectural approach ensures the extension remains responsive even on resource-constrained systems or pages with heavy JavaScript execution.","intents":["I want a search tool that doesn't slow down my browser or consume excessive memory","I need a lightweight alternative to heavy productivity extensions that bog down my system","I want to install a search extension without worrying about performance impact on page load times","I need a tool that works smoothly on older hardware or low-bandwidth connections"],"best_for":["users on resource-constrained systems (older laptops, low-RAM machines)","developers and power users who run many browser extensions simultaneously","users in low-bandwidth environments who need responsive tools","organizations with strict performance budgets for browser tooling"],"limitations":["Lightweight architecture may limit feature richness compared to heavier alternatives — unclear what advanced features are sacrificed for performance","No indication of how the extension handles memory management under sustained use (e.g., hundreds of searches in a session)","Performance gains are relative and depend heavily on the underlying search backend's response time","Minimal UI may reduce discoverability of advanced features or configuration options"],"requires":["Modern browser with service worker and content script support (Chrome 90+, Firefox 88+, Edge 90+)","Browser extension manifest v3 support for optimized background execution"],"input_types":["user interactions (keyboard shortcuts, clicks)","page DOM and content"],"output_types":["rendered UI overlay or sidebar","search results display"],"categories":["automation-workflow","browser-extension"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findwise__cap_3","uri":"capability://automation.workflow.keyboard.shortcut.and.context.menu.activation.for.search.triggers","name":"keyboard shortcut and context menu activation for search triggers","description":"Provides multiple activation mechanisms for triggering searches (keyboard shortcuts, right-click context menu, selection-based activation) to accommodate different user workflows and preferences. The extension likely registers global keyboard listeners via content scripts and context menu handlers via the browser's extension API, allowing users to initiate searches through their preferred interaction pattern without requiring mouse navigation or UI discovery.","intents":["I want to trigger a search with a keyboard shortcut without reaching for the mouse","I want to right-click on a word and search for it directly from the context menu","I want to search for selected text with a single keystroke or click","I need multiple ways to activate search depending on my current input device or workflow"],"best_for":["power users and developers who prefer keyboard-driven workflows","users with accessibility needs who benefit from multiple input mechanisms","researchers who frequently switch between typing and searching","users on touchscreen devices who need context menu alternatives to keyboard shortcuts"],"limitations":["Keyboard shortcut conflicts with existing browser or page shortcuts may require manual rebinding","Context menu activation adds latency compared to keyboard shortcuts (requires mouse interaction)","No indication of whether the extension supports customizable keyboard bindings or only predefined shortcuts","Selection-based activation may be unreliable on pages with complex JavaScript event handling or custom text selection logic"],"requires":["Browser extension API support for context menu registration (all modern browsers)","Content script permissions for keyboard event listeners","Browser version supporting keyboard shortcut customization (varies by browser)"],"input_types":["keyboard events","context menu clicks","text selection events"],"output_types":["search trigger signal","query text extraction"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findwise__cap_4","uri":"capability://automation.workflow.free.to.use.model.with.no.authentication.barriers","name":"free-to-use model with no authentication barriers","description":"Operates on a completely free pricing model with no sign-up requirements, premium tiers, or paywall friction, enabling immediate adoption without account creation or payment information. This architectural choice likely involves a backend search service (possibly leveraging free or subsidized search APIs) and minimal infrastructure costs, allowing the tool to be distributed as a free extension without requiring user authentication or subscription management.","intents":["I want to try a search tool without committing to a paid subscription or providing payment information","I need a research tool that doesn't require account creation or login","I want to evaluate a productivity extension without friction or onboarding overhead","I need a free alternative to paid search and research tools for budget-constrained use"],"best_for":["students and academics with limited budgets","individual researchers and content creators without organizational funding","users evaluating tools before committing to paid alternatives","organizations testing tools before enterprise adoption"],"limitations":["Free model sustainability is unclear — no indication of monetization strategy or long-term funding, raising concerns about service continuity","Lack of paid tier suggests limited revenue for feature development or infrastructure scaling","No premium support or SLA guarantees typical of paid tools","Potential for usage limits or rate throttling to control infrastructure costs (not explicitly documented)","Privacy and data handling practices are unclear in a free model — unclear how user queries are monetized or used"],"requires":["No authentication or account creation","No payment information or subscription management","Browser extension installation only"],"input_types":[],"output_types":[],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findwise__cap_5","uri":"capability://search.retrieval.search.result.snippet.extraction.and.inline.preview.rendering","name":"search result snippet extraction and inline preview rendering","description":"Extracts and formats search result snippets (title, URL, summary text) from search engine responses and renders them in a compact, scannable inline preview format within the browser overlay or sidebar. The extension likely parses search engine HTML or uses a search API to retrieve structured results, then applies CSS-based formatting and truncation to fit results into the constrained sidebar UI while maintaining readability and link accessibility.","intents":["I want to quickly scan search results without leaving my current page","I need to see result summaries and decide whether to click through without opening new tabs","I want to copy links or snippets from search results directly into my document","I need a compact result format that doesn't clutter my current page"],"best_for":["researchers who need rapid result scanning and filtering","content creators who want to verify facts without tab switching","users with limited screen space who benefit from compact result displays","power users who want to copy results directly into their work"],"limitations":["Snippet extraction quality depends on search engine HTML structure or API response format — changes to search engine layouts may break parsing","Constrained sidebar UI limits result readability compared to full-page search engine displays","No indication of how the extension handles rich result types (images, videos, knowledge panels) — likely limited to text snippets","Truncation of long snippets may lose important context or nuance","Link extraction and rendering may not preserve all metadata (favicon, domain reputation indicators) available on full search pages"],"requires":["Search API or web scraping capability to retrieve results","HTML parsing or structured result format from search backend","CSS rendering engine for inline preview formatting"],"input_types":["search query","search engine response (HTML or JSON)"],"output_types":["formatted result cards","clickable links","text snippets","metadata (title, URL, summary)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findwise__cap_6","uri":"capability://automation.workflow.browser.compatibility.and.cross.platform.extension.distribution","name":"browser compatibility and cross-platform extension distribution","description":"Packages FindWise as a browser extension compatible with multiple browser engines (Chromium-based browsers, Firefox, potentially Safari) using a unified codebase or minimal platform-specific adaptations. The extension likely uses the WebExtensions API standard (supported across modern browsers) for core functionality, with conditional logic for browser-specific APIs, and distributes through official extension stores (Chrome Web Store, Firefox Add-ons) to ensure discoverability and automatic updates.","intents":["I want to use the same search tool across multiple browsers without reinstalling or reconfiguring","I need the extension to work on my primary browser (Chrome, Firefox, Edge, etc.) without compatibility issues","I want automatic updates and security patches through official extension stores","I need the tool to work consistently across my work and personal browser profiles"],"best_for":["users who switch between multiple browsers for different tasks","organizations with diverse browser deployments","users who value automatic updates and official distribution channels","developers who want to avoid browser-specific forking and maintenance"],"limitations":["Safari extension support may be limited or require separate development due to different extension API (WebKit vs WebExtensions)","Browser-specific API differences (e.g., background script lifecycle, storage APIs) may require conditional code paths and testing","Extension store review processes introduce delays for updates and new features","No indication of whether the extension supports legacy browsers (IE, older Firefox versions)","Cross-browser testing and maintenance overhead increases development complexity"],"requires":["Modern browser with WebExtensions API support (Chrome 90+, Firefox 88+, Edge 90+, Safari 15+)","Installation from official extension store or manual sideloading","Browser permissions for content scripts, context menus, and storage"],"input_types":[],"output_types":[],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findwise__cap_7","uri":"capability://search.retrieval.search.backend.abstraction.and.provider.flexibility","name":"search backend abstraction and provider flexibility","description":"Abstracts the underlying search provider (Google, Bing, DuckDuckGo, or proprietary search API) behind a unified interface, allowing the extension to switch or combine search sources without changing the UI or user-facing behavior. The extension likely implements a search adapter pattern or provider factory that routes queries to the configured backend and normalizes responses into a consistent result format, enabling flexibility in search quality, privacy, or cost optimization without requiring UI changes.","intents":["I want to use a privacy-focused search engine (DuckDuckGo) instead of Google","I need the extension to support multiple search providers for redundancy or comparison","I want to switch search backends without reconfiguring the extension UI","I need the extension to work with a custom or enterprise search API"],"best_for":["privacy-conscious users who want to avoid Google or Bing tracking","enterprises with custom search infrastructure or API requirements","users who want to compare results across multiple search providers","developers building on top of FindWise who need search provider flexibility"],"limitations":["Search quality and result relevance vary significantly across providers — no indication of how the extension handles quality differences","Result format normalization may lose provider-specific features (e.g., Google's knowledge panels, Bing's visual search)","No indication of whether the extension supports provider-specific authentication (API keys, OAuth) or only public search APIs","Switching providers may require backend changes or configuration updates not exposed in the UI","Search result freshness and coverage vary by provider — unclear how the extension handles these differences"],"requires":["Search provider API access (public or authenticated)","Backend abstraction layer for provider routing and response normalization","Configuration mechanism for selecting or switching providers"],"input_types":["search query","provider selection/configuration"],"output_types":["normalized search results","provider-agnostic result format"],"categories":["search-retrieval","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Modern browser with content script support (Chrome 90+, Firefox 88+, Edge 90+)","Active internet connection for search queries","Browser extension permissions for content script injection and DOM manipulation","Browser extension with DOM access and text extraction capabilities","Backend search service capable of processing augmented/enriched queries","JavaScript execution environment for content script context extraction","Modern browser with service worker and content script support (Chrome 90+, Firefox 88+, Edge 90+)","Browser extension manifest v3 support for optimized background execution","Browser extension API support for context menu registration (all modern browsers)","Content script permissions for keyboard event listeners"],"failure_modes":["Search results are rendered in a constrained UI (sidebar or overlay), limiting readability compared to full-page search engine interfaces","No clear indication of how the extension handles complex multi-step research workflows requiring multiple sequential searches","Performance depends on page complexity; heavy JavaScript-laden pages may experience latency when rendering overlay results","Limited to browser context — cannot search content from external applications or offline documents","Context extraction accuracy depends on page structure and semantic clarity — poorly formatted or dynamic content may yield noisy context","No indication of how the extension handles privacy-sensitive content (e.g., medical records, financial data) when extracting context for search enrichment","Context window size is likely limited to prevent query bloat; unclear how the extension prioritizes which context to include","May produce over-specified queries that reduce result diversity if context is too narrowly scoped","Lightweight architecture may limit feature richness compared to heavier alternatives — unclear what advanced features are sacrificed for performance","No indication of how the extension handles memory management under sustained use (e.g., hundreds of searches in a session)","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"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":"2026-05-24T12:16:30.892Z","last_scraped_at":"2026-04-05T13:23:42.561Z","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=findwise","compare_url":"https://unfragile.ai/compare?artifact=findwise"}},"signature":"mLn2xN3lHCy2eSs34bqPQhN5d7kyfsuz1f9vT8xfPv3nGlSYsiXxfTY4k8iERTqcJMaLM2bGd3/E1lT2ceDQAA==","signedAt":"2026-06-22T16:26:23.749Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/findwise","artifact":"https://unfragile.ai/findwise","verify":"https://unfragile.ai/api/v1/verify?slug=findwise","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"}}