{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-the-ai-assistant-built-for-work","slug":"the-ai-assistant-built-for-work","name":"The AI Assistant Built for Work","type":"product","url":"https://www.anygen.io/task/LkA2pg7EXaVJkrgETSol5DelgEd","page_url":"https://unfragile.ai/the-ai-assistant-built-for-work","categories":["automation"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-the-ai-assistant-built-for-work__cap_0","uri":"capability://automation.workflow.workflow.automation.with.natural.language.task.definition","name":"workflow automation with natural language task definition","description":"Converts natural language task descriptions into executable automation workflows without requiring code. Uses LLM-based intent parsing to map user descriptions to predefined automation patterns and action templates, then orchestrates execution across integrated services. The system maintains a task state machine that tracks workflow progress and handles conditional branching based on task outcomes.","intents":["I want to automate repetitive work tasks without learning a programming language","I need to create multi-step workflows that trigger based on specific conditions or events","I want to connect multiple tools and services in a single automated process"],"best_for":["non-technical business users automating routine tasks","teams seeking to reduce manual data entry and repetitive operations","organizations without dedicated automation engineering resources"],"limitations":["Natural language parsing may struggle with ambiguous or complex task specifications requiring clarification","Limited to predefined action templates — custom business logic not covered by templates requires manual configuration","Workflow complexity scales poorly; deeply nested conditionals or loops may become difficult to manage through natural language alone"],"requires":["Active internet connection for LLM-based task parsing","Account creation and authentication on anygen.io platform","API credentials for any third-party services being integrated (Slack, email, databases, etc.)"],"input_types":["natural language task description","structured task parameters (dates, thresholds, filters)","trigger conditions (time-based, event-based, manual)"],"output_types":["executable workflow definition","task execution logs","structured results from integrated services"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-the-ai-assistant-built-for-work__cap_1","uri":"capability://automation.workflow.multi.service.task.orchestration.with.unified.execution.context","name":"multi-service task orchestration with unified execution context","description":"Orchestrates execution across multiple integrated third-party services (email, Slack, databases, APIs) within a single workflow context. Maintains shared state and variable passing between service calls, handling authentication, rate limiting, and error recovery transparently. Uses a service adapter pattern to normalize API differences across heterogeneous integrations.","intents":["I need to chain actions across multiple tools in sequence (e.g., fetch data, transform it, send notifications)","I want to pass data between different services without manual copy-paste or intermediate storage","I need to handle failures gracefully when one service in a chain fails"],"best_for":["teams using multiple SaaS tools that need to communicate","organizations automating cross-functional workflows spanning different departments","businesses needing to consolidate data from multiple sources into a single action"],"limitations":["Service integrations limited to those officially supported by anygen.io — custom APIs require workarounds or manual webhooks","Rate limiting and quota management handled per-service but not globally across the workflow","State passing between services may have size limits; large data transformations require intermediate storage"],"requires":["API keys or OAuth tokens for each integrated service","Services must support API-based integration (REST, webhooks, or native connectors)","Proper permission scopes configured in each service's authentication settings"],"input_types":["service-specific data (emails, Slack messages, database records)","transformation rules or filters","trigger events from any integrated service"],"output_types":["actions executed in target services (messages sent, records created, notifications triggered)","aggregated results from multiple services","execution status and error logs"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-the-ai-assistant-built-for-work__cap_2","uri":"capability://automation.workflow.event.driven.workflow.triggering.with.conditional.execution","name":"event-driven workflow triggering with conditional execution","description":"Enables workflows to trigger automatically based on external events (email arrival, Slack message, database change, scheduled time) with conditional branching based on event properties. Uses event listener patterns to monitor trigger sources and evaluates conditional logic (if-then-else, pattern matching) before executing downstream actions. Supports both simple threshold-based conditions and complex multi-condition logic.","intents":["I want workflows to start automatically when something happens (email received, message posted, data changes)","I need to route tasks differently based on properties of the triggering event","I want to schedule workflows to run at specific times or intervals"],"best_for":["teams responding to real-time events (customer inquiries, alerts, notifications)","organizations automating time-based tasks (daily reports, weekly cleanups, monthly reconciliations)","businesses needing intelligent routing based on event content or metadata"],"limitations":["Event latency depends on polling frequency for non-webhook triggers — real-time responsiveness may be 30-60 seconds for polled sources","Conditional logic limited to predefined operators; complex business rules may require custom code or external evaluation","Trigger deduplication not built-in — duplicate events may cause multiple workflow executions without explicit deduplication logic"],"requires":["Event source must support webhooks, polling, or native integration with anygen.io","Trigger conditions must be expressible in the platform's conditional logic language","For scheduled triggers: timezone configuration and cron expression support"],"input_types":["event data (email content, message text, database record changes)","event metadata (sender, timestamp, source)","conditional expressions (comparisons, pattern matching, thresholds)"],"output_types":["workflow execution triggered or skipped based on conditions","execution logs showing which conditions matched","routed actions based on conditional branches"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-the-ai-assistant-built-for-work__cap_3","uri":"capability://automation.workflow.task.execution.monitoring.and.error.recovery","name":"task execution monitoring and error recovery","description":"Provides real-time visibility into workflow execution with detailed logging, error detection, and automatic recovery mechanisms. Tracks each step's status, captures execution metrics (duration, success/failure), and implements retry logic with exponential backoff for transient failures. Failed tasks can be manually retried or automatically escalated based on configurable policies.","intents":["I need to see what's happening in my automated workflows and debug failures","I want failed tasks to retry automatically without manual intervention","I need alerts when critical workflows fail so I can respond quickly"],"best_for":["teams running mission-critical automation that requires visibility","organizations needing audit trails for compliance or troubleshooting","businesses automating processes where failures have downstream impact"],"limitations":["Execution logs retained for limited period (likely 30-90 days) — long-term audit trails require external archival","Retry logic applies uniformly across all services — fine-grained per-service retry policies may not be configurable","Error escalation limited to built-in notification channels; custom escalation workflows require additional setup"],"requires":["Notification channels configured (email, Slack, webhooks) for error alerts","Sufficient audit log storage quota for expected workflow volume","Access to execution history dashboard or API for monitoring"],"input_types":["workflow execution events","service response codes and error messages","retry policies and escalation rules"],"output_types":["execution logs with step-by-step status","error notifications and alerts","retry attempts and recovery outcomes","execution metrics and performance data"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-the-ai-assistant-built-for-work__cap_4","uri":"capability://data.processing.analysis.data.transformation.and.mapping.between.services","name":"data transformation and mapping between services","description":"Transforms and maps data flowing between services using declarative transformation rules without code. Supports field mapping, data type conversion, filtering, and aggregation operations. Uses a schema-aware transformation engine that understands the structure of data from source and target services, enabling intelligent field matching and validation.","intents":["I need to reformat data from one service to match the schema expected by another","I want to filter or aggregate data before sending it to the next step","I need to handle data type mismatches (dates, numbers, text) between services"],"best_for":["teams integrating services with incompatible data schemas","organizations consolidating data from multiple sources","businesses needing to clean or normalize data during automation"],"limitations":["Complex transformations (nested object manipulation, custom calculations) may exceed declarative rule capabilities","Schema inference may fail for unstructured or semi-structured data","Large-scale data transformations (millions of records) may hit performance limits"],"requires":["Source and target services must expose schema information (field names, types)","Data must be in supported formats (JSON, CSV, structured records)","Transformation rules must be expressible in the platform's transformation language"],"input_types":["structured data from source service","schema definitions for source and target","transformation rules (field mappings, filters, aggregations)"],"output_types":["transformed data matching target schema","validation errors for data that doesn't match target schema","transformation logs showing applied rules"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-the-ai-assistant-built-for-work__cap_5","uri":"capability://automation.workflow.template.based.workflow.creation.and.reuse","name":"template-based workflow creation and reuse","description":"Provides pre-built workflow templates for common automation patterns (lead qualification, customer support routing, data synchronization) that users can customize and reuse. Templates encapsulate best practices and reduce setup time by providing starting points with configurable parameters. Users can save custom workflows as templates for team reuse.","intents":["I want to quickly set up common automation patterns without building from scratch","I need my team to follow consistent automation practices across workflows","I want to reuse workflows I've built for similar tasks"],"best_for":["teams new to automation seeking quick wins","organizations standardizing automation practices across departments","businesses with repetitive automation needs across multiple teams"],"limitations":["Template library limited to common use cases — niche or industry-specific workflows may not have templates","Customization of templates may require understanding the underlying workflow structure","Template versioning and updates may not automatically propagate to workflows created from older versions"],"requires":["Access to template library (may require specific plan tier)","Ability to customize template parameters for specific use case","Permissions to save and share custom templates within organization"],"input_types":["template selection and configuration parameters","service credentials for template integrations","customization rules specific to use case"],"output_types":["instantiated workflow ready for execution","template documentation and usage examples","saved custom templates for team reuse"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-the-ai-assistant-built-for-work__cap_6","uri":"capability://automation.workflow.team.collaboration.and.workflow.sharing","name":"team collaboration and workflow sharing","description":"Enables multiple team members to collaborate on workflow creation, execution, and monitoring with role-based access control. Supports workflow sharing, commenting, approval workflows, and audit trails showing who made changes and when. Uses a permission model that distinguishes between creators, editors, viewers, and approvers.","intents":["I need my team to collaborate on building and maintaining workflows","I want to require approval before critical workflows execute","I need to track who made changes to workflows for compliance and debugging"],"best_for":["teams with multiple automation builders","organizations with compliance requirements for workflow changes","businesses needing approval workflows for critical automations"],"limitations":["Concurrent editing of the same workflow may not be supported — conflicts require manual resolution","Approval workflows add latency to automation execution","Audit trails may have retention limits or require external archival for long-term compliance"],"requires":["Team members with anygen.io accounts","Organization workspace setup with role assignments","Configured approval chains for workflows requiring authorization"],"input_types":["workflow definitions to share","role assignments for team members","approval policies and conditions"],"output_types":["shared workflows accessible to team","execution logs with user attribution","approval notifications and audit trails"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-the-ai-assistant-built-for-work__cap_7","uri":"capability://automation.workflow.workflow.scheduling.and.recurring.execution","name":"workflow scheduling and recurring execution","description":"Schedules workflows to execute at specific times or on recurring intervals (daily, weekly, monthly) using cron-like expressions or calendar-based scheduling. Supports timezone-aware scheduling, one-time executions, and complex recurrence patterns. Handles daylight saving time transitions and provides visibility into scheduled vs. executed runs.","intents":["I want to run workflows on a schedule (daily reports, weekly cleanups, monthly reconciliations)","I need to schedule workflows for specific times in my timezone","I want to see which scheduled runs completed and which failed"],"best_for":["teams automating recurring business processes","organizations with time-sensitive reporting or data synchronization needs","businesses needing to coordinate workflows across multiple timezones"],"limitations":["Scheduling precision limited to minute-level granularity — sub-minute scheduling not supported","Complex recurrence patterns (e.g., 'every 3rd Tuesday') may require cron expression knowledge","Scheduled execution may be delayed during platform maintenance or high load periods"],"requires":["Timezone configuration for accurate scheduling","Cron expression syntax knowledge for complex schedules","Sufficient execution quota for scheduled workflow frequency"],"input_types":["schedule definition (cron expression or calendar-based)","timezone specification","recurrence pattern and start/end dates"],"output_types":["scheduled execution events","execution logs for scheduled runs","missed execution alerts"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-the-ai-assistant-built-for-work__cap_8","uri":"capability://automation.workflow.workflow.versioning.and.rollback","name":"workflow versioning and rollback","description":"Maintains version history of workflows with the ability to view previous versions, compare changes, and rollback to earlier versions if needed. Each workflow change is tracked with metadata (who changed it, when, what changed). Supports branching workflows for A/B testing or gradual rollout of changes.","intents":["I accidentally broke a workflow and need to revert to the previous version","I want to see what changed in a workflow and who made the changes","I want to test a new workflow version before rolling it out to production"],"best_for":["teams managing critical workflows that require change control","organizations with compliance requirements for workflow audit trails","businesses testing workflow changes before full deployment"],"limitations":["Version history may have retention limits — old versions may be automatically purged","Rollback may not be instantaneous — in-flight executions of old version may continue","Branching workflows may create confusion if not properly documented"],"requires":["Version history storage quota","Ability to compare workflow versions","Permissions to rollback workflows"],"input_types":["workflow modifications","version selection for comparison or rollback","branching parameters for A/B testing"],"output_types":["version history with change metadata","diff view showing changes between versions","rollback confirmation and execution"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-the-ai-assistant-built-for-work__cap_9","uri":"capability://tool.use.integration.custom.webhook.and.api.integration","name":"custom webhook and api integration","description":"Allows workflows to receive data via custom webhooks and send data to arbitrary APIs not in the pre-built integration library. Supports webhook payload validation, signature verification, and custom HTTP request construction with headers, authentication, and request body formatting. Enables bidirectional integration with any REST API.","intents":["I need to integrate with a service that doesn't have a pre-built connector","I want to receive data from external systems via webhooks","I need to call custom APIs with specific authentication and request formatting"],"best_for":["teams integrating with proprietary or niche services","organizations with custom internal APIs","businesses needing to extend anygen.io beyond pre-built integrations"],"limitations":["Webhook payload size limits may restrict large data transfers","Custom API integration requires understanding HTTP, authentication methods, and API documentation","No built-in request/response transformation — complex data mapping requires manual configuration"],"requires":["Understanding of REST APIs and HTTP methods","API documentation for target service","Authentication credentials (API keys, OAuth tokens, basic auth)","Webhook URL generation and configuration in external system"],"input_types":["webhook payload (JSON, form-encoded, raw)","custom HTTP request configuration (method, headers, body)","authentication credentials and methods"],"output_types":["webhook events triggering workflows","HTTP responses from custom APIs","request/response logs for debugging"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":24,"verified":false,"data_access_risk":"high","permissions":["Active internet connection for LLM-based task parsing","Account creation and authentication on anygen.io platform","API credentials for any third-party services being integrated (Slack, email, databases, etc.)","API keys or OAuth tokens for each integrated service","Services must support API-based integration (REST, webhooks, or native connectors)","Proper permission scopes configured in each service's authentication settings","Event source must support webhooks, polling, or native integration with anygen.io","Trigger conditions must be expressible in the platform's conditional logic language","For scheduled triggers: timezone configuration and cron expression support","Notification channels configured (email, Slack, webhooks) for error alerts"],"failure_modes":["Natural language parsing may struggle with ambiguous or complex task specifications requiring clarification","Limited to predefined action templates — custom business logic not covered by templates requires manual configuration","Workflow complexity scales poorly; deeply nested conditionals or loops may become difficult to manage through natural language alone","Service integrations limited to those officially supported by anygen.io — custom APIs require workarounds or manual webhooks","Rate limiting and quota management handled per-service but not globally across the workflow","State passing between services may have size limits; large data transformations require intermediate storage","Event latency depends on polling frequency for non-webhook triggers — real-time responsiveness may be 30-60 seconds for polled sources","Conditional logic limited to predefined operators; complex business rules may require custom code or external evaluation","Trigger deduplication not built-in — duplicate events may cause multiple workflow executions without explicit deduplication logic","Execution logs retained for limited period (likely 30-90 days) — long-term audit trails require external archival","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.3,"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":"2026-06-17T09:51:04.050Z","last_scraped_at":"2026-05-03T14:00:25.471Z","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=the-ai-assistant-built-for-work","compare_url":"https://unfragile.ai/compare?artifact=the-ai-assistant-built-for-work"}},"signature":"UbpDvW88bQS6BJg3Go5rdIoms0BqwLvGLANCpumnPODXN3PiIkT8Tb/LWoorYiS5ya2wXSrWlgSCS98dm2qxDA==","signedAt":"2026-06-20T12:16:24.295Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/the-ai-assistant-built-for-work","artifact":"https://unfragile.ai/the-ai-assistant-built-for-work","verify":"https://unfragile.ai/api/v1/verify?slug=the-ai-assistant-built-for-work","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"}}