{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_embra","slug":"embra","name":"Embra","type":"product","url":"https://embra.app","page_url":"https://unfragile.ai/embra","categories":["automation"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_embra__cap_0","uri":"capability://automation.workflow.no.code.workflow.builder.with.visual.conditional.logic","name":"no-code workflow builder with visual conditional logic","description":"Embra provides a drag-and-drop workflow designer that allows non-technical users to construct multi-step automation sequences with branching logic, variable mapping, and error handling without writing code. The builder likely uses a node-based DAG (directed acyclic graph) architecture where each node represents an action (API call, data transformation, conditional branch) and edges define execution flow. Users can define conditions (if/then/else) to route workflows based on dynamic data, and the platform compiles these visual definitions into executable automation logic that runs server-side.","intents":["I need to automate a 5-step customer onboarding process without hiring a developer","I want to create conditional workflows that route tasks differently based on customer data","I need to build approval workflows where tasks branch based on manager decisions","I want to set up error handling so workflows retry or notify teams when steps fail"],"best_for":["Non-technical business analysts and operations managers","Mid-market teams without dedicated automation engineers","Department heads automating internal processes"],"limitations":["Visual builder abstractions may limit complex logic that requires custom code or advanced algorithms","Workflow execution latency likely increases with conditional branching depth due to sequential evaluation","No direct access to underlying execution logs or debugging tools for troubleshooting failed workflows"],"requires":["Web browser with modern JavaScript support","Active Embra account with appropriate permissions","Connected integrations (Slack, email, CRM) for workflow actions"],"input_types":["user input via forms","data from connected integrations","webhook payloads","manual trigger parameters"],"output_types":["workflow execution status","task assignments","notifications","data written to connected systems"],"categories":["automation-workflow","no-code-platforms"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_1","uri":"capability://text.generation.language.ai.powered.chatbot.interface.for.workflow.triggering.and.interaction","name":"ai-powered chatbot interface for workflow triggering and interaction","description":"Embra embeds an intelligent chatbot that acts as a natural language interface to trigger workflows and gather input parameters. Users can describe what they want to accomplish in plain English, and the chatbot interprets intent, extracts required parameters, and initiates the corresponding workflow. This likely uses LLM-based intent classification and entity extraction to map user messages to predefined workflow triggers, with fallback to clarifying questions when intent is ambiguous.","intents":["I want to ask a chatbot to 'send a welcome email to new customers' and have it trigger the right workflow","I need to gather information from users conversationally before starting a workflow","I want to let team members interact with automations via Slack without learning a UI","I need the chatbot to confirm parameters and ask clarifying questions before executing workflows"],"best_for":["Teams using Slack as primary communication hub","Organizations wanting to reduce training overhead for automation tools","Customer-facing teams automating interactions through conversational interfaces"],"limitations":["Intent classification accuracy depends on training data and LLM quality; ambiguous requests may trigger wrong workflows","Conversational interface adds latency compared to direct form submission (likely 500ms-2s per interaction)","Limited ability to handle complex multi-turn conversations requiring context retention across sessions","No transparent way to debug why the chatbot misinterpreted a user's intent"],"requires":["Embra account with chatbot feature enabled","Slack workspace integration (for Slack-based chatbot) or web access","Pre-configured workflows that the chatbot can trigger"],"input_types":["natural language text messages","user parameters extracted from conversation","context from connected integrations"],"output_types":["workflow execution confirmation","clarifying questions","execution status updates","results or task assignments"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_10","uri":"capability://automation.workflow.error.handling.and.retry.logic.with.exponential.backoff","name":"error handling and retry logic with exponential backoff","description":"Embra provides built-in error handling for workflow steps, allowing users to define retry policies (number of retries, backoff strategy) and fallback actions when steps fail. The platform likely implements exponential backoff to avoid overwhelming downstream systems with rapid retries. Failed workflows can trigger notifications or escalation workflows, alerting teams to issues that require manual intervention.","intents":["I want a workflow to retry automatically if an API call fails temporarily","I need to notify my team if a critical workflow fails after retries","I want to define different error handling for different steps in a workflow","I need to implement a fallback action if a primary step fails"],"best_for":["Teams running mission-critical automations","Organizations integrating with unreliable external APIs","Operations teams needing robust error handling"],"limitations":["Retry logic may not be configurable per-step; global retry policies apply uniformly","Exponential backoff parameters (base delay, max retries) may have fixed limits","No built-in circuit breaker pattern; repeated failures to a service don't prevent further attempts","Error notifications may lack context about what failed and why; debugging requires manual log inspection"],"requires":["Embra account with error handling features enabled","Workflows configured with error handling rules"],"input_types":["error conditions","retry policies","fallback actions"],"output_types":["retry attempts","error notifications","fallback action results","error logs"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_11","uri":"capability://automation.workflow.form.based.data.collection.with.validation.and.conditional.fields","name":"form-based data collection with validation and conditional fields","description":"Embra allows users to create forms that collect data from team members or customers, with field validation (required fields, email format, number ranges) and conditional logic (show/hide fields based on previous answers). Forms can be embedded in web pages, shared via links, or triggered within workflows. Submitted form data automatically populates workflow variables, triggering downstream actions without manual data entry.","intents":["I want to create a form for customers to request support without manually typing data into a workflow","I need to collect information conditionally (show different fields based on customer type)","I want to validate form input before submitting to ensure data quality","I need to embed a form on my website that triggers a workflow when submitted"],"best_for":["Customer-facing teams collecting intake information","Organizations reducing manual data entry","Teams building self-service portals"],"limitations":["Form builder may have limited customization options; complex UIs require custom CSS or external tools","Conditional field logic may be limited to simple if/then rules; complex branching not supported","Form validation is client-side; server-side validation may not catch all errors","No built-in CAPTCHA or spam prevention; forms may be vulnerable to abuse"],"requires":["Embra account with form builder enabled","Web page or link to embed/share form"],"input_types":["form field definitions","validation rules","conditional logic"],"output_types":["form submissions","workflow variables populated from form data","validation errors"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_2","uri":"capability://tool.use.integration.multi.integration.orchestration.with.data.mapping.and.transformation","name":"multi-integration orchestration with data mapping and transformation","description":"Embra connects to multiple business tools (Slack, email, CRM platforms, etc.) and orchestrates data flow between them within workflows. The platform likely maintains a schema registry for each integrated service, allowing users to map output fields from one step to input fields of the next. Data transformation (formatting, filtering, aggregation) may be handled through simple expression language or predefined transformation templates, enabling workflows to adapt data formats across incompatible systems.","intents":["I need to pull customer data from our CRM and send it to Slack in a formatted message","I want to create a lead in our CRM when someone fills out a web form","I need to sync data between email and our project management tool automatically","I want to transform and enrich data as it flows through multiple systems"],"best_for":["Teams using 3-5 core business tools that need to communicate","Organizations with data silos across disconnected systems","Mid-market companies without dedicated data engineering resources"],"limitations":["Limited to pre-built integrations; custom API integrations may require manual webhook setup","Data transformation capabilities likely limited to simple field mapping and basic functions; complex ETL requires external tools","Latency increases with each integration call (typically 200-500ms per API call); workflows with 5+ steps may take 2-5 seconds","No built-in data validation or schema enforcement; mismatched field types can cause silent failures"],"requires":["API credentials or OAuth tokens for each connected service","Understanding of target system schemas and required fields","Active integrations configured in Embra settings"],"input_types":["structured data from source systems","webhook payloads","form submissions","manual input parameters"],"output_types":["formatted data written to target systems","transformed records","notifications with enriched context","audit logs of data transfers"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_3","uri":"capability://tool.use.integration.slack.native.workflow.automation.and.task.management","name":"slack-native workflow automation and task management","description":"Embra deeply integrates with Slack, allowing workflows to be triggered from Slack messages, with results posted back to channels or DMs. The platform likely uses Slack's bot API and slash commands to create a seamless experience where users interact with automations without leaving Slack. Task assignments, approvals, and status updates flow through Slack notifications and interactive messages, keeping teams informed within their primary communication tool.","intents":["I want to trigger a workflow from a Slack slash command without opening another app","I need to assign tasks to team members via Slack and track completion","I want approval workflows where managers approve requests directly in Slack","I need workflow status updates posted to Slack channels automatically"],"best_for":["Teams with Slack as primary communication platform","Organizations wanting to reduce context-switching between tools","Remote teams needing asynchronous task coordination"],"limitations":["Slack message character limits (4000 chars) constrain how much workflow output can be displayed; complex results require external links","Slack rate limits (1 message per second per channel) can cause delays in high-volume automation scenarios","Interactive Slack messages (buttons, dropdowns) have limited customization; complex UIs require web app fallback","Slack integration requires bot token with appropriate scopes; permission management adds setup complexity"],"requires":["Slack workspace with admin permissions to install Embra bot","Embra account linked to Slack workspace","Slack channels where bot has permission to post"],"input_types":["Slack slash commands","Slack message reactions","Interactive button clicks in Slack","Slack user mentions"],"output_types":["Slack messages and notifications","Interactive Slack blocks (buttons, dropdowns)","Task assignments in Slack","Approval requests with response tracking"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_4","uri":"capability://automation.workflow.email.triggered.workflow.automation.with.template.based.responses","name":"email-triggered workflow automation with template-based responses","description":"Embra can monitor email inboxes and trigger workflows based on incoming messages (e.g., new support tickets, customer inquiries). The platform likely uses email parsing to extract sender, subject, and body content, then matches against trigger rules. Workflows can generate templated email responses, ensuring consistent communication while automating routing, categorization, and task assignment based on email content.","intents":["I want to automatically create support tickets when customers email a specific address","I need to send templated responses to common email inquiries without manual intervention","I want to route emails to the right team member based on content keywords","I need to log customer emails in our CRM automatically"],"best_for":["Support and customer service teams handling high email volume","Sales teams automating lead routing and qualification","Organizations with email-based intake processes"],"limitations":["Email parsing accuracy depends on email format consistency; complex HTML emails may extract incorrectly","Templated responses lack personalization beyond simple variable substitution; complex dynamic content requires custom logic","Email delivery latency (typically 1-5 minutes) means workflows trigger asynchronously; real-time interactions not possible","No built-in spam filtering; malicious emails could trigger unintended workflows"],"requires":["Email account credentials (IMAP/SMTP or OAuth) connected to Embra","Email forwarding rules or dedicated email address for workflow triggers","Pre-configured email templates and routing rules"],"input_types":["incoming email messages","email sender address","email subject and body text","email attachments (limited support)"],"output_types":["templated email responses","task assignments","records created in CRM or ticketing system","notifications to team members"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_5","uri":"capability://tool.use.integration.crm.data.synchronization.and.lead.automation","name":"crm data synchronization and lead automation","description":"Embra integrates with CRM platforms (Salesforce, HubSpot, etc.) to automate lead capture, enrichment, and routing. Workflows can create or update CRM records based on external triggers (web forms, email, Slack), enrich lead data by pulling information from multiple sources, and automatically assign leads to sales reps based on rules (territory, capacity, skill). The platform maintains bidirectional sync, allowing CRM changes to trigger downstream workflows.","intents":["I want to automatically create leads in our CRM when someone fills out a web form","I need to enrich lead data with company information before assigning to sales reps","I want to route leads to the right sales rep based on territory and current workload","I need to sync customer updates from our CRM back to other systems automatically"],"best_for":["Sales teams automating lead capture and qualification","Organizations with multiple lead sources needing centralized CRM sync","Companies wanting to reduce manual data entry and lead routing"],"limitations":["CRM field mapping requires manual configuration; schema changes in CRM require workflow updates","Lead enrichment depends on third-party data sources; accuracy and freshness vary by provider","Bidirectional sync can create loops if not carefully configured; requires explicit conflict resolution rules","CRM API rate limits (typically 10-100 requests/second) can throttle high-volume lead workflows"],"requires":["CRM account (Salesforce, HubSpot, etc.) with API access","CRM API credentials or OAuth token configured in Embra","Understanding of CRM field structure and validation rules"],"input_types":["web form submissions","email inquiries","Slack messages","external lead data sources"],"output_types":["CRM lead records","lead assignments to sales reps","enriched lead data","notifications to sales team"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_6","uri":"capability://automation.workflow.workflow.execution.monitoring.and.audit.logging","name":"workflow execution monitoring and audit logging","description":"Embra tracks workflow executions, logging each step's inputs, outputs, and execution time. Users can view execution history, identify failed steps, and understand why workflows succeeded or failed. The platform likely maintains an audit trail showing who triggered workflows, what data was processed, and what actions were taken, enabling compliance and troubleshooting. Execution metrics (success rate, average duration, error frequency) may be aggregated for dashboard visibility.","intents":["I need to see why a workflow failed and what step caused the error","I want to audit which team members triggered which workflows and when","I need to track how much data flows through each workflow for compliance","I want to identify slow workflows and optimize them based on execution metrics"],"best_for":["Operations teams managing multiple workflows","Organizations with compliance or audit requirements","Teams troubleshooting workflow failures"],"limitations":["Execution logs may have retention limits (e.g., 30-90 days); long-term audit trails require export or external storage","Detailed logging adds overhead; high-volume workflows may experience latency increases","Error messages may be generic or unhelpful without access to underlying system logs","No built-in alerting for workflow failures; requires manual checking or integration with monitoring tools"],"requires":["Embra account with appropriate permissions to view execution logs","Workflows already configured and executed"],"input_types":["workflow execution events","step-level logs","error messages"],"output_types":["execution history","audit logs","performance metrics","error reports"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_7","uri":"capability://automation.workflow.workflow.scheduling.and.recurring.automation","name":"workflow scheduling and recurring automation","description":"Embra allows workflows to be scheduled to run on a recurring basis (hourly, daily, weekly, monthly) or at specific times. The platform likely uses a job scheduler (cron-like) to trigger workflows at specified intervals, with support for timezone-aware scheduling. Recurring workflows can process batches of data (e.g., daily email digests, weekly reports) or perform maintenance tasks (data cleanup, sync operations) without manual intervention.","intents":["I want to send a daily summary email to my team with yesterday's metrics","I need to sync data between systems every hour to keep them in sync","I want to run a weekly report generation workflow and email results to stakeholders","I need to clean up old records from our database every month"],"best_for":["Teams with recurring business processes (daily reports, weekly syncs)","Organizations needing batch data processing","Operations teams automating maintenance tasks"],"limitations":["Scheduling granularity may be limited to hourly or daily; sub-minute scheduling not supported","Timezone handling can be complex; scheduling across global teams requires careful configuration","Missed scheduled executions (due to platform downtime) may not auto-retry; requires manual intervention","No built-in backoff or jitter; simultaneous scheduled workflows can create thundering herd problems"],"requires":["Embra account with scheduling feature enabled","Pre-configured workflows ready to be scheduled","Understanding of desired schedule (frequency, time, timezone)"],"input_types":["schedule configuration (frequency, time, timezone)","workflow parameters"],"output_types":["scheduled workflow executions","execution logs","results (emails, reports, data updates)"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_8","uri":"capability://tool.use.integration.webhook.based.workflow.triggering.with.payload.validation","name":"webhook-based workflow triggering with payload validation","description":"Embra exposes webhooks that external systems can call to trigger workflows, passing data as JSON payloads. The platform likely validates incoming webhook payloads against a schema, ensuring required fields are present and correctly formatted. Webhooks can be secured with API keys or HMAC signatures, preventing unauthorized workflow triggers. This enables integration with systems that don't have pre-built Embra connectors.","intents":["I want to trigger a workflow when a customer makes a purchase on our e-commerce platform","I need to accept data from a third-party service and process it in a workflow","I want to secure my webhooks so only authorized systems can trigger workflows","I need to validate incoming data before processing it in a workflow"],"best_for":["Teams integrating with custom or niche systems","Organizations building event-driven architectures","Developers needing flexible integration points"],"limitations":["Webhook payload size limits (typically 1-10 MB) constrain data that can be passed","No built-in retry logic for failed webhook deliveries; external systems must implement retries","Webhook latency depends on workflow complexity; slow workflows can cause timeouts in calling systems","Schema validation is manual; no automatic schema inference from sample payloads"],"requires":["Embra account with webhook feature enabled","Webhook URL and API key/signature configuration","External system capable of making HTTP POST requests"],"input_types":["JSON webhook payloads","HTTP headers","query parameters"],"output_types":["workflow execution confirmation","HTTP response status","validation errors"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_embra__cap_9","uri":"capability://automation.workflow.team.collaboration.and.workflow.sharing.with.role.based.access.control","name":"team collaboration and workflow sharing with role-based access control","description":"Embra allows teams to share workflows and collaborate on automation projects, with role-based access control (RBAC) determining who can view, edit, or execute workflows. The platform likely maintains workflow versions, allowing teams to track changes and revert to previous versions. Shared workflows can be organized into folders or collections, making it easy for teams to discover and reuse common automations across departments.","intents":["I want to share a workflow with my team so they can use it without editing it","I need to control who can edit workflows to prevent accidental changes","I want to see who made changes to a workflow and when","I need to organize workflows by department so teams can find what they need"],"best_for":["Mid-market teams with multiple departments using Embra","Organizations with governance requirements around automation changes","Teams wanting to build a library of reusable workflows"],"limitations":["RBAC granularity may be limited (e.g., view/edit/execute only); fine-grained permissions not supported","Workflow versioning may not support branching; teams working on parallel versions require workarounds","No built-in approval workflow for workflow changes; risky changes could be deployed without review","Shared workflow dependencies not tracked; deleting a shared workflow could break dependent automations"],"requires":["Embra team account with multiple users","User roles configured (admin, editor, viewer, executor)","Workflows created and ready to share"],"input_types":["workflow definitions","access control settings","version history"],"output_types":["shared workflow access","audit logs of changes","workflow versions","collaboration notifications"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":41,"verified":false,"data_access_risk":"high","permissions":["Web browser with modern JavaScript support","Active Embra account with appropriate permissions","Connected integrations (Slack, email, CRM) for workflow actions","Embra account with chatbot feature enabled","Slack workspace integration (for Slack-based chatbot) or web access","Pre-configured workflows that the chatbot can trigger","Embra account with error handling features enabled","Workflows configured with error handling rules","Embra account with form builder enabled","Web page or link to embed/share form"],"failure_modes":["Visual builder abstractions may limit complex logic that requires custom code or advanced algorithms","Workflow execution latency likely increases with conditional branching depth due to sequential evaluation","No direct access to underlying execution logs or debugging tools for troubleshooting failed workflows","Intent classification accuracy depends on training data and LLM quality; ambiguous requests may trigger wrong workflows","Conversational interface adds latency compared to direct form submission (likely 500ms-2s per interaction)","Limited ability to handle complex multi-turn conversations requiring context retention across sessions","No transparent way to debug why the chatbot misinterpreted a user's intent","Retry logic may not be configurable per-step; global retry policies apply uniformly","Exponential backoff parameters (base delay, max retries) may have fixed limits","No built-in circuit breaker pattern; repeated failures to a service don't prevent further attempts","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.72,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.9,"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":"2026-05-24T12:16:30.284Z","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=embra","compare_url":"https://unfragile.ai/compare?artifact=embra"}},"signature":"wb3bHzRsnKd66/34MhEq5lVLjldU89aDjX9V4sXUCti/MZxVP5TXl1dkeEMaKsAsso2CVFZQBYYRzT4sXpvxDw==","signedAt":"2026-06-17T01:33:14.055Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/embra","artifact":"https://unfragile.ai/embra","verify":"https://unfragile.ai/api/v1/verify?slug=embra","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"}}