{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"retool-ai","slug":"retool-ai","name":"Retool AI","type":"product","url":"https://retool.com/products/ai","page_url":"https://unfragile.ai/retool-ai","categories":["app-builders","rag-knowledge"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"retool-ai__cap_0","uri":"capability://code.generation.editing.schema.aware.full.stack.app.generation.from.natural.language","name":"schema-aware full-stack app generation from natural language","description":"Generates complete web/mobile applications by injecting live database schema and permission context into LLM prompts, producing scaffolded apps that respect actual data structure, roles, and access controls without manual template selection. The system introspects connected data sources (Postgres, Databricks, Salesforce) at generation time to ground the LLM output in real schema rather than generic templates, enabling role-based access control and data-level permissions to be enforced from deployment.","intents":["I need to build an internal tool quickly without writing boilerplate code","I want an app that automatically respects my database schema and existing permission model","I need to generate a customer-facing portal or admin dashboard from a natural language description","I want to create multiple variations of an app without rebuilding from scratch each time"],"best_for":["operations and sales teams building internal tools without engineering resources","non-technical founders prototyping internal dashboards and workflows","engineering teams accelerating admin UI and internal tool development","enterprises requiring audit trails and inherited security policies at generation time"],"limitations":["Generated apps are locked into Retool's proprietary visual format with no documented export to standard code","Context window and schema complexity limits unknown — unclear how large databases or deeply nested permission matrices are handled","LLM provider and model version not disclosed, making reproducibility and version control uncertain","Free tier limited to 5 users and 100 AI prompting credits per user per month, forcing upgrade for team collaboration","No documented rollback or version control for generated apps in Free/Team tiers (Enterprise only)"],"requires":["Live connection to at least one data source (Postgres, Databricks, Salesforce, or generic API)","Retool account (Free tier available)","Natural language description of desired app functionality","User permissions/roles defined in source system or Retool RBAC"],"input_types":["natural language prompt describing app requirements","database schema (introspected from live connection)","user roles and permission definitions","optional: file uploads for RAG context"],"output_types":["generated web application (HTML/JavaScript, deployed in Retool runtime)","generated mobile application (iOS/Android compatible, mechanism unknown)","app configuration with inherited security policies","audit logs of generation and modifications"],"categories":["code-generation-editing","low-code-platform"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_1","uri":"capability://code.generation.editing.context.aware.visual.component.editing.with.ai.assistance","name":"context-aware visual component editing with ai assistance","description":"Enables users to click on generated app components and @mention data sources or resources to trigger AI-assisted edits that understand full app context, not just isolated component state. Rather than chat-based editing, the system provides the LLM with the complete app structure, current component configuration, and available data sources, allowing edits that maintain consistency across the application and respect existing bindings and permissions.","intents":["I want to modify a generated app component without breaking its data bindings","I need to add a new field to a form while maintaining validation and permissions","I want to reference another data source in a component without manually configuring the connection","I need to refactor a workflow step and have the AI update dependent components automatically"],"best_for":["non-technical users who need to customize generated apps without understanding data binding architecture","rapid prototyping teams iterating on app functionality with minimal manual configuration","teams building complex multi-source apps where manual binding management is error-prone"],"limitations":["Context-aware editing mechanism not fully documented — unclear how much app state is sent to LLM per edit request","No documented safeguards against AI-generated edits that break data bindings or introduce permission violations","Latency of context-aware edits unknown — may introduce delays for large, complex applications","Editing is visual-first; programmatic or bulk edits not mentioned"],"requires":["Generated or existing Retool app with components and data sources configured","Visual component to edit (form field, table, query, etc.)","Reference to available data sources via @mention syntax"],"input_types":["user click on component","natural language edit request","@mention of data source or resource","full app context (automatically provided)"],"output_types":["modified component configuration","updated data bindings","validation rules and permission checks","audit log of edit"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_10","uri":"capability://data.processing.analysis.form.and.data.collection.with.validation.and.submission.workflows","name":"form and data collection with validation and submission workflows","description":"Enables creation of standalone forms and data collection interfaces with built-in validation, conditional fields, and submission workflows. Forms can be embedded, shared via link, or deployed as standalone apps. Submissions trigger workflows, send notifications, or update databases. Supports file uploads, multi-step forms, and progress tracking.","intents":["I want to create a form to collect customer feedback or support requests","I need to build a multi-step form with conditional fields based on user input","I want to validate form input before submission and show error messages","I need to trigger a workflow or notification when a form is submitted"],"best_for":["teams collecting customer feedback or support requests","organizations building intake forms and applications","rapid prototyping teams validating user input","teams automating form submission workflows"],"limitations":["Validation rules and error messaging not fully documented","File upload size limits and supported formats not documented","Multi-step form state management and progress tracking not detailed","Conditional field logic capabilities not documented","Form submission workflow integration not detailed","No documented support for draft saving or form recovery"],"requires":["Retool account (Free tier available)","Form definition (visual builder)","Optional: submission workflow or notification configuration"],"input_types":["form field definitions (text, email, file, select, etc.)","validation rules","conditional logic for field visibility","submission workflow configuration"],"output_types":["form submission data","validation errors","workflow execution result","notification (email, webhook, etc.)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_11","uri":"capability://data.processing.analysis.interactive.dashboard.and.visualization.creation.from.queries","name":"interactive dashboard and visualization creation from queries","description":"Generates interactive dashboards and visualizations from database queries and API responses, with support for charts, tables, maps, and custom components. Dashboards update in real-time as underlying data changes and support drill-down, filtering, and export. Visualizations are automatically generated from query results or manually configured.","intents":["I want to create a dashboard that visualizes my business metrics in real-time","I need to build an interactive report that users can filter and drill into","I want to export dashboard data to CSV or PDF for sharing","I need to create a map visualization of geographic data"],"best_for":["data analysts building business intelligence dashboards","operations teams monitoring KPIs and metrics","executives viewing real-time business data","teams building customer-facing analytics"],"limitations":["Visualization types and customization options not fully documented","Real-time update mechanism and latency not documented","Drill-down and filtering capabilities not detailed","Export formats and options not documented","Performance at scale (large datasets) not documented","No documented support for custom visualization plugins or D3.js integration"],"requires":["Retool account (Free tier available)","Query or API connection returning data","Visualization configuration (automatic or manual)"],"input_types":["query result set or API response","visualization type selection (chart, table, map, etc.)","filtering and drill-down configuration"],"output_types":["interactive visualization","filtered data view","exported data (CSV, PDF, etc.)"],"categories":["data-processing-analysis","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_12","uri":"capability://tool.use.integration.api.connector.with.request.response.transformation","name":"api connector with request/response transformation","description":"Enables integration with external APIs through a visual connector interface with support for authentication (API keys, OAuth, basic auth), request/response transformation, error handling, and retry logic. Supports REST, GraphQL, and webhook endpoints. API responses are automatically parsed and can be bound to app components or passed to workflows.","intents":["I want to call an external API from my app without writing code","I need to transform API responses before displaying them in my app","I want to handle API errors and retry failed requests automatically","I need to authenticate with multiple API providers (OAuth, API keys, etc.)"],"best_for":["teams integrating with third-party APIs without backend code","rapid prototyping teams connecting to external services","organizations building multi-source applications","teams avoiding custom API integration code"],"limitations":["Supported authentication methods not fully documented (OAuth flow details unclear)","Request/response transformation capabilities not detailed","Error handling and retry logic not documented","Rate limiting and throttling support not documented","GraphQL support mentioned but not detailed","No documented support for custom headers, request signing, or mutual TLS"],"requires":["Retool account (Free tier available)","External API endpoint URL","API authentication credentials (API key, OAuth token, etc.)"],"input_types":["API endpoint URL","HTTP method (GET, POST, PUT, DELETE, etc.)","request headers and body","authentication credentials","transformation logic (optional)"],"output_types":["API response (JSON, XML, etc.)","transformed response data","error message and status code"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_13","uri":"capability://automation.workflow.self.hosted.deployment.with.on.premises.data.residency","name":"self-hosted deployment with on-premises data residency","description":"Enables deployment of Retool on-premises or in private cloud environments, maintaining data residency and avoiding cloud data transfer. Self-hosted instances run the full Retool platform (app builder, workflows, agents) with the same features as cloud-hosted deployments. Requires custom annual plan and infrastructure management.","intents":["I need to keep all data on-premises for compliance or security reasons","I want to deploy Retool in our private cloud or data center","I need to avoid sending data to Retool's cloud infrastructure","I want to maintain full control over the Retool deployment"],"best_for":["enterprises with strict data residency requirements (HIPAA, GDPR, etc.)","organizations with on-premises infrastructure","regulated industries requiring data sovereignty","teams with custom deployment and infrastructure requirements"],"limitations":["Self-hosted deployment requires custom annual plan (cost not disclosed)","Infrastructure requirements not documented (CPU, memory, storage, etc.)","Deployment and maintenance procedures not documented","Upgrade and patch management not documented","Support model for self-hosted deployments not documented","Licensing model and restrictions not documented"],"requires":["Custom annual plan (cost unknown)","On-premises or private cloud infrastructure","Docker or Kubernetes (assumed, not documented)","Database for Retool metadata (PostgreSQL assumed, not documented)"],"input_types":["deployment configuration (infrastructure, database, etc.)","license key"],"output_types":["self-hosted Retool instance","app builder and runtime","audit logs and monitoring"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_14","uri":"capability://automation.workflow.source.control.and.app.versioning.with.release.management","name":"source control and app versioning with release management","description":"Provides version control for Retool apps with branching, commit history, and release management. Available in Enterprise tier only. Enables teams to collaborate on app development, track changes, and manage releases across environments (staging, production). Integrates with Git or Retool's native version control.","intents":["I want to track changes to my apps and revert to previous versions if needed","I need to collaborate with teammates on app development without conflicts","I want to manage releases across staging and production environments","I need to audit who changed what in my apps and when"],"best_for":["teams collaborating on app development","enterprises requiring change management and audit trails","organizations with staging/production environment separation","teams managing multiple app versions"],"limitations":["Source control only available in Enterprise tier (custom pricing)","Integration with Git not fully documented","Branching and merge conflict resolution not documented","Release management workflow not documented","Environment promotion and deployment not documented","No documented support for CI/CD pipeline integration"],"requires":["Enterprise tier (custom pricing)","Git repository (optional, if using Git integration)"],"input_types":["app changes (visual edits, code modifications)","commit message","branch selection"],"output_types":["commit history","version tags","release notes","audit log"],"categories":["automation-workflow","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_15","uri":"capability://tool.use.integration.platform.apis.and.webhook.triggers.for.external.automation","name":"platform apis and webhook triggers for external automation","description":"Exposes Retool apps and workflows via REST APIs and webhook endpoints, enabling external systems to trigger workflows, query apps, and integrate with Retool programmatically. Available in Enterprise tier only. Supports authentication, request validation, and response formatting.","intents":["I want to trigger a Retool workflow from an external system","I need to expose my Retool app data via an API for third-party integration","I want to receive webhooks from external services and trigger Retool workflows","I need to integrate Retool with my existing automation infrastructure"],"best_for":["enterprises integrating Retool with existing automation infrastructure","teams building multi-system workflows","organizations exposing Retool functionality to external partners","teams automating cross-platform processes"],"limitations":["Platform APIs only available in Enterprise tier (custom pricing)","API documentation not provided in product description","Authentication and authorization for APIs not documented","Rate limiting and quota management not documented","Webhook retry logic and failure handling not documented","No documented support for API versioning or deprecation"],"requires":["Enterprise tier (custom pricing)","API key or authentication token","External system capable of making HTTP requests"],"input_types":["API request (HTTP method, headers, body)","webhook payload from external system"],"output_types":["API response (JSON, XML, etc.)","workflow execution result","webhook acknowledgment"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_2","uri":"capability://automation.workflow.multi.step.workflow.orchestration.with.conditional.logic.and.monitoring","name":"multi-step workflow orchestration with conditional logic and monitoring","description":"Chains AI actions, data transformations, and business logic into executable workflows with built-in conditional branching, exception handling, and full audit trails. Workflows execute on Retool's cloud or self-hosted runtime, with each step logged and monitored, enabling teams to automate complex processes that span multiple data sources and business systems without writing code. Supports scheduled execution, event-triggered execution, and manual triggering with role-based access control.","intents":["I need to automate a multi-step process that pulls data from multiple sources and transforms it","I want to create a scheduled report that aggregates data and sends it to stakeholders","I need to build an approval workflow that routes tasks based on conditions","I want to log every step of an automation for compliance and debugging purposes"],"best_for":["operations teams automating repetitive business processes","compliance-focused enterprises requiring full audit trails of automated actions","data teams building ETL pipelines without writing SQL or Python","support teams automating ticket routing and escalation"],"limitations":["Free tier limited to 500 workflow runs per month; Team tier to 5,000 per month (requires upgrade for higher volume)","Conditional logic and exception handling mechanisms not documented — unclear what branching patterns are supported","Latency per workflow step unknown; abstractions may add overhead for latency-sensitive processes","No documented support for distributed transactions or rollback across multiple data sources","Workflow state persistence and recovery mechanisms not documented"],"requires":["Retool account (Free tier available with 500 runs/month limit)","At least one data source or API connection configured","Workflow definition (visual builder or code, mechanism unclear)"],"input_types":["trigger event (schedule, webhook, manual, API call)","workflow steps (queries, transformations, AI actions, API calls)","conditional logic (if/then/else, switch statements, implied)","input parameters from trigger or previous steps"],"output_types":["workflow execution result (success/failure status)","transformed data (passed to next step or returned to caller)","audit log with timestamp, user, and step details","error logs and exception details"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_3","uri":"capability://planning.reasoning.autonomous.agent.execution.with.multi.system.access.and.guardrails","name":"autonomous agent execution with multi-system access and guardrails","description":"Deploys custom agents that reason over live data sources and execute tasks autonomously across multiple business systems (CRM, support platforms, databases) with configurable guardrails and permission enforcement. Agents can access multiple data sources, make decisions based on context, and take actions (create records, send messages, generate reports) while respecting user permissions and audit logging. Supports natural language task descriptions and context-aware adaptation based on data state.","intents":["I want to automate customer support ticket resolution by having an agent analyze tickets and suggest or execute actions","I need an agent to generate reports by querying multiple data sources and formatting results","I want to automate content generation or data analysis without manual intervention","I need an agent to discover and surface relevant information from my data ecosystem using natural language"],"best_for":["support and operations teams automating routine task execution","data teams building natural language interfaces to business systems","enterprises automating multi-step processes that require reasoning and context","organizations needing autonomous agents with strong audit and permission controls"],"limitations":["Free tier limited to 20 agent hours per month; Team tier hours unknown (requires upgrade for continuous agents)","Agent reasoning and decision-making mechanisms not documented — unclear how agents choose actions or handle ambiguity","Guardrail implementation details unknown — unclear what prevents agents from taking unauthorized actions","Agent pricing model unclear ('pricing by model differs by capability level' — specific rates not disclosed)","No documented support for multi-turn reasoning or long-running agents with state persistence","Context window and reasoning depth limits unknown"],"requires":["Retool account (Free tier available with 20 agent hours/month limit)","Connections to at least one data source or business system","Natural language task description or agent configuration","User roles and permissions defined for guardrail enforcement"],"input_types":["natural language task description","context data from multiple sources (automatically retrieved)","user permissions and guardrail configuration","trigger event (scheduled, event-based, or manual)"],"output_types":["agent execution result (task completed, failed, or escalated)","structured output (report, record creation, message, etc.)","reasoning trace and decision log","audit log with all actions taken"],"categories":["planning-reasoning","automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_4","uri":"capability://memory.knowledge.one.click.rag.integration.for.document.grounded.ai","name":"one-click rag integration for document-grounded ai","description":"Enables users to add documents or data sources to LLM calls with a single click, automatically handling embedding, storage, and retrieval without manual vector database configuration. The system abstracts away RAG complexity (vector storage, embedding model selection, retrieval strategy) and integrates retrieved context directly into AI-powered app generation, workflows, and agent tasks. Mechanism of vector storage and embedding model selection not documented.","intents":["I want to ground app generation or agent tasks in company-specific documents or knowledge bases","I need to add context from uploaded files to LLM calls without managing a vector database","I want to enable natural language search over internal documents or data","I need to augment agent reasoning with company-specific knowledge"],"best_for":["teams building knowledge-grounded AI applications without ML infrastructure","organizations with document-heavy workflows (support, legal, compliance)","non-technical users needing to add context to AI-powered apps"],"limitations":["RAG implementation details not documented — unclear which vector database, embedding model, or retrieval strategy is used","No documented control over chunking strategy, embedding parameters, or retrieval thresholds","Pricing for RAG storage and retrieval not disclosed","No documented support for real-time document updates or incremental indexing","Context window and retrieval latency unknown","No documented support for hybrid search (semantic + keyword) or filtering"],"requires":["Retool account (Free tier available)","Documents or data sources to index (file upload or data source connection)","AI-powered component (app generation, workflow, or agent) to ground in context"],"input_types":["document files (PDF, text, etc. — supported formats not documented)","data source queries","natural language search queries","LLM prompts to augment with context"],"output_types":["retrieved document chunks","augmented LLM prompts with context","search results ranked by relevance","grounded AI outputs (generated apps, agent decisions, etc.)"],"categories":["memory-knowledge","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_5","uri":"capability://safety.moderation.role.based.access.control.with.data.level.permission.enforcement","name":"role-based access control with data-level permission enforcement","description":"Enforces user roles and permissions at both the app and data level, inherited from source systems (Postgres row-level security, Salesforce profiles, etc.) or defined in Retool. Generated apps automatically respect existing permission models, and workflows/agents enforce permissions before executing actions. Supports SSO/SAML integration (Enterprise only) and granular permission controls (Business+ tiers).","intents":["I need to ensure users can only see and modify data they have permission to access","I want to inherit permissions from my existing database or CRM without reconfiguring in Retool","I need to enforce role-based access control across generated apps and workflows","I want to audit who accessed or modified what data and when"],"best_for":["enterprises with strict data governance and compliance requirements","organizations with complex permission matrices across multiple systems","teams building customer-facing or multi-tenant applications","regulated industries (healthcare, finance, legal) requiring audit trails"],"limitations":["Free tier has limited permission controls; granular controls require Business+ tier ($500+/month per builder)","SSO/SAML integration only available in Enterprise tier (custom pricing)","Permission inheritance from source systems not fully documented — unclear how complex permission matrices are handled","No documented support for attribute-based access control (ABAC) or dynamic permission evaluation","Audit logging available but retention policy and query capabilities not documented","Data-level permission enforcement mechanism not detailed — unclear how row-level security is enforced across all data sources"],"requires":["Retool account (Free tier available with basic controls; Business+ for granular controls)","User roles and permissions defined in Retool or source system","SSO provider (Enterprise only) or manual user management"],"input_types":["user identity (from SSO or manual entry)","user roles and permission definitions","data source permissions (inherited from source or defined in Retool)","action requests (read, write, delete, etc.)"],"output_types":["permission check result (allowed/denied)","filtered data (only rows user has permission to access)","audit log entry with user, action, timestamp, and result"],"categories":["safety-moderation","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_6","uri":"capability://automation.workflow.embedded.app.deployment.with.authentication.and.branding","name":"embedded app deployment with authentication and branding","description":"Enables embedding Retool apps into external software or websites with authenticated user access and custom branding. Embedded apps inherit Retool's permission model and can be deployed as customer-facing portals or internal tools within third-party applications. Supports user authentication, role-based access, and custom domain configuration.","intents":["I want to embed a Retool app into our customer portal or SaaS product","I need to provide customers with a branded interface to their data without building a custom app","I want to deploy internal tools within our existing software stack","I need to manage embedded app users and permissions separately from internal users"],"best_for":["SaaS companies embedding customer-facing dashboards or tools","enterprises deploying internal tools across multiple applications","teams building white-label solutions on top of Retool","organizations with external user management requirements"],"limitations":["Embedded apps require Business+ tier ($500+/month per builder); not available in Free/Team tiers","Custom branding and domain configuration not fully documented","Authentication mechanism for embedded apps not detailed — unclear how SSO or custom auth is handled","Pricing for external users unclear ('per-use-case pricing available' — specific rates not disclosed)","Embedding API and integration points not documented","No documented support for multi-tenant embedding or dynamic app configuration per user"],"requires":["Retool Business+ tier or higher ($500+/month per builder)","External website or application to embed into","User authentication mechanism (SSO, API key, or custom)","Custom domain (optional, for branding)"],"input_types":["Retool app to embed","embedding configuration (domain, authentication, branding)","external user identity and permissions","custom CSS or branding assets"],"output_types":["embedded app iframe or component","authenticated user session","audit logs of embedded app usage"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_7","uri":"capability://automation.workflow.customer.facing.portal.creation.with.user.management","name":"customer-facing portal creation with user management","description":"Enables creation of branded, customer-facing portals with built-in user management, authentication, and role-based access control. Portals are separate from internal apps and support external user provisioning, self-service signup (mechanism not documented), and custom branding. External users are billed separately from internal users at a per-user rate.","intents":["I want to create a customer portal where clients can view their data and submit requests","I need to provide self-service access to customers without managing accounts manually","I want to build a branded portal that matches our company identity","I need to manage external user access separately from internal team access"],"best_for":["SaaS companies providing customer self-service portals","service providers offering client dashboards","enterprises with external stakeholder access requirements","teams building customer-facing data applications"],"limitations":["Portal creation requires Business+ tier ($500+/month per builder); not available in Free/Team tiers","External user pricing tiered but not fully transparent (0-50 free, 51-250 $8/user/month, 251-500 $6/user/month, 500+ $4/user/month)","Self-service signup mechanism not documented","Custom branding and domain configuration not detailed","User provisioning and deprovisioning workflows not documented","No documented support for SCIM or bulk user import"],"requires":["Retool Business+ tier or higher ($500+/month per builder)","Portal app created in Retool","Custom domain (optional, for branding)","User authentication mechanism (SSO, email signup, or custom)"],"input_types":["portal app configuration","external user list or signup form","branding assets (logo, colors, domain)","permission rules for external users"],"output_types":["branded portal URL","external user accounts with authentication","audit logs of portal usage","usage reports for billing"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_8","uri":"capability://code.generation.editing.reusable.component.modules.with.version.control","name":"reusable component modules with version control","description":"Enables creation of reusable component groups (modules) that can be shared across apps and versioned. Free/Team tiers limited to 5 modules; Business/Enterprise tiers support unlimited modules. Modules reduce duplication and enable consistent UI/UX across applications. Version control available in Enterprise tier only.","intents":["I want to create a reusable form component that I can use across multiple apps","I need to maintain consistent UI components across my application suite","I want to update a component once and have changes reflected in all apps that use it","I need to version and rollback component changes"],"best_for":["teams building multiple apps with shared UI patterns","organizations standardizing on design systems","enterprises requiring component governance and versioning"],"limitations":["Free/Team tiers limited to 5 modules (requires Business+ for unlimited)","Version control only available in Enterprise tier (custom pricing)","Module dependency management not documented","No documented support for module marketplace or sharing across workspaces","Module performance impact (latency, bundle size) not documented","No documented support for conditional module loading or dynamic imports"],"requires":["Retool account (Free tier available with 5 module limit)","Business+ tier for unlimited modules ($500+/month per builder)","Enterprise tier for version control (custom pricing)"],"input_types":["component configuration (form fields, queries, event handlers)","module metadata (name, description, version)","component inputs and outputs"],"output_types":["reusable module","module version history (Enterprise only)","module usage tracking"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__cap_9","uri":"capability://data.processing.analysis.multi.database.query.builder.with.sql.and.visual.interfaces","name":"multi-database query builder with sql and visual interfaces","description":"Provides both SQL and visual query builders for constructing database queries across multiple data sources (Postgres, Databricks, Salesforce, etc.) without writing raw SQL. Queries are bound to app components and automatically re-execute when inputs change. Supports parameterized queries, caching, and query result transformation.","intents":["I want to query my database without writing SQL","I need to build a query that pulls data from multiple sources and combines them","I want to parameterize queries based on user input or component state","I need to cache query results to reduce database load"],"best_for":["non-technical users building data-driven apps","teams avoiding SQL expertise requirements","rapid prototyping teams iterating on data queries","organizations with multiple data sources requiring unified query interface"],"limitations":["Visual query builder capabilities not documented — unclear what query patterns are supported","Complex join and aggregation support not detailed","Query optimization and execution plan visibility not documented","Caching strategy and TTL configuration not documented","No documented support for stored procedures or custom functions","Query result transformation capabilities not detailed"],"requires":["Retool account (Free tier available)","Connection to at least one data source (Postgres, Databricks, Salesforce, etc.)","Query definition (SQL or visual builder)"],"input_types":["SQL query or visual query definition","query parameters (from user input, component state, or previous queries)","data source selection"],"output_types":["query result set (rows and columns)","query execution metadata (duration, row count, etc.)","transformed data (if transformation applied)"],"categories":["data-processing-analysis","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"retool-ai__headline","uri":"capability://tool.use.integration.low.code.platform.for.building.ai.powered.internal.tools","name":"low-code platform for building ai-powered internal tools","description":"Retool AI is a low-code platform that enables teams to quickly build AI-powered internal applications with database connections and API integrations, streamlining the development process without extensive coding knowledge.","intents":["best low-code platform for internal tools","low-code solution for AI applications","how to build AI apps without coding","top tools for rapid internal app development","AI-powered app builder for teams"],"best_for":["teams needing quick app development","users with limited coding experience"],"limitations":["may struggle with highly complex applications"],"requires":["basic understanding of data sources and APIs"],"input_types":["databases","APIs"],"output_types":["interactive applications","dashboards","automated workflows"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":55,"verified":false,"data_access_risk":"high","permissions":["Live connection to at least one data source (Postgres, Databricks, Salesforce, or generic API)","Retool account (Free tier available)","Natural language description of desired app functionality","User permissions/roles defined in source system or Retool RBAC","Generated or existing Retool app with components and data sources configured","Visual component to edit (form field, table, query, etc.)","Reference to available data sources via @mention syntax","Form definition (visual builder)","Optional: submission workflow or notification configuration","Query or API connection returning data"],"failure_modes":["Generated apps are locked into Retool's proprietary visual format with no documented export to standard code","Context window and schema complexity limits unknown — unclear how large databases or deeply nested permission matrices are handled","LLM provider and model version not disclosed, making reproducibility and version control uncertain","Free tier limited to 5 users and 100 AI prompting credits per user per month, forcing upgrade for team collaboration","No documented rollback or version control for generated apps in Free/Team tiers (Enterprise only)","Context-aware editing mechanism not fully documented — unclear how much app state is sent to LLM per edit request","No documented safeguards against AI-generated edits that break data bindings or introduce permission violations","Latency of context-aware edits unknown — may introduce delays for large, complex applications","Editing is visual-first; programmatic or bulk edits not mentioned","Validation rules and error messaging not fully documented","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.7,"quality":0.9,"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":"2026-05-24T12:16:25.061Z","last_scraped_at":null,"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=retool-ai","compare_url":"https://unfragile.ai/compare?artifact=retool-ai"}},"signature":"/qooRo4womAZcgGTwG0s2UBh10evuMPyhi3AGdcnyjT4h2Mw30t2MsqSnWHHvpSRdkDUmKvO+o0cUbPquGm+Bg==","signedAt":"2026-06-22T05:26:53.696Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/retool-ai","artifact":"https://unfragile.ai/retool-ai","verify":"https://unfragile.ai/api/v1/verify?slug=retool-ai","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"}}