{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_danswer","slug":"danswer","name":"Danswer","type":"product","url":"https://www.danswer.ai","page_url":"https://unfragile.ai/danswer","categories":["research-search"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_danswer__cap_0","uri":"capability://search.unified.multi.source.search","name":"unified-multi-source-search","description":"Indexes and searches across 20+ connected data sources (Slack, Confluence, Notion, Gmail, GitHub, etc.) through a single query interface. Eliminates the need to manually search each platform separately by consolidating all organizational knowledge into one searchable index.","intents":["Find information without knowing which platform it's stored on","Search across all company knowledge sources at once","Reduce time spent jumping between different tools to find answers"],"best_for":["Mid-to-large organizations with fragmented knowledge across multiple platforms","Teams using 5+ different communication and documentation tools"],"limitations":["Requires initial setup and configuration of each data source connector","Search quality depends on proper indexing of all connected sources","Some specialized or custom data sources may not have pre-built connectors"],"requires":["Active accounts/access to connected data sources","Network connectivity to source platforms","Proper authentication credentials for each integrated service"],"input_types":["natural language query"],"output_types":["ranked search results with source attribution"],"categories":["search","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_1","uri":"capability://search.context.aware.semantic.search","name":"context-aware-semantic-search","description":"Uses AI to understand the semantic meaning and context of search queries rather than relying on keyword matching. Returns relevant results based on intent and meaning, not just exact word matches, reducing irrelevant noise.","intents":["Find answers even when I don't know the exact terminology","Get contextually relevant results instead of keyword-matched noise","Search using natural language questions instead of boolean operators"],"best_for":["Organizations with large unstructured knowledge bases","Teams that struggle with traditional keyword search limitations"],"limitations":["Semantic understanding may vary based on domain-specific jargon","Requires sufficient indexed content for meaningful context extraction","May return unexpected results if query intent is ambiguous"],"requires":["Indexed knowledge base with sufficient content volume","AI model processing capability"],"input_types":["natural language query"],"output_types":["semantically relevant search results"],"categories":["search","ai"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_10","uri":"capability://analytics.user.feedback.and.answer.rating","name":"user-feedback-and-answer-rating","description":"Collects user feedback on search results and AI-generated answers through rating and feedback mechanisms. Uses this data to improve search quality and identify problematic results.","intents":["Tell the system when answers are wrong or unhelpful","Help improve search quality over time","Identify common search failures and gaps"],"best_for":["Organizations wanting to continuously improve search quality","Teams with large user bases providing feedback signals"],"limitations":["Feedback quality depends on user engagement","Requires sufficient feedback volume to identify patterns","Feedback alone may not directly improve results without action"],"requires":["User engagement with feedback mechanisms","Process to analyze and act on feedback"],"input_types":["user ratings, feedback comments"],"output_types":["feedback analytics, improvement insights"],"categories":["analytics","improvement"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_11","uri":"capability://analytics.search.analytics.and.insights","name":"search-analytics-and-insights","description":"Provides analytics on search behavior, popular queries, and knowledge gaps. Tracks what users are searching for, what they find, and what they don't find to identify organizational knowledge gaps.","intents":["Understand what information employees are looking for","Identify gaps in our knowledge base","Improve documentation based on search patterns"],"best_for":["Knowledge managers and content strategists","Organizations wanting to optimize their knowledge base"],"limitations":["Analytics only reflect what users search for, not all needed information","Privacy considerations may limit detailed query tracking","Requires sufficient search volume for meaningful insights"],"requires":["Search activity data collection","Analytics dashboard access"],"input_types":["search queries, user interactions"],"output_types":["analytics dashboards, insights reports"],"categories":["analytics","insights"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_12","uri":"capability://integration.slack.integration.and.bot","name":"slack-integration-and-bot","description":"Integrates Danswer directly into Slack as a searchable bot, allowing users to search the knowledge base and get answers without leaving Slack. Enables inline search and question-answering within chat conversations.","intents":["Search company knowledge without leaving Slack","Get answers to questions right in Slack conversations","Reduce context switching between tools"],"best_for":["Organizations heavily using Slack","Teams wanting to keep search within their primary communication tool"],"limitations":["Slack message length limits may truncate long answers","Requires Slack workspace admin permissions to install","Bot functionality depends on Slack API availability"],"requires":["Active Slack workspace","Slack app installation permissions","Danswer instance with Slack connector enabled"],"input_types":["Slack messages, slash commands"],"output_types":["Slack messages with search results and answers"],"categories":["integration","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_2","uri":"capability://search.source.attribution.and.citation","name":"source-attribution-and-citation","description":"Automatically tracks and displays the original source of each search result, allowing users to verify information and trace where answers came from. Provides clickable links back to the original document or message.","intents":["Verify where information came from before trusting it","Trace back to the original source for more context","Maintain audit trails for compliance and accountability"],"best_for":["Regulated industries requiring information traceability","Organizations with compliance requirements","Teams that need to verify information sources"],"limitations":["Source attribution only works for indexed sources","May not capture all metadata from every source type","Deleted or archived sources may show broken links"],"requires":["Proper indexing of source metadata","Access permissions to original sources maintained"],"input_types":["search results"],"output_types":["attributed citations with source links"],"categories":["search","compliance"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_3","uri":"capability://search.knowledge.base.indexing","name":"knowledge-base-indexing","description":"Automatically crawls, extracts, and indexes content from connected data sources into a searchable knowledge base. Handles continuous updates and maintains index freshness as new content is added to source platforms.","intents":["Keep search index up-to-date with latest company information","Automatically capture new Slack messages, documents, and wiki updates","Ensure all organizational knowledge is discoverable"],"best_for":["Organizations with rapidly changing knowledge bases","Teams that add content frequently across multiple platforms"],"limitations":["Indexing frequency depends on configuration and plan tier","Large knowledge bases may take time for initial indexing","Some source types may have indexing delays or limitations"],"requires":["Continuous access to source platforms","Sufficient storage for indexed content","Proper permissions to read all indexed sources"],"input_types":["documents, messages, wiki pages, emails, code repositories"],"output_types":["indexed knowledge base"],"categories":["search","data-management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_4","uri":"capability://search.ai.powered.question.answering","name":"ai-powered-question-answering","description":"Generates direct answers to user questions by synthesizing information from the indexed knowledge base, rather than just returning search results. Uses AI to compose coherent responses with relevant context.","intents":["Get direct answers to questions instead of having to read search results","Understand complex topics by getting synthesized explanations","Ask follow-up questions and get contextual responses"],"best_for":["Users seeking quick answers without reading multiple documents","Organizations with complex, interconnected knowledge"],"limitations":["Answer quality depends on quality and completeness of indexed sources","May hallucinate or provide inaccurate information if sources are conflicting","Cannot answer questions about information not in the knowledge base"],"requires":["Indexed knowledge base with relevant content","AI model with sufficient context window","Source attribution to verify answers"],"input_types":["natural language question"],"output_types":["synthesized answer with source citations"],"categories":["search","ai","qa"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_5","uri":"capability://integration.connector.configuration.and.management","name":"connector-configuration-and-management","description":"Provides interface to connect, configure, and manage integrations with 20+ data sources. Handles authentication, permission mapping, and ongoing connector health monitoring.","intents":["Set up connections to all our company's data sources","Manage authentication and permissions for each integrated platform","Monitor and troubleshoot connector issues"],"best_for":["IT administrators and knowledge managers","Organizations with multiple data sources to integrate"],"limitations":["Requires technical knowledge to configure some connectors","Some data sources may require custom connector development","Permission mapping complexity varies by source type"],"requires":["Admin access to Danswer instance","Valid credentials for each data source","Network access to source platforms"],"input_types":["connector configuration parameters, authentication credentials"],"output_types":["active data source connections"],"categories":["integration","administration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_6","uri":"capability://deployment.self.hosted.deployment","name":"self-hosted-deployment","description":"Allows organizations to deploy and run Danswer on their own infrastructure rather than using a managed cloud service. Provides full control over data, infrastructure, and customization.","intents":["Keep all search data on our own servers for security and compliance","Avoid vendor lock-in by self-hosting the solution","Customize the deployment to match our infrastructure"],"best_for":["Organizations with strict data residency requirements","Teams with dedicated DevOps/infrastructure resources","Enterprises wanting to avoid cloud vendor dependency"],"limitations":["Requires significant technical infrastructure and DevOps expertise","Ongoing maintenance and updates are the organization's responsibility","Scaling and performance optimization require infrastructure knowledge","No managed support unless purchased separately"],"requires":["Server infrastructure (on-premise or private cloud)","DevOps team or technical resources","Container orchestration knowledge (Docker, Kubernetes)","Database and storage infrastructure"],"input_types":["deployment configuration, infrastructure resources"],"output_types":["self-hosted Danswer instance"],"categories":["deployment","infrastructure"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_7","uri":"capability://deployment.managed.cloud.deployment","name":"managed-cloud-deployment","description":"Offers a fully managed cloud-hosted version of Danswer where the vendor handles infrastructure, scaling, updates, and maintenance. Users focus on configuration and usage rather than operations.","intents":["Get Danswer running quickly without infrastructure setup","Avoid managing servers and infrastructure ourselves","Get automatic updates and scaling without operational overhead"],"best_for":["Organizations without dedicated DevOps resources","Teams wanting quick time-to-value","Companies comfortable with cloud-hosted solutions"],"limitations":["Less control over infrastructure and customization","Data stored on vendor's cloud infrastructure","Potential vendor lock-in if switching becomes necessary","Dependent on vendor's uptime and reliability"],"requires":["Internet connectivity","Valid payment method for cloud service","Willingness to store data on vendor infrastructure"],"input_types":["deployment configuration"],"output_types":["managed cloud Danswer instance"],"categories":["deployment","saas"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_8","uri":"capability://customization.custom.prompt.engineering","name":"custom-prompt-engineering","description":"Allows customization of AI prompts and behavior to optimize search and answer generation for specific use cases, industries, or organizational needs. Enables tuning of response style, tone, and content focus.","intents":["Optimize search results for our specific industry terminology","Customize answer format and tone to match our needs","Improve accuracy for domain-specific questions"],"best_for":["Organizations with specialized domain knowledge","Teams with specific answer format requirements","Enterprises needing industry-specific customization"],"limitations":["Requires understanding of prompt engineering principles","Limited customization options for highly specialized verticals","Changes may require testing and iteration","Customizations may not transfer well to new model versions"],"requires":["Access to prompt configuration interface","Understanding of AI prompt design","Testing and validation process"],"input_types":["prompt templates, configuration parameters"],"output_types":["customized AI behavior and responses"],"categories":["customization","ai"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_danswer__cap_9","uri":"capability://security.permission.and.access.control","name":"permission-and-access-control","description":"Manages user permissions and access controls to ensure users can only search and access information they have permission to view. Respects source-level permissions and enforces organizational access policies.","intents":["Ensure employees only see information they're authorized to access","Maintain security by respecting source-level permissions","Comply with data access policies and regulations"],"best_for":["Organizations with sensitive information requiring access control","Regulated industries with compliance requirements","Teams with different permission levels across departments"],"limitations":["Permission enforcement depends on source platform capabilities","Complex permission hierarchies may be difficult to manage","Some sources may not support granular permission mapping","Permission changes in source systems may take time to sync"],"requires":["User authentication system","Permission mapping to source systems","Regular permission synchronization"],"input_types":["user identity, permission policies"],"output_types":["filtered search results based on permissions"],"categories":["security","administration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":47,"verified":false,"data_access_risk":"high","permissions":["Active accounts/access to connected data sources","Network connectivity to source platforms","Proper authentication credentials for each integrated service","Indexed knowledge base with sufficient content volume","AI model processing capability","User engagement with feedback mechanisms","Process to analyze and act on feedback","Search activity data collection","Analytics dashboard access","Active Slack workspace"],"failure_modes":["Requires initial setup and configuration of each data source connector","Search quality depends on proper indexing of all connected sources","Some specialized or custom data sources may not have pre-built connectors","Semantic understanding may vary based on domain-specific jargon","Requires sufficient indexed content for meaningful context extraction","May return unexpected results if query intent is ambiguous","Feedback quality depends on user engagement","Requires sufficient feedback volume to identify patterns","Feedback alone may not directly improve results without action","Analytics only reflect what users search for, not all needed information","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.45,"quality":0.88,"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":"2026-05-24T12:16:30.282Z","last_scraped_at":"2026-04-05T13:23:42.534Z","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=danswer","compare_url":"https://unfragile.ai/compare?artifact=danswer"}},"signature":"i9n1wBiJMWIkhtF0BAZpFKIXoligeUE28x7p90ASzt65bcmTQhV1iBLHemCwlNqYqRPke/9bGKq1iUmyq21TBA==","signedAt":"2026-06-20T14:54:36.150Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/danswer","artifact":"https://unfragile.ai/danswer","verify":"https://unfragile.ai/api/v1/verify?slug=danswer","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"}}