{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_thunderbit","slug":"thunderbit","name":"Thunderbit","type":"agent","url":"https://thunderbit.com","page_url":"https://unfragile.ai/thunderbit","categories":["app-builders"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_thunderbit__cap_0","uri":"capability://automation.workflow.visual.workflow.builder.for.web.automation","name":"visual workflow builder for web automation","description":"Provides a drag-and-drop interface for constructing multi-step automation workflows without code, using a node-based graph model where users connect triggers (webhooks, schedules, form submissions) to actions (API calls, data transformations, notifications). The builder abstracts HTTP requests, DOM interactions, and conditional branching into visual blocks that compile to executable automation sequences, with real-time preview and validation of workflow logic before deployment.","intents":["I need to automate a repetitive web task but don't know how to code","I want to visually map out a workflow before executing it to catch errors early","I need to connect two web services without writing integration code","I want to test automation logic without deploying to production"],"best_for":["non-technical business users and small teams","freelancers managing multiple client automation tasks","teams prototyping automation workflows before investing in custom development"],"limitations":["No support for complex conditional logic beyond basic if/then branching","Limited ability to handle nested loops or recursive workflows","Visual representation becomes unwieldy for workflows exceeding 20+ steps","No version control or collaborative editing for multi-user teams"],"requires":["Web browser with modern JavaScript support (Chrome, Firefox, Safari, Edge)","Active internet connection for real-time workflow validation","Basic understanding of trigger-action automation patterns"],"input_types":["form submissions","webhook payloads","scheduled triggers","manual workflow invocation"],"output_types":["HTTP requests to third-party APIs","email notifications","webhook callbacks","database records","structured data exports"],"categories":["automation-workflow","no-code-platform"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_thunderbit__cap_1","uri":"capability://automation.workflow.trigger.based.workflow.activation.with.multiple.event.sources","name":"trigger-based workflow activation with multiple event sources","description":"Supports multiple trigger types (webhooks, scheduled intervals, form submissions, API calls) that initiate automation workflows, with each trigger type implementing a distinct activation pattern. Webhook triggers expose unique URLs that accept POST requests; scheduled triggers use cron-like expressions for time-based execution; form triggers capture HTML form submissions; API triggers respond to incoming REST calls. The system queues triggered events and executes associated workflows asynchronously with configurable retry logic.","intents":["I want to run an automation whenever a specific event occurs (form submission, webhook, scheduled time)","I need to trigger workflows from external systems via webhooks","I want to run automations on a schedule (daily, weekly, monthly)","I need to handle multiple trigger types in a single workflow"],"best_for":["teams automating event-driven processes like form submissions and notifications","businesses with recurring tasks that need scheduled execution","integrations requiring webhook-based event handling from third-party services"],"limitations":["No support for complex event filtering or conditional trigger activation","Scheduled triggers limited to basic cron expressions without timezone management","Webhook retry logic is fixed and not customizable per workflow","No dead-letter queue or event replay mechanism for failed triggers"],"requires":["Active Thunderbit account with workflow creation permissions","For webhooks: ability to configure webhook URLs in external systems","For scheduled triggers: understanding of cron syntax or access to cron expression builder"],"input_types":["JSON payloads from webhooks","form field data","scheduled time events","API request parameters"],"output_types":["workflow execution events","execution logs","trigger metadata (timestamp, source, payload)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_thunderbit__cap_2","uri":"capability://tool.use.integration.pre.built.integration.connectors.for.common.web.services","name":"pre-built integration connectors for common web services","description":"Provides pre-configured connectors for a limited set of third-party services (email, Slack, Google Sheets, Zapier, etc.) that abstract away API authentication, request formatting, and response parsing. Each connector exposes service-specific actions (send email, post message, append row) through the visual builder without requiring users to construct raw HTTP requests. Connectors handle OAuth 2.0 flows, API key management, and rate limiting transparently, storing credentials in encrypted vaults.","intents":["I want to send emails or Slack messages from my automation without configuring API details","I need to read from or write to Google Sheets as part of my workflow","I want to use pre-built connectors instead of writing custom API calls","I need to securely store and manage API credentials for third-party services"],"best_for":["small teams using popular SaaS tools (Gmail, Slack, Google Workspace)","non-technical users who want to avoid API configuration","businesses with simple integration needs that don't require custom API calls"],"limitations":["Limited connector library (~50 integrations) compared to Zapier (5,000+) and Make (1,000+)","No support for custom API connectors or generic HTTP request builders","Pre-built connectors expose only a subset of service capabilities, limiting advanced use cases","No connector versioning or deprecation management for API changes"],"requires":["Valid credentials or OAuth 2.0 authorization for each connected service","Active accounts with third-party services (Gmail, Slack, Google, etc.)","Thunderbit account with connector management permissions"],"input_types":["service-specific parameters (email address, message text, spreadsheet ID)","workflow data mapped to connector fields","OAuth 2.0 authorization tokens"],"output_types":["service responses (email sent confirmation, message ID, row ID)","connector execution logs","error messages and retry status"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_thunderbit__cap_3","uri":"capability://data.processing.analysis.data.transformation.and.mapping.between.workflow.steps","name":"data transformation and mapping between workflow steps","description":"Enables users to transform and map data flowing between workflow steps using a visual data mapper that supports field selection, basic transformations (concatenation, case conversion, date formatting), and conditional value assignment. The mapper generates transformation logic that extracts fields from upstream step outputs, applies transformations, and passes results to downstream steps. Supports JSON path expressions for nested data extraction and simple templating for string interpolation.","intents":["I need to extract specific fields from API responses and pass them to the next step","I want to format dates or transform text without writing code","I need to map fields from one service's output to another service's input format","I want to conditionally assign values based on upstream data"],"best_for":["workflows requiring basic data transformation between services","teams mapping fields between systems with different data structures","non-technical users who need simple data manipulation without coding"],"limitations":["No support for complex transformations (aggregations, grouping, joins)","Limited to basic string and date operations; no custom functions or expressions","No support for nested object transformation or array manipulation","Conditional logic limited to simple if/then assignments without complex boolean expressions"],"requires":["Understanding of JSON structure and field paths","Access to upstream step outputs for field mapping","Basic knowledge of data types (string, number, date)"],"input_types":["JSON objects from API responses","form submission data","database records","webhook payloads"],"output_types":["transformed JSON objects","formatted strings","mapped field values","conditional assignments"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_thunderbit__cap_4","uri":"capability://automation.workflow.workflow.execution.monitoring.and.logging","name":"workflow execution monitoring and logging","description":"Tracks workflow execution history with detailed logs showing trigger events, step-by-step execution flow, input/output data at each step, and error messages. Provides a dashboard displaying execution status (success, failure, pending), execution duration, and timestamp information. Logs are retained for a configurable period and searchable by workflow, date range, and execution status. Failed executions are flagged with error details to aid debugging.","intents":["I need to see if my automation ran successfully and what data it processed","I want to debug why a workflow failed and what error occurred","I need to audit execution history for compliance or troubleshooting","I want to monitor workflow performance and identify slow steps"],"best_for":["teams needing visibility into automation execution for troubleshooting","businesses requiring audit trails for compliance","users debugging workflow failures without technical support access"],"limitations":["Log retention limited to recent executions (typically 30-90 days); no long-term archival","No real-time alerting for failed executions; users must manually check dashboard","Limited log filtering and search capabilities compared to enterprise logging platforms","No integration with external logging systems (Datadog, Splunk, CloudWatch)"],"requires":["Active Thunderbit account with workflow execution permissions","Access to workflow execution dashboard","Basic understanding of workflow structure to interpret logs"],"input_types":["workflow execution events","step-level input/output data","error messages and stack traces"],"output_types":["execution logs","status dashboards","error reports","performance metrics"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_thunderbit__cap_5","uri":"capability://automation.workflow.form.to.workflow.integration.with.automatic.field.capture","name":"form-to-workflow integration with automatic field capture","description":"Allows users to create web forms that automatically trigger workflows when submitted, with form fields automatically mapped to workflow variables. The system generates embeddable form HTML or provides a hosted form URL that captures user input and passes field values to the triggered workflow. Form submissions are validated client-side and server-side before workflow execution, with error messages returned to the user.","intents":["I want to create a form that triggers an automation when users submit it","I need to capture user input from a form and pass it to my workflow","I want to embed a form on my website that triggers backend automations","I need to validate form input before passing it to my workflow"],"best_for":["small businesses collecting customer data and triggering automations","teams using forms to initiate workflows without technical integration","websites needing simple form-to-automation pipelines"],"limitations":["Limited form field types (text, email, select, checkbox) compared to advanced form builders","No conditional field visibility or dynamic form generation based on user input","Form styling and customization options are limited; difficult to match brand design","No multi-step form support or form progress indicators"],"requires":["Active Thunderbit account with form creation permissions","Website or application where form can be embedded or linked","Basic understanding of form field mapping to workflow variables"],"input_types":["form field values (text, email, select, checkbox)","file uploads (if supported)","user metadata (IP address, timestamp)"],"output_types":["workflow trigger events","form submission confirmation","validation error messages","submission receipts"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_thunderbit__cap_6","uri":"capability://automation.workflow.error.handling.and.workflow.retry.logic","name":"error handling and workflow retry logic","description":"Implements automatic retry mechanisms for failed workflow steps with configurable retry counts and exponential backoff delays. When a step fails (API error, timeout, validation failure), the system automatically retries the step after a delay, with each retry increasing the delay interval. Users can configure retry behavior per step or globally for the workflow. Failed steps that exceed retry limits trigger error handlers that can log errors, send notifications, or skip subsequent steps.","intents":["I want my workflow to automatically retry failed steps instead of stopping completely","I need to handle API timeouts and transient errors gracefully","I want to be notified when a workflow fails after all retries are exhausted","I need to skip or branch to alternative steps when a step fails"],"best_for":["workflows integrating with unreliable external APIs","automations requiring resilience to transient network failures","teams needing error notifications without manual intervention"],"limitations":["Retry logic is fixed with exponential backoff; no custom retry strategies","No circuit breaker pattern to prevent cascading failures","Limited error handler options (logging, notification); no custom error handling code","No dead-letter queue for permanently failed workflows; data loss possible"],"requires":["Active Thunderbit account with workflow configuration permissions","Understanding of retry semantics and idempotency requirements","Configuration of retry counts and backoff intervals per step"],"input_types":["step execution results","error messages and status codes","retry configuration parameters"],"output_types":["retry events","error notifications","execution logs with retry history","error handler actions"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_thunderbit__cap_7","uri":"capability://automation.workflow.workflow.scheduling.with.cron.based.time.triggers","name":"workflow scheduling with cron-based time triggers","description":"Enables users to schedule workflows to execute at specific times or intervals using cron expressions or a visual schedule builder. Supports common scheduling patterns (daily, weekly, monthly) with a UI that abstracts cron syntax for non-technical users. Scheduled workflows execute asynchronously at the specified time, with execution logs recorded for audit and debugging. Timezone handling is supported for scheduling across different regions.","intents":["I want to run a workflow every day at a specific time","I need to schedule a workflow to run weekly or monthly","I want to schedule workflows across different timezones","I need to verify that scheduled workflows are executing correctly"],"best_for":["teams with recurring automation tasks (daily reports, weekly syncs)","businesses automating time-based processes without cron server access","non-technical users who need scheduling without understanding cron syntax"],"limitations":["No support for complex scheduling patterns (e.g., 'every 2nd Tuesday of the month')","Timezone support may be limited or require manual configuration","No support for one-time scheduled executions; all schedules are recurring","Execution timing may drift due to system load; no guaranteed execution within specific time windows"],"requires":["Active Thunderbit account with workflow scheduling permissions","Understanding of desired scheduling pattern (daily, weekly, monthly)","Timezone information for accurate scheduling across regions"],"input_types":["cron expressions or visual schedule configuration","timezone information","workflow execution parameters"],"output_types":["scheduled execution events","execution logs with timestamp","schedule confirmation and next execution time"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_thunderbit__cap_8","uri":"capability://automation.workflow.workflow.versioning.and.deployment.management","name":"workflow versioning and deployment management","description":"Tracks workflow versions as users make changes, allowing rollback to previous versions if needed. Each workflow modification creates a new version with timestamp and change metadata. Users can deploy specific versions to production or keep workflows in draft mode for testing. The system maintains a version history accessible through the UI, enabling users to compare versions and understand what changed between iterations.","intents":["I want to test workflow changes without affecting the live automation","I need to rollback to a previous workflow version if something breaks","I want to see what changed between workflow versions","I need to manage multiple workflow versions for different environments"],"best_for":["teams iterating on workflow logic and needing safe testing","businesses requiring rollback capability for production automations","users who want to experiment with workflow changes without risk"],"limitations":["No branching or merging support for parallel workflow development","Version history limited to recent versions; old versions may be pruned","No collaborative version control; single user per workflow","No diff visualization between versions; users must manually compare"],"requires":["Active Thunderbit account with workflow management permissions","Understanding of workflow versioning concepts","Access to version history and rollback features"],"input_types":["workflow modifications","version metadata (timestamp, author)","deployment configuration"],"output_types":["version history","version comparison data","deployment status","rollback confirmations"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_thunderbit__cap_9","uri":"capability://automation.workflow.basic.conditional.branching.within.workflows","name":"basic conditional branching within workflows","description":"Allows workflows to branch execution based on simple conditional logic (if/then/else) evaluated against step outputs or trigger data. Conditions support basic comparisons (equals, contains, greater than) on string and numeric values. When a condition is true, the workflow follows one branch; when false, it follows an alternative branch or continues to the next step. Conditions are configured visually without requiring code.","intents":["I want my workflow to take different actions based on the data it receives","I need to skip steps if certain conditions aren't met","I want to route workflows to different destinations based on input values","I need to validate data before processing it further"],"best_for":["workflows requiring simple decision logic based on data values","teams automating conditional processes without coding","non-technical users who need basic branching without complex logic"],"limitations":["No support for complex boolean expressions (AND, OR, NOT combinations)","No support for nested conditions or multi-level branching","Limited comparison operators; no regex matching or custom expressions","Conditions cannot reference multiple fields or perform calculations"],"requires":["Active Thunderbit account with workflow configuration permissions","Understanding of conditional logic and comparison operators","Access to step outputs for condition evaluation"],"input_types":["step output values","trigger data","workflow variables"],"output_types":["branched execution paths","conditional execution logs","branch selection metadata"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"high","permissions":["Web browser with modern JavaScript support (Chrome, Firefox, Safari, Edge)","Active internet connection for real-time workflow validation","Basic understanding of trigger-action automation patterns","Active Thunderbit account with workflow creation permissions","For webhooks: ability to configure webhook URLs in external systems","For scheduled triggers: understanding of cron syntax or access to cron expression builder","Valid credentials or OAuth 2.0 authorization for each connected service","Active accounts with third-party services (Gmail, Slack, Google, etc.)","Thunderbit account with connector management permissions","Understanding of JSON structure and field paths"],"failure_modes":["No support for complex conditional logic beyond basic if/then branching","Limited ability to handle nested loops or recursive workflows","Visual representation becomes unwieldy for workflows exceeding 20+ steps","No version control or collaborative editing for multi-user teams","No support for complex event filtering or conditional trigger activation","Scheduled triggers limited to basic cron expressions without timezone management","Webhook retry logic is fixed and not customizable per workflow","No dead-letter queue or event replay mechanism for failed triggers","Limited connector library (~50 integrations) compared to Zapier (5,000+) and Make (1,000+)","No support for custom API connectors or generic HTTP request builders","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.72,"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":"2026-05-24T12:16:33.648Z","last_scraped_at":"2026-04-05T13:23:42.559Z","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=thunderbit","compare_url":"https://unfragile.ai/compare?artifact=thunderbit"}},"signature":"JiAKsUA1KK7BJbRvFBtKh2R2NJ1zHZEggXfbKmZirDKqEUGm/7lHH5xm+HCW3ckw3Y3zLP4Op7G2DEgOfLjjAQ==","signedAt":"2026-06-20T14:36:18.313Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/thunderbit","artifact":"https://unfragile.ai/thunderbit","verify":"https://unfragile.ai/api/v1/verify?slug=thunderbit","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"}}