{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"bubble-ai","slug":"bubble-ai","name":"Bubble AI","type":"platform","url":"https://bubble.io/ai","page_url":"https://unfragile.ai/bubble-ai","categories":["app-builders"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"bubble-ai__cap_0","uri":"capability://data.processing.analysis.natural.language.to.database.schema.generation","name":"natural-language-to-database-schema generation","description":"Converts natural language application descriptions into executable database schemas by parsing user intent through an LLM pipeline, inferring entity relationships, cardinality, and data types without manual schema definition. The system likely uses prompt engineering to constrain schema generation to Bubble's supported data model, then validates and materializes schemas in Bubble's backend database layer.","intents":["I want to describe my app idea in plain English and have the database structure automatically created","I need to generate a data model without writing SQL or understanding database design","I want to iterate on my data structure by refining my natural language description"],"best_for":["non-technical founders building CRUD-heavy business applications","rapid MVP prototypers who need working data models in minutes","teams validating product ideas before investing in traditional development"],"limitations":["Cannot infer complex relational logic or edge cases not explicitly mentioned in description","Likely limited to standard data types and relationships; specialized types (geospatial, JSON arrays, custom types) unknown","No control over normalization level or performance optimization (indexing, partitioning)","Schema inference quality degrades with ambiguous or incomplete descriptions","Cannot generate schemas for applications requiring non-relational data models or graph structures"],"requires":["Bubble account (free tier availability unknown)","Natural language description of application domain and entities","Understanding of basic data modeling concepts to validate generated schema"],"input_types":["natural language text description"],"output_types":["database schema (Bubble proprietary format)","entity definitions with fields and types"],"categories":["data-processing-analysis","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_1","uri":"capability://automation.workflow.workflow.and.business.logic.generation.from.natural.language","name":"workflow-and-business-logic generation from natural language","description":"Translates natural language descriptions of application workflows (user actions, conditional logic, data transformations, multi-step processes) into executable Bubble workflows without requiring visual workflow builder expertise. The system maps user intent to Bubble's workflow primitives (actions, conditions, loops, API calls) through LLM-guided code generation, then validates and deploys workflows to Bubble's serverless execution layer.","intents":["I want to define complex multi-step business processes (e.g., order processing, approval workflows) by describing them in English","I need to automate conditional logic and data transformations without learning Bubble's workflow syntax","I want to generate API integrations and third-party service calls as part of my workflow"],"best_for":["non-technical product managers defining business logic for applications","founders building automation-heavy applications (e.g., SaaS, marketplaces, CRM)","teams prototyping complex workflows before committing to custom development"],"limitations":["Cannot generate workflows requiring custom algorithms, machine learning inference, or specialized computational logic","Limited to Bubble's built-in action library; third-party integrations require pre-configured connectors","No support for real-time workflows or event-driven architectures beyond Bubble's native capabilities","Workflow complexity is bounded by context window size; very large workflows may fail or generate incomplete logic","Debugging generated workflows requires understanding Bubble's workflow execution model and error handling"],"requires":["Bubble account with workflow builder access","Clear natural language description of workflow steps, conditions, and data transformations","Pre-configured API integrations or third-party connectors for external service calls"],"input_types":["natural language text description of workflow steps"],"output_types":["Bubble workflow definitions (proprietary format)","executable action sequences with conditions and branching logic"],"categories":["automation-workflow","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_10","uri":"capability://code.generation.editing.form.generation.with.validation.and.error.handling","name":"form generation with validation and error handling","description":"Automatically generates data entry forms with built-in validation rules, error messages, and user feedback mechanisms inferred from the database schema and workflow requirements. The system maps schema field types and constraints to appropriate form inputs (text fields, dropdowns, date pickers, etc.), generates validation rules, and creates error handling workflows that provide users with clear feedback on submission failures.","intents":["I want to generate forms with validation without manually configuring validation rules","I need user-friendly error messages and feedback for form submission failures","I want to create data entry forms that enforce database constraints automatically"],"best_for":["non-technical users building data collection applications without validation expertise","rapid prototypers who need working forms with validation quickly","teams building CRUD applications where form generation is a core requirement"],"limitations":["Validation rules are limited to schema constraints; complex business logic validation requires manual workflow configuration","Error messages are auto-generated and may not be user-friendly or localized","Advanced form patterns (multi-step forms, conditional fields, dynamic validation) may require manual configuration","Client-side and server-side validation coordination may have gaps or inconsistencies","Form accessibility (ARIA labels, keyboard navigation, screen reader support) may not be fully implemented"],"requires":["Generated database schema with field types and constraints","Natural language description of form requirements","Understanding of basic form validation concepts"],"input_types":["database schema definitions","natural language form descriptions"],"output_types":["generated form components with input fields","validation rules and error handling workflows","user-friendly error messages"],"categories":["code-generation-editing","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_11","uri":"capability://automation.workflow.user.authentication.and.authorization.generation","name":"user authentication and authorization generation","description":"Automatically generates user authentication systems (signup, login, password reset) and role-based access control (RBAC) workflows based on natural language descriptions of user types and permissions. The system infers authentication requirements from application descriptions, generates secure authentication flows, and creates authorization rules that restrict access to features and data based on user roles.","intents":["I want to add user authentication to my app without implementing login systems manually","I need role-based access control without understanding authorization logic","I want secure password management and password reset workflows automatically configured"],"best_for":["non-technical founders building applications requiring user authentication","teams rapidly prototyping multi-user applications with role-based access","users who lack security expertise but need to implement authentication securely"],"limitations":["Authentication is limited to Bubble's built-in auth methods; custom authentication flows may not be supported","Password security best practices (hashing, salting, rate limiting) may not be fully implemented or configurable","Multi-factor authentication (MFA) support unknown; may require manual configuration","OAuth and social login integration may require manual setup or pre-configured connectors","Authorization rules are limited to role-based access; attribute-based access control (ABAC) may not be supported","Session management and token handling details unknown; security implications unclear"],"requires":["Bubble account with authentication support","Natural language description of user types and permissions","Understanding of basic authentication and authorization concepts"],"input_types":["natural language descriptions of user types and roles","permission requirements for features and data"],"output_types":["authentication workflows (signup, login, password reset)","user role definitions and permissions","authorization rules restricting access to features and data"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_12","uri":"capability://data.processing.analysis.data.export.and.reporting.generation","name":"data export and reporting generation","description":"Automatically generates reports and data export functionality that allows users to export application data in standard formats (CSV, PDF, Excel) and view summarized data through generated dashboards and charts. The system infers reporting requirements from the application schema and workflows, generates report templates, and creates export workflows that transform application data into user-friendly formats.","intents":["I want to generate reports and dashboards without manually creating data visualizations","I need users to export data in standard formats (CSV, Excel, PDF) without custom export logic","I want to create data summaries and analytics views automatically from my application data"],"best_for":["non-technical users building business applications requiring reporting and analytics","teams rapidly prototyping applications with data export requirements","users who lack data visualization expertise but need reporting functionality"],"limitations":["Report templates are auto-generated and may not match custom reporting requirements","Data visualization options are limited to Bubble's built-in chart types; advanced visualizations may not be supported","Complex data aggregations and calculations may require manual workflow configuration","Export performance may degrade with large datasets; no built-in pagination or streaming exports","Scheduled report generation and email delivery unknown; may require manual workflow configuration","Data privacy and compliance considerations (PII redaction, audit logging) may not be automatically handled"],"requires":["Generated database schema with data to report on","Natural language description of reporting requirements","Understanding of basic data aggregation and visualization concepts"],"input_types":["database schema definitions","natural language descriptions of reports and exports"],"output_types":["generated report templates and dashboards","data export workflows (CSV, Excel, PDF)","chart and visualization components"],"categories":["data-processing-analysis","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_13","uri":"capability://automation.workflow.collaborative.application.development.with.shared.editing","name":"collaborative application development with shared editing","description":"Enables multiple users to collaborate on application development through shared editing of generated applications, with real-time synchronization of changes and conflict resolution. The system maintains a shared application state that updates in real-time as team members make modifications through the visual editor or natural language prompts, allowing teams to build applications collaboratively without version control complexity.","intents":["I want my team to collaborate on building an app without managing merge conflicts or version control","I need real-time visibility into changes made by team members","I want to work simultaneously with teammates on different parts of the application"],"best_for":["small teams building applications collaboratively without dedicated DevOps","non-technical teams who lack version control expertise","rapid prototyping teams who need real-time collaboration without overhead"],"limitations":["Conflict resolution strategy unknown; simultaneous edits to the same component may produce unexpected results","No branching or version control; all changes are applied directly to the shared application","Rollback and undo capabilities unknown; accidental changes may be difficult to revert","Concurrent editing limits unknown; performance may degrade with many simultaneous editors","Audit logging and change history unknown; difficult to track who made which changes and when","Permission management may be limited; fine-grained access control unknown"],"requires":["Bubble account with collaboration features enabled","Multiple team members with access to the shared application","Internet connectivity for real-time synchronization"],"input_types":["visual editor changes from multiple users","natural language prompts from multiple users"],"output_types":["shared application state synchronized across all editors","real-time updates visible to all team members"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_2","uri":"capability://code.generation.editing.responsive.ui.component.generation.from.application.description","name":"responsive-ui-component generation from application description","description":"Automatically generates responsive web UI components (pages, forms, tables, navigation, layouts) from natural language descriptions of application screens and user interactions. The system infers component hierarchy, styling, and responsive breakpoints through LLM analysis, then materializes components in Bubble's visual design system with built-in mobile responsiveness and accessibility features.","intents":["I want to generate complete UI layouts for my app without using a design tool or writing HTML/CSS","I need responsive mobile and desktop interfaces automatically created from my application description","I want to create forms, tables, and data display components without manual UI design"],"best_for":["non-technical founders building standard CRUD applications and dashboards","teams prototyping UI layouts before investing in professional design","rapid MVP builders who prioritize speed over custom design aesthetics"],"limitations":["Generated UI likely follows Bubble's default design system; custom branding and advanced styling require manual refinement","Cannot generate highly specialized or domain-specific UI components (e.g., custom data visualizations, 3D interfaces)","Responsive design is automated but may not match professional design standards or accessibility requirements","No support for complex interactive patterns (drag-and-drop, real-time collaboration, advanced animations) without manual coding","UI generation quality depends on description clarity; ambiguous descriptions may produce unusable layouts"],"requires":["Bubble account with visual design builder access","Natural language description of desired UI screens, layouts, and user interactions","Basic understanding of web UI patterns and terminology"],"input_types":["natural language text description of UI screens and layouts"],"output_types":["Bubble UI components (proprietary visual format)","responsive page layouts with built-in mobile breakpoints","form definitions with validation and data binding"],"categories":["code-generation-editing","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_3","uri":"capability://automation.workflow.full.stack.application.scaffolding.from.single.natural.language.prompt","name":"full-stack application scaffolding from single natural language prompt","description":"Orchestrates end-to-end application generation by coordinating database schema creation, workflow generation, and UI component generation from a single natural language application description. The system decomposes user intent into sub-tasks (data modeling, business logic, interface design), executes each through specialized LLM pipelines, then integrates outputs into a cohesive, deployable application with pre-configured data bindings and workflow triggers.","intents":["I want to generate a complete, working web application from a single natural language description without touching code","I need to build a full-stack app (database, backend logic, frontend UI) in minutes instead of weeks","I want to validate a business idea with a working prototype before investing in traditional development"],"best_for":["non-technical founders and entrepreneurs validating product ideas","small teams building internal tools and business applications","rapid prototypers and MVP builders prioritizing speed over customization"],"limitations":["Application complexity is bounded by LLM context window; very large or complex applications may fail or generate incomplete implementations","Generated applications are locked into Bubble's proprietary format with no export to standard web frameworks","Cannot generate applications requiring custom algorithms, machine learning, or specialized computational logic","Quality and completeness of generated applications depends heavily on description clarity and specificity","Generated applications may require significant manual refinement for production use (performance optimization, security hardening, advanced features)","Vendor lock-in: switching to alternative platforms requires rebuilding the entire application"],"requires":["Bubble account (free tier availability unknown)","Clear, detailed natural language description of application requirements, data model, workflows, and UI","Understanding of basic application architecture concepts to validate generated output"],"input_types":["natural language text description of complete application"],"output_types":["fully functional web application deployed to Bubble infrastructure","integrated database schema, workflows, and UI components","live application URL ready for testing and iteration"],"categories":["automation-workflow","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_4","uri":"capability://automation.workflow.iterative.application.refinement.through.conversational.prompts","name":"iterative application refinement through conversational prompts","description":"Enables users to refine and modify generated applications through follow-up natural language prompts that update specific components (add fields, modify workflows, change UI layouts) without regenerating the entire application. The system maintains context of previously generated components and applies targeted modifications through delta-based LLM generation, preserving existing functionality while implementing requested changes.","intents":["I want to add new features or fields to my generated app by describing them in English","I need to modify workflows or UI layouts without rebuilding the entire application","I want to iterate on my application design through conversational refinement"],"best_for":["non-technical users iterating on application designs through rapid feedback cycles","teams collaborating on application requirements through natural language descriptions","MVP builders validating features and gathering user feedback before committing to larger changes"],"limitations":["Iterative refinement quality depends on context preservation; very long conversation histories may degrade generation quality","Cannot undo or rollback changes; users must manually revert modifications if refinement produces undesired results","Conflicting or ambiguous refinement requests may produce inconsistent or broken applications","No version control or branching; users cannot explore multiple design directions simultaneously","Refinement latency unknown; may require seconds to minutes per iteration depending on application complexity"],"requires":["Existing generated application in Bubble","Natural language description of desired modifications or new features","Ability to validate generated changes and provide feedback"],"input_types":["natural language text describing desired modifications"],"output_types":["updated application components (schema, workflows, UI)","modified live application reflecting requested changes"],"categories":["automation-workflow","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_5","uri":"capability://tool.use.integration.automatic.api.integration.and.third.party.service.binding","name":"automatic api integration and third-party service binding","description":"Automatically configures integrations with external APIs and third-party services (payment processors, email providers, authentication services, data sources) based on natural language descriptions of required integrations. The system infers required API endpoints, authentication methods, and data mappings from user intent, then generates Bubble API connector configurations and workflow actions that bind external services to the generated application.","intents":["I want to integrate payment processing (Stripe, PayPal) into my app without configuring API keys and endpoints manually","I need to connect my app to external data sources or services by describing them in English","I want to add authentication (OAuth, email verification) without understanding API integration details"],"best_for":["non-technical founders building applications requiring third-party integrations","teams rapidly prototyping applications with external service dependencies","users who lack API integration expertise but need to connect external services"],"limitations":["Limited to pre-configured Bubble API connectors; custom or proprietary APIs may not be supported","Cannot generate integrations requiring complex authentication flows or custom OAuth implementations","API credential management and security configuration may require manual setup","Error handling and retry logic for external API calls may be limited or require manual refinement","Rate limiting, quota management, and cost optimization for external services not automatically handled","Integration quality depends on API documentation clarity and Bubble's connector support"],"requires":["Bubble account with API connector access","API keys or credentials for external services (obtained separately)","Natural language description of required integrations","Pre-configured Bubble connectors for target services"],"input_types":["natural language text describing required integrations"],"output_types":["Bubble API connector configurations","workflow actions binding external services to application","data mappings between application and external APIs"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_6","uri":"capability://automation.workflow.deployment.and.hosting.on.bubble.infrastructure","name":"deployment and hosting on bubble infrastructure","description":"Automatically deploys generated applications to Bubble's managed cloud infrastructure, handling server provisioning, database hosting, SSL/TLS configuration, and application scaling without user intervention. Generated applications are immediately accessible via live URLs and can handle concurrent users with automatic scaling, eliminating the need for separate hosting setup or DevOps configuration.","intents":["I want my generated app to be live and accessible immediately without setting up hosting or servers","I need my application to scale automatically as user load increases","I want to avoid managing infrastructure, databases, and deployment pipelines"],"best_for":["non-technical founders who lack DevOps or infrastructure expertise","rapid prototypers and MVP builders prioritizing speed to market","teams building applications without dedicated infrastructure engineering resources"],"limitations":["Applications are locked into Bubble's infrastructure; no self-hosting or alternative deployment options","Scaling characteristics and performance limits unknown; may not support high-traffic applications","Data residency and compliance options unknown; may not meet regulatory requirements (GDPR, HIPAA, etc.)","Pricing for hosting and scaling unknown; costs may increase significantly with user load","No control over infrastructure configuration, database optimization, or performance tuning","Vendor lock-in: migrating to alternative hosting requires rebuilding the entire application"],"requires":["Bubble account with deployment access","Generated application ready for deployment","Internet connectivity to access deployed application"],"input_types":["generated application components (schema, workflows, UI)"],"output_types":["live application URL","deployed application accessible to end users","application metrics and monitoring (unknown details)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_7","uri":"capability://code.generation.editing.visual.application.editor.with.ai.assisted.modifications","name":"visual application editor with ai-assisted modifications","description":"Provides a visual no-code editor for manually refining generated applications, with AI-assisted suggestions for component modifications, layout improvements, and workflow optimizations. Users can drag-and-drop components, configure data bindings, and adjust workflows through Bubble's visual interface, while AI provides contextual suggestions for improvements based on application structure and best practices.","intents":["I want to manually fine-tune my generated app's UI and workflows using a visual editor","I need AI suggestions for improving my application's design and functionality","I want to add custom logic or styling that wasn't captured in the initial generation"],"best_for":["users comfortable with visual no-code editors who want to refine AI-generated applications","teams collaborating on application design through visual interfaces","developers and technical users who want to customize generated applications"],"limitations":["Visual editor learning curve may be steep for non-technical users unfamiliar with no-code platforms","AI suggestions are contextual but may not align with user intent or design preferences","Advanced customizations (custom CSS, JavaScript) may require manual code entry or workarounds","Performance implications of visual editor changes unknown; complex modifications may impact application performance","No version control or branching within the visual editor; changes are applied directly to the application"],"requires":["Bubble account with visual editor access","Generated application to refine","Familiarity with no-code visual editors or willingness to learn Bubble's interface"],"input_types":["visual drag-and-drop interactions","component configuration through UI forms","natural language prompts for AI suggestions"],"output_types":["modified application components","updated application reflecting manual changes","AI suggestions for improvements"],"categories":["code-generation-editing","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_8","uri":"capability://data.processing.analysis.data.binding.and.dynamic.content.rendering","name":"data binding and dynamic content rendering","description":"Automatically binds generated UI components to database fields and workflow outputs, enabling dynamic content rendering without manual configuration. The system infers data relationships from the generated schema and workflows, then creates bindings that automatically populate UI components with data and propagate user interactions back to the database and workflows.","intents":["I want my UI forms and tables to automatically display and update data from my database","I need user interactions (form submissions, button clicks) to automatically trigger workflows and update data","I want dynamic content rendering without manually configuring data bindings"],"best_for":["non-technical users building data-driven applications without understanding data binding concepts","rapid prototypers who need working data flows without manual configuration","teams building CRUD applications where data binding is a core requirement"],"limitations":["Data binding is limited to Bubble's built-in data types and relationships; complex data transformations may require manual workflow configuration","Bidirectional binding may have latency or consistency issues in real-time scenarios","No support for complex data aggregations or computed fields without manual workflow logic","Binding errors or data inconsistencies may be difficult to debug without understanding Bubble's data model","Performance implications of complex data bindings unknown; may degrade with large datasets"],"requires":["Generated database schema with defined fields and relationships","Generated UI components with data binding support","Understanding of basic data binding concepts"],"input_types":["database schema definitions","UI component definitions"],"output_types":["configured data bindings between UI and database","dynamic UI components that render and update data automatically"],"categories":["data-processing-analysis","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__cap_9","uri":"capability://code.generation.editing.responsive.mobile.first.design.generation","name":"responsive mobile-first design generation","description":"Automatically generates mobile-optimized UI layouts with responsive breakpoints for tablets and desktops, using a mobile-first design approach that ensures usability across all device sizes. The system infers appropriate component sizing, spacing, and layout adjustments for each breakpoint from the application description, then materializes responsive designs in Bubble's visual system without requiring manual breakpoint configuration.","intents":["I want my generated app to work perfectly on mobile, tablet, and desktop without manual responsive design work","I need mobile-first layouts that prioritize mobile user experience","I want automatic responsive design without understanding CSS media queries or breakpoints"],"best_for":["non-technical founders building applications for mobile-first audiences","teams prioritizing mobile user experience without dedicated mobile design expertise","rapid prototypers who need working responsive designs without manual breakpoint configuration"],"limitations":["Responsive design is automated but may not match professional design standards or advanced responsive patterns","Custom responsive behavior or complex breakpoint logic requires manual refinement","Mobile performance optimization (image sizing, lazy loading, etc.) may not be automatically handled","Accessibility considerations for mobile devices may not be fully addressed in generated designs","Testing across actual devices required to validate responsive behavior; browser-based testing may miss device-specific issues"],"requires":["Bubble account with responsive design support","Natural language description of desired UI layouts","Testing across multiple devices to validate responsive behavior"],"input_types":["natural language description of UI layouts"],"output_types":["responsive UI layouts with mobile, tablet, and desktop breakpoints","mobile-optimized components and spacing"],"categories":["code-generation-editing","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"bubble-ai__headline","uri":"capability://tool.use.integration.no.code.ai.web.application.builder","name":"no-code ai web application builder","description":"A no-code platform that leverages AI to generate full-stack web applications from natural language descriptions, enabling non-technical users to create complex apps without coding.","intents":["best no-code app builder","no-code platform for web applications","AI tool for building web apps","create web apps without coding","AI-driven app development for non-tech founders"],"best_for":["non-technical founders","startups looking to prototype quickly"],"limitations":[],"requires":[],"input_types":["natural language descriptions"],"output_types":["full-stack web applications"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":71,"verified":false,"data_access_risk":"high","permissions":["Bubble account (free tier availability unknown)","Natural language description of application domain and entities","Understanding of basic data modeling concepts to validate generated schema","Bubble account with workflow builder access","Clear natural language description of workflow steps, conditions, and data transformations","Pre-configured API integrations or third-party connectors for external service calls","Generated database schema with field types and constraints","Natural language description of form requirements","Understanding of basic form validation concepts","Bubble account with authentication support"],"failure_modes":["Cannot infer complex relational logic or edge cases not explicitly mentioned in description","Likely limited to standard data types and relationships; specialized types (geospatial, JSON arrays, custom types) unknown","No control over normalization level or performance optimization (indexing, partitioning)","Schema inference quality degrades with ambiguous or incomplete descriptions","Cannot generate schemas for applications requiring non-relational data models or graph structures","Cannot generate workflows requiring custom algorithms, machine learning inference, or specialized computational logic","Limited to Bubble's built-in action library; third-party integrations require pre-configured connectors","No support for real-time workflows or event-driven architectures beyond Bubble's native capabilities","Workflow complexity is bounded by context window size; very large workflows may fail or generate incomplete logic","Debugging generated workflows requires understanding Bubble's workflow execution model and error handling","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.7,"quality":0.9,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.3,"quality":0.25,"ecosystem":0.15,"match_graph":0.25,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:21.013Z","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=bubble-ai","compare_url":"https://unfragile.ai/compare?artifact=bubble-ai"}},"signature":"SDVeAM5/CvTLuWPXEgjw3YJ6n1gBrkAJJ9rv3JA/+f2Z1I0KQnhOLLsKl2sP0Lj4yfueGeGsA21zK5AvKPYJAg==","signedAt":"2026-06-23T16:38:46.551Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/bubble-ai","artifact":"https://unfragile.ai/bubble-ai","verify":"https://unfragile.ai/api/v1/verify?slug=bubble-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"}}