{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_agent-herbie","slug":"agent-herbie","name":"Agent Herbie","type":"agent","url":"https://agentherbie.com","page_url":"https://unfragile.ai/agent-herbie","categories":["ai-agents"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_agent-herbie__cap_0","uri":"capability://research.multi.source.data.aggregation","name":"multi-source data aggregation","description":"Automatically pulls and consolidates data from multiple disparate sources (databases, APIs, documents, spreadsheets) into a unified dataset without manual copy-pasting or data entry. Handles both structured and semi-structured data formats.","intents":["I need to combine data from 5 different systems into one place","Stop wasting time manually copying data between tools","Consolidate customer data from CRM, billing, and support systems"],"best_for":["research analysts","business intelligence teams","data consultants","operations managers"],"limitations":["requires technical setup for legacy system integration","performance degrades with very large datasets","non-technical users need developer support"],"requires":["API access or database credentials to source systems","technical configuration of data connectors","understanding of data schema"],"input_types":["API endpoints","database connections","CSV files","spreadsheets","document repositories"],"output_types":["unified dataset","normalized data tables"],"categories":["research","productivity","data integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_1","uri":"capability://research.intelligent.data.synthesis.and.transformation","name":"intelligent data synthesis and transformation","description":"Processes aggregated data from multiple sources to identify patterns, relationships, and insights, then transforms raw data into coherent, structured information ready for reporting. Handles data cleaning and normalization automatically.","intents":["Turn raw data from multiple sources into meaningful insights","Automatically clean and standardize data formats across sources","Find patterns and connections in disparate datasets"],"best_for":["research teams","business analysts","consultants","data scientists"],"limitations":["effectiveness depends on data quality and completeness","may require manual validation of synthesized insights","complex transformations may need custom logic"],"requires":["aggregated data from multiple sources","clear definition of what constitutes meaningful synthesis","domain knowledge for validation"],"input_types":["structured datasets","semi-structured data","normalized tables"],"output_types":["synthesized insights","transformed datasets","structured information"],"categories":["research","data analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_10","uri":"capability://productivity.export.and.format.conversion","name":"export and format conversion","description":"Converts generated reports into multiple output formats (PDF, Excel, PowerPoint, HTML, etc.) for distribution to different stakeholders and systems. Maintains formatting and structure across different export formats.","intents":["Export reports as Excel files for further analysis","Convert reports to PDF for client delivery","Create PowerPoint presentations from report data"],"best_for":["business users","consultants","stakeholders","distribution workflows"],"limitations":["export format support varies by plan","complex formatting may not translate perfectly across formats","large reports may have file size limitations"],"requires":["generated reports","export format selection"],"input_types":["reports","format specifications"],"output_types":["PDF files","Excel spreadsheets","PowerPoint presentations","HTML files","CSV exports"],"categories":["productivity","writing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_2","uri":"capability://writing.customizable.report.template.generation","name":"customizable report template generation","description":"Creates tailored reports from synthesized data using pre-built or custom templates that standardize format, layout, and structure. Allows teams to maintain consistent branding and output formats across all generated reports.","intents":["Generate reports in our standard company format automatically","Ensure all reports look professional and consistent","Create custom report layouts for different stakeholder types"],"best_for":["research teams","consultancies","business intelligence departments","compliance teams"],"limitations":["template customization requires some technical knowledge","limited to predefined template structures","complex custom designs may not be supported"],"requires":["synthesized data","template design or selection","understanding of desired report structure"],"input_types":["structured data","template specifications","branding guidelines"],"output_types":["formatted reports","PDF documents","interactive dashboards"],"categories":["writing","productivity","reporting"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_3","uri":"capability://productivity.real.time.data.refresh.and.updates","name":"real-time data refresh and updates","description":"Automatically refreshes data from source systems at scheduled intervals or on-demand, ensuring reports always reflect the latest information without manual re-running or re-aggregation. Maintains data currency without user intervention.","intents":["Keep my reports up-to-date without manually refreshing them","Schedule automatic data updates during off-hours","Ensure stakeholders always see the latest data"],"best_for":["operations teams","business intelligence analysts","executive dashboards","real-time monitoring use cases"],"limitations":["refresh frequency limited by API rate limits and pricing tier","may incur additional costs per API call","some data sources may not support real-time updates"],"requires":["active data source connections","refresh schedule configuration","sufficient API quota"],"input_types":["data source connections","refresh frequency settings"],"output_types":["updated datasets","refreshed reports"],"categories":["productivity","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_4","uri":"capability://productivity.data.source.connector.configuration","name":"data source connector configuration","description":"Sets up and manages connections to external data sources including databases, APIs, cloud services, and document repositories. Handles authentication, credential management, and ongoing connection maintenance.","intents":["Connect our legacy database to the reporting system","Add a new data source without rebuilding the entire pipeline","Manage API credentials securely across multiple integrations"],"best_for":["technical administrators","data engineers","IT teams","integration specialists"],"limitations":["requires technical expertise for complex integrations","legacy systems may need custom connectors","non-technical users cannot perform this independently"],"requires":["API documentation or database access","authentication credentials","technical knowledge of data source architecture"],"input_types":["API endpoints","database connection strings","authentication tokens","OAuth credentials"],"output_types":["configured data connections","connection status reports"],"categories":["productivity","data integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_5","uri":"capability://research.query.based.report.generation","name":"query-based report generation","description":"Allows users to define specific queries or filters to generate targeted reports from aggregated data. Supports natural language or structured query syntax to retrieve and report on specific subsets of data.","intents":["Generate a report for just Q3 sales data","Create reports filtered by specific customer segments","Run ad-hoc queries without waiting for pre-built reports"],"best_for":["analysts","business users","researchers","ad-hoc reporting needs"],"limitations":["query complexity limited by system capabilities","requires understanding of data structure for effective queries","very broad queries may timeout"],"requires":["aggregated data","understanding of available data fields","query syntax knowledge"],"input_types":["query parameters","filter criteria","date ranges","natural language queries"],"output_types":["filtered reports","query results","custom datasets"],"categories":["research","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_6","uri":"capability://productivity.report.distribution.and.scheduling","name":"report distribution and scheduling","description":"Automatically distributes generated reports to stakeholders via email, dashboards, or other channels on a defined schedule. Manages recipient lists and delivery preferences without manual intervention.","intents":["Send weekly reports to my team automatically","Distribute different reports to different stakeholder groups","Ensure executives get reports before their Monday morning meetings"],"best_for":["operations managers","team leads","executive assistants","compliance officers"],"limitations":["distribution channels limited to supported integrations","scheduling granularity may be limited","large recipient lists may incur additional costs"],"requires":["generated reports","recipient email addresses or distribution lists","schedule configuration"],"input_types":["report objects","recipient lists","delivery schedule","delivery channel preferences"],"output_types":["distributed reports","delivery confirmations"],"categories":["productivity","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_7","uri":"capability://research.data.quality.monitoring.and.validation","name":"data quality monitoring and validation","description":"Monitors aggregated data for quality issues, inconsistencies, and anomalies. Flags data quality problems and provides validation reports to ensure data reliability before report generation.","intents":["Catch data errors before they make it into reports","Identify missing or incomplete data in source systems","Validate that data meets quality standards"],"best_for":["data quality analysts","compliance teams","business intelligence teams","data governance roles"],"limitations":["validation rules must be configured manually","cannot fix data quality issues automatically","may require domain expertise to interpret anomalies"],"requires":["aggregated data","quality rules or thresholds","understanding of acceptable data standards"],"input_types":["datasets","quality rule definitions","validation thresholds"],"output_types":["quality reports","anomaly flags","validation summaries"],"categories":["research","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_8","uri":"capability://productivity.collaborative.report.annotation.and.commenting","name":"collaborative report annotation and commenting","description":"Enables team members to add comments, annotations, and notes directly to reports for collaborative review and feedback. Maintains version history and tracks who made what changes.","intents":["Get feedback from stakeholders on draft reports","Collaborate on report interpretation and insights","Track changes and comments across report versions"],"best_for":["research teams","consultancies","cross-functional teams","review workflows"],"limitations":["collaboration features limited to platform users","comment threads may become unwieldy for large teams","version control may be limited"],"requires":["generated reports","team members with platform access","collaborative workflow"],"input_types":["reports","user comments","annotations"],"output_types":["annotated reports","comment threads","version history"],"categories":["productivity","writing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_agent-herbie__cap_9","uri":"capability://productivity.report.performance.and.usage.analytics","name":"report performance and usage analytics","description":"Tracks how reports are used, accessed, and distributed across the organization. Provides analytics on report engagement, stakeholder interactions, and usage patterns to optimize reporting strategy.","intents":["Understand which reports are actually being used","See how many people access each report","Identify underutilized reports to discontinue or improve"],"best_for":["report administrators","business intelligence managers","operations leaders"],"limitations":["analytics limited to platform-tracked interactions","cannot track external report usage after download","requires sufficient usage data to be meaningful"],"requires":["active report distribution","user access to reports","analytics dashboard access"],"input_types":["usage events","access logs"],"output_types":["usage analytics","engagement reports","performance dashboards"],"categories":["productivity","analytics"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":49,"verified":false,"data_access_risk":"high","permissions":["API access or database credentials to source systems","technical configuration of data connectors","understanding of data schema","aggregated data from multiple sources","clear definition of what constitutes meaningful synthesis","domain knowledge for validation","generated reports","export format selection","synthesized data","template design or selection"],"failure_modes":["requires technical setup for legacy system integration","performance degrades with very large datasets","non-technical users need developer support","effectiveness depends on data quality and completeness","may require manual validation of synthesized insights","complex transformations may need custom logic","export format support varies by plan","complex formatting may not translate perfectly across formats","large reports may have file size limitations","template customization requires some technical knowledge","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.82,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:28.696Z","last_scraped_at":"2026-04-05T13:23:42.550Z","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=agent-herbie","compare_url":"https://unfragile.ai/compare?artifact=agent-herbie"}},"signature":"attbDSb2/NBXmra4h4k4skP3gMoEnW887DvOUM2wkrbw0sJPkB/SNJQODqiJxfqgnyOlK3CuoZuTGkqIG3cOBg==","signedAt":"2026-06-23T01:43:46.851Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/agent-herbie","artifact":"https://unfragile.ai/agent-herbie","verify":"https://unfragile.ai/api/v1/verify?slug=agent-herbie","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"}}