{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_findr","slug":"findr","name":"Findr","type":"product","url":"https://www.usefindr.com","page_url":"https://unfragile.ai/findr","categories":["research-search","documentation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_findr__cap_0","uri":"capability://search.retrieval.unified.multi.platform.document.search","name":"unified-multi-platform-document-search","description":"Aggregates search queries across fragmented workplace platforms (Slack, Gmail, Google Drive, Microsoft 365) through a single search interface by maintaining synchronized indexes of each platform's content. Implements a federated search architecture that queries multiple backend connectors in parallel and merges ranked results into a unified result set, eliminating the need for users to manually search each platform individually.","intents":["Find a document that could be in Slack, Gmail, or Google Drive without knowing which platform it's on","Quickly locate a link or file reference shared across multiple communication channels","Search for information without context-switching between different SaaS tool interfaces","Retrieve historical messages or documents without remembering which workspace they were shared in"],"best_for":["Mid-sized teams using standardized tech stacks (Google Workspace or Microsoft 365 + Slack)","Knowledge workers spending >30 minutes daily searching across multiple platforms","Organizations with high document fragmentation across email, chat, and cloud storage"],"limitations":["Search coverage limited to explicitly integrated platforms — unsupported tools (Notion, Confluence, Asana, etc.) are completely invisible to search","Ranking algorithm and relevance scoring methodology not disclosed — risk of burying critical documents if ranking doesn't account for recency, user role, or document importance","Indexing latency unknown — documents may not appear in search results immediately after creation or modification","No support for custom metadata or domain-specific ranking rules"],"requires":["Active accounts on at least one supported platform (Slack, Gmail, Google Drive, or Microsoft 365)","OAuth2 authentication tokens for each platform to be indexed","Network connectivity to Findr's backend indexing service"],"input_types":["text query (natural language or keyword-based)","optional filters (platform, date range, file type)"],"output_types":["ranked list of documents/messages with snippets","metadata (source platform, timestamp, author, file type)","direct links to original content in source platform"],"categories":["search-retrieval","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findr__cap_1","uri":"capability://data.processing.analysis.cross.platform.content.indexing.and.sync","name":"cross-platform-content-indexing-and-sync","description":"Maintains continuously synchronized full-text indexes of content from multiple SaaS platforms by establishing persistent API connections to each integrated platform and crawling/polling for new or modified content at regular intervals. Uses a distributed indexing backend (likely Elasticsearch or similar) to store normalized document representations with platform-specific metadata, enabling fast retrieval and ranking across heterogeneous content types (messages, emails, files, links).","intents":["Ensure search results include the latest documents and messages from all connected platforms","Index new Slack messages, emails, and file uploads automatically without manual refresh","Maintain searchable archives of historical content across platforms","Support real-time or near-real-time search without requiring users to wait for indexing"],"best_for":["Teams that need current search results reflecting recent activity across platforms","Organizations with high-volume content creation (>1000 messages/emails per day)","Compliance-heavy industries requiring searchable audit trails of communications"],"limitations":["Indexing latency not specified — documents may lag behind real-time platform state by minutes to hours","Incremental indexing strategy unknown — may require full re-indexing of large workspaces, causing performance degradation","No documented handling of deleted or archived content — unclear if removed documents remain searchable","Scaling limitations unknown for very large workspaces (100k+ messages, 10k+ files)","API rate limits from source platforms may throttle indexing frequency"],"requires":["OAuth2 or API key authentication for each platform","Findr backend infrastructure with persistent storage (database + search index)","Network connectivity between Findr's indexing service and source platforms' APIs","Sufficient API quota from source platforms (Slack, Google, Microsoft) to support polling/crawling"],"input_types":["platform API responses (messages, files, metadata)","content from Slack, Gmail, Google Drive, Microsoft 365"],"output_types":["normalized document index with full-text search capability","indexed metadata (author, timestamp, platform, content type)","searchable content snapshots"],"categories":["data-processing-analysis","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findr__cap_2","uri":"capability://search.retrieval.relevance.ranked.search.result.aggregation","name":"relevance-ranked-search-result-aggregation","description":"Ranks and merges search results from multiple platforms into a single ordered list using an undisclosed relevance algorithm that likely considers factors like keyword match quality, content recency, and result source platform. Implements result deduplication to prevent the same document from appearing multiple times if indexed across platforms, and applies platform-specific result formatting to display snippets, metadata, and direct links consistently.","intents":["Get the most relevant results first when searching across multiple platforms","Avoid duplicate results when the same document is referenced in multiple places (e.g., a file linked in Slack and emailed via Gmail)","See consistent result formatting regardless of source platform","Quickly identify which platform a result came from to navigate back to context"],"best_for":["Teams searching for information without knowing which platform it's on","Users who need high-quality result ranking to avoid information overload","Organizations where the same documents are frequently shared across multiple channels"],"limitations":["Ranking algorithm is proprietary and not transparent — no way to understand why certain results rank higher or lower","No documented support for custom ranking rules, boosting, or personalization based on user role or search history","Deduplication logic unknown — may miss legitimate duplicate documents that should appear separately (e.g., different versions of the same file)","Ranking may not account for document importance, access control, or organizational hierarchy","No A/B testing or feedback mechanism to improve ranking based on user clicks or satisfaction"],"requires":["Multiple indexed platforms with synchronized content","Search query from user","Ranking model or algorithm (implementation details unknown)"],"input_types":["search query (text)","indexed documents from multiple platforms","platform metadata (source, timestamp, author)"],"output_types":["ranked list of results","result snippets with highlighted keywords","platform badges/indicators","direct links to source content"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findr__cap_3","uri":"capability://search.retrieval.platform.agnostic.search.interface","name":"platform-agnostic-search-interface","description":"Provides a unified search bar and query interface that abstracts away platform-specific search syntax and UI patterns, allowing users to enter natural language or keyword queries without learning each platform's search operators. Implements query parsing to handle common search patterns (quoted phrases, boolean operators, date ranges) and translates them into platform-specific API calls or index queries appropriate for each backend.","intents":["Search across platforms using a single, familiar search interface","Use natural language queries without learning platform-specific search syntax","Apply common search filters (date range, file type, author) consistently across platforms","Avoid context-switching between different platform search UIs"],"best_for":["Non-technical users unfamiliar with platform-specific search operators","Teams with mixed technical skill levels","Organizations prioritizing ease-of-use over advanced search capabilities"],"limitations":["Advanced search features from individual platforms (e.g., Slack's pinned messages, Gmail's labels) may not be accessible through the unified interface","Query translation to platform-specific syntax may lose nuance or precision","No documented support for platform-specific operators or advanced filters","Search capabilities limited to the lowest common denominator across platforms"],"requires":["Web browser or desktop/mobile app with Findr client installed","Active Findr account with connected platforms"],"input_types":["text query (natural language or keywords)","optional filters (date range, file type, platform)"],"output_types":["search results from multiple platforms","query suggestions or autocomplete"],"categories":["search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findr__cap_4","uri":"capability://tool.use.integration.oauth2.based.platform.authentication.and.authorization","name":"oauth2-based-platform-authentication-and-authorization","description":"Implements OAuth2 authentication flows for each supported platform (Slack, Google, Microsoft) to securely obtain user authorization and access tokens without storing plaintext credentials. Uses platform-specific OAuth2 endpoints and scopes to request minimal necessary permissions for indexing and searching content, and manages token refresh to maintain long-lived access without requiring users to re-authenticate.","intents":["Securely connect Findr to Slack, Gmail, Google Drive, and Microsoft 365 accounts without sharing passwords","Grant Findr permission to read and index content from connected platforms","Maintain persistent access to platforms without requiring users to manually refresh authentication","Ensure Findr only accesses the minimum necessary data for search functionality"],"best_for":["Enterprise teams with security and compliance requirements","Organizations using OAuth2-based identity providers","Teams that want to avoid sharing passwords with third-party tools"],"limitations":["Scope of OAuth2 permissions not documented — unclear what data Findr can access from each platform","Token refresh strategy not specified — may require manual re-authentication if tokens expire","No documented support for service accounts or admin-level authentication for organization-wide indexing","Revocation of access tokens may not immediately prevent Findr from accessing cached content","OAuth2 scopes may be overly broad, granting more permissions than necessary for search functionality"],"requires":["Active account on supported platform (Slack workspace, Google account, Microsoft 365 tenant)","OAuth2 application credentials for Findr (client ID, client secret)","Network connectivity to platform OAuth2 endpoints"],"input_types":["user credentials (email/password) for initial OAuth2 flow","OAuth2 authorization code from platform"],"output_types":["access token for platform API","refresh token for long-lived access","user profile information"],"categories":["tool-use-integration","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findr__cap_5","uri":"capability://automation.workflow.freemium.tiered.access.model","name":"freemium-tiered-access-model","description":"Implements a freemium pricing model that provides basic search functionality across integrated platforms at no cost, with premium tiers offering advanced features (likely including higher search limits, advanced filtering, or priority indexing). Uses account-level feature flags and usage quotas to enforce tier restrictions, allowing teams to test value before committing to paid plans.","intents":["Try Findr's search functionality without upfront cost commitment","Evaluate whether unified search solves the team's productivity pain point before purchasing","Scale from free tier to paid tier as team size or search volume grows","Reduce adoption friction by eliminating procurement barriers for initial evaluation"],"best_for":["Mid-sized teams (10-100 people) evaluating new tools","Organizations with limited budgets for new SaaS tools","Teams wanting to pilot unified search before organization-wide rollout"],"limitations":["Free tier limitations not specified — unclear what search volume, number of platforms, or features are included","Upgrade path and pricing for paid tiers not documented","No documented support for team-level or organization-level billing","Free tier may have artificial limitations (e.g., search result limits, indexing frequency) that don't reflect real-world utility"],"requires":["Findr account (free or paid)","Connected platforms for indexing"],"input_types":["user account information","payment information (for paid tiers)"],"output_types":["access to search functionality","usage metrics and quota information"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findr__cap_6","uri":"capability://search.retrieval.lightning.fast.search.performance.optimization","name":"lightning-fast-search-performance-optimization","description":"Optimizes search performance through distributed indexing, caching, and query optimization techniques to return results faster than native platform searches. Likely implements query result caching, index sharding across multiple servers, and optimized full-text search algorithms to minimize latency between query submission and result display.","intents":["Get search results instantly without waiting for platform APIs to respond","Search across large document collections (100k+ documents) without performance degradation","Reduce time spent waiting for search results compared to native platform searches","Enable interactive search with autocomplete and real-time result updates"],"best_for":["Teams with large document collections across multiple platforms","Users performing frequent searches throughout the day","Organizations where search latency directly impacts productivity"],"limitations":["Performance optimization techniques not documented — unclear what caching, indexing, or query optimization is used","Latency benchmarks not provided — no way to verify performance claims against native platform searches","Performance may degrade with very large workspaces (1M+ documents) or complex queries","Caching strategy may return stale results if indexing latency is high","Network latency to Findr's backend may offset performance gains from optimized indexing"],"requires":["Findr backend infrastructure with optimized search indexes","Network connectivity to Findr's search service","Sufficient indexing to populate search cache"],"input_types":["search query"],"output_types":["ranked search results","query execution time metrics"],"categories":["search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findr__cap_7","uri":"capability://search.retrieval.clean.minimal.search.interface.ux","name":"clean-minimal-search-interface-ux","description":"Provides a clean, minimal user interface for search that prioritizes simplicity and ease-of-use over feature complexity. Implements a single search bar as the primary interaction point, with optional filters and advanced search options hidden behind secondary UI elements, reducing cognitive load and making the tool accessible to non-technical users.","intents":["Search for documents without being overwhelmed by complex UI or options","Quickly find information using a familiar search paradigm (similar to Google search)","Reduce time spent learning the tool's interface","Enable non-technical users to search effectively without training"],"best_for":["Non-technical users unfamiliar with advanced search features","Teams prioritizing ease-of-use over feature richness","Organizations with diverse technical skill levels"],"limitations":["Minimal UI may hide advanced search features that power users need","Limited customization options for power users who want to configure search behavior","No documented support for saved searches, search history, or search templates","Simplicity may come at the cost of discoverability of advanced features"],"requires":["Web browser or desktop/mobile app","Findr account with connected platforms"],"input_types":["text query"],"output_types":["search results","result snippets and metadata"],"categories":["search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_findr__cap_8","uri":"capability://tool.use.integration.slack.gmail.google.drive.microsoft.365.platform.integration","name":"slack-gmail-google-drive-microsoft-365-platform-integration","description":"Implements native integrations with four major workplace platforms (Slack, Gmail, Google Drive, Microsoft 365) through their respective APIs, enabling content indexing and search across these specific tools. Each integration handles platform-specific authentication, API pagination, rate limiting, and data normalization to fit a common indexing schema.","intents":["Search across the four most common workplace platforms without manual tool-switching","Index content from Slack messages, Gmail emails, Google Drive files, and Microsoft 365 documents","Maintain synchronized indexes of content from all four platforms","Support organizations using standardized tech stacks built around these platforms"],"best_for":["Organizations using Google Workspace or Microsoft 365 as primary productivity suite","Teams using Slack as primary communication platform","Mid-sized companies with standardized tech stacks"],"limitations":["Integration limited to four platforms — no support for Notion, Confluence, Asana, Monday.com, or other tools","Integration breadth severely limits value proposition for organizations using non-standard tech stacks","API rate limits from source platforms may throttle indexing frequency","Platform API changes may break integrations without notice","No documented support for custom integrations or API extensions"],"requires":["Active accounts on supported platforms (Slack, Gmail, Google Drive, or Microsoft 365)","OAuth2 authentication for each platform","Findr backend infrastructure with platform-specific API connectors"],"input_types":["platform API responses (messages, files, metadata)"],"output_types":["indexed content from each platform","normalized metadata (author, timestamp, content type)"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["Active accounts on at least one supported platform (Slack, Gmail, Google Drive, or Microsoft 365)","OAuth2 authentication tokens for each platform to be indexed","Network connectivity to Findr's backend indexing service","OAuth2 or API key authentication for each platform","Findr backend infrastructure with persistent storage (database + search index)","Network connectivity between Findr's indexing service and source platforms' APIs","Sufficient API quota from source platforms (Slack, Google, Microsoft) to support polling/crawling","Multiple indexed platforms with synchronized content","Search query from user","Ranking model or algorithm (implementation details unknown)"],"failure_modes":["Search coverage limited to explicitly integrated platforms — unsupported tools (Notion, Confluence, Asana, etc.) are completely invisible to search","Ranking algorithm and relevance scoring methodology not disclosed — risk of burying critical documents if ranking doesn't account for recency, user role, or document importance","Indexing latency unknown — documents may not appear in search results immediately after creation or modification","No support for custom metadata or domain-specific ranking rules","Indexing latency not specified — documents may lag behind real-time platform state by minutes to hours","Incremental indexing strategy unknown — may require full re-indexing of large workspaces, causing performance degradation","No documented handling of deleted or archived content — unclear if removed documents remain searchable","Scaling limitations unknown for very large workspaces (100k+ messages, 10k+ files)","API rate limits from source platforms may throttle indexing frequency","Ranking algorithm is proprietary and not transparent — no way to understand why certain results rank higher or lower","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"ecosystem":0.25,"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=findr","compare_url":"https://unfragile.ai/compare?artifact=findr"}},"signature":"5Of/f07hnsB2iG9u0kGCrKp/XN3O1bp9k+v6KZDeDI8PNe/pM/p4ZDG3uNmJ6eTkTEqgPVs/AXw5CLdE1OyDAA==","signedAt":"2026-06-21T01:11:17.917Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/findr","artifact":"https://unfragile.ai/findr","verify":"https://unfragile.ai/api/v1/verify?slug=findr","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"}}