{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_cades","slug":"cades","name":"Cades","type":"product","url":"https://cades.dev","page_url":"https://unfragile.ai/cades","categories":["app-builders"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_cades__cap_0","uri":"capability://code.generation.editing.design.mockup.to.code.generation","name":"design-mockup-to-code-generation","description":"Converts visual design mockups (screenshots, Figma exports, wireframes) into functional application code by analyzing layout, component hierarchy, and styling through computer vision, then generating corresponding HTML/CSS/JavaScript or framework-specific code. The system maps visual elements to semantic UI components and preserves design intent through CSS-in-JS or utility-class frameworks.","intents":["I want to upload a Figma design and get a working prototype without manually coding the UI","I have a screenshot of an app I want to build — can I just upload it and get code?","I need to convert my design mockup into a deployable web application quickly"],"best_for":["UX/UI designers who want to validate interactions without developer handoff","Non-technical founders prototyping MVPs from design files","Rapid prototyping teams iterating on visual concepts"],"limitations":["Generated code may not preserve complex design system tokens or advanced CSS features; manual refinement often needed for pixel-perfect fidelity","Responsive design generation is basic — media queries and breakpoints may require adjustment for mobile/tablet layouts","Complex interactions (animations, gestures, state-dependent styling) are often simplified or omitted","Design system consistency is not guaranteed across generated components — each mockup is treated independently"],"requires":["Design file in supported format (Figma, PNG, JPG, or similar image format)","Modern web browser for accessing Cades editor","Basic understanding of HTML/CSS to refine generated code if needed"],"input_types":["image (PNG, JPG, screenshot)","design-file (Figma export, Sketch, Adobe XD)","text-description (natural language description of layout)"],"output_types":["HTML","CSS","JavaScript","React/Vue/Svelte component code","deployable web application"],"categories":["code-generation-editing","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_1","uri":"capability://code.generation.editing.natural.language.app.specification.to.code","name":"natural-language-app-specification-to-code","description":"Transforms natural language descriptions of app requirements (e.g., 'a todo list with user authentication and dark mode') into functional application scaffolding by parsing intent, inferring data models, generating CRUD operations, and wiring UI components to backend logic. Uses LLM-based code generation with prompt engineering to produce framework-specific boilerplate.","intents":["I want to describe my app idea in plain English and get a working prototype","Can I just tell Cades what features I need and get code generated?","I need to quickly scaffold a full-stack app from a text description"],"best_for":["Non-technical founders validating product ideas without developer involvement","Solo developers prototyping multiple ideas rapidly","Teams in early-stage ideation needing quick proof-of-concepts"],"limitations":["Generated code lacks production-grade error handling, input validation, and security hardening — requires manual security audit before deployment","Complex business logic and edge cases are often oversimplified or missing; nuanced requirements need manual implementation","Database schema inference is basic — many-to-many relationships, complex queries, and optimization are not automatically handled","Generated code quality is unpredictable and varies significantly based on prompt clarity; ambiguous descriptions produce suboptimal results","No built-in version control or rollback for generated code — changes are not tracked"],"requires":["Clear, detailed natural language description of app requirements","Basic understanding of app architecture (frontend/backend separation) to guide generation","Ability to review and edit generated code for correctness"],"input_types":["text (natural language app description)","text (feature list or requirements)","text (user stories or use cases)"],"output_types":["application scaffolding (HTML, CSS, JavaScript)","backend code (Node.js, Python, or similar)","database schema (SQL or NoSQL structure)","API endpoints (REST or GraphQL)","deployable application bundle"],"categories":["code-generation-editing","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_10","uri":"capability://code.generation.editing.form.generation.with.validation","name":"form-generation-with-validation","description":"Automatically generates form components with built-in validation, error handling, and submission logic based on data models or requirements. Supports multiple input types (text, select, checkbox, date, etc.) and generates client-side and server-side validation rules. Includes accessibility features and error messaging.","intents":["I want to generate forms with validation without writing form code","Can Cades create forms from my data model automatically?","I need client-side and server-side validation without manual implementation"],"best_for":["Developers building data-heavy applications quickly","Non-technical founders creating user input forms","Teams prototyping multi-step forms and workflows"],"limitations":["Generated forms are basic and may not support complex validation rules or conditional fields","Custom styling and layout options are limited — requires manual CSS for advanced designs","Accessibility features (ARIA labels, keyboard navigation) are basic and require enhancement","Multi-step forms and conditional logic are not automatically generated","Error messaging is generic and may not match application tone or UX guidelines"],"requires":["Data model or schema definition","Validation rules (optional, can be inferred)","Frontend framework support"],"input_types":["database-schema (SQL or NoSQL schema)","text (form requirements or field descriptions)","code (data model definitions)"],"output_types":["form-components (HTML, React, Vue, or similar)","validation-code (client-side and server-side rules)","error-handling (error messages and display logic)","submission-logic (form submission and API integration)"],"categories":["code-generation-editing","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_11","uri":"capability://code.generation.editing.iterative.refinement.through.natural.language.feedback","name":"iterative-refinement-through-natural-language-feedback","description":"Allows developers to refine generated applications through natural language feedback and requests (e.g., 'make the button blue', 'add a search feature', 'change the layout to two columns'). The system parses feedback, identifies affected code sections, and applies changes while maintaining code consistency. Supports multi-turn refinement conversations.","intents":["I want to refine my generated app by describing changes in plain English","Can I iterate on the design by giving Cades natural language feedback?","I need to make multiple changes to my app without manually editing code"],"best_for":["Non-technical users refining generated applications","Designers iterating on generated designs without coding","Teams collaborating on app improvements through natural language"],"limitations":["Feedback parsing is heuristic-based and may misinterpret ambiguous requests","Changes may introduce inconsistencies or break existing functionality — requires testing","Complex refactoring requests may not be understood or executed correctly","No built-in undo/redo for feedback-driven changes — manual rollback may be needed","Feedback history is not automatically tracked — difficult to understand what changed and why"],"requires":["Generated or existing application code","Clear, specific natural language feedback","Ability to test and validate changes"],"input_types":["text (natural language feedback or change requests)","code (generated or hand-written application)"],"output_types":["updated-code (modified application with applied changes)","change-summary (description of what was changed)","visual-preview (updated application preview)"],"categories":["code-generation-editing","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_12","uri":"capability://tool.use.integration.design.system.synchronization.with.figma","name":"design-system-synchronization-with-figma","description":"Integrates with Figma to automatically sync design tokens (colors, typography, spacing) and component definitions from design files into generated code. Updates generated applications when design system changes, maintaining consistency between design and implementation. Supports bi-directional sync for design-code alignment.","intents":["I want my generated app to stay in sync with my Figma design system","Can Cades automatically update my app when I change colors or fonts in Figma?","I need to maintain design consistency between Figma and my code"],"best_for":["Design-driven teams using Figma as the source of truth","Organizations maintaining design system consistency across products","Teams with dedicated designers and developers collaborating on design-code alignment"],"limitations":["Sync is one-directional (Figma to code) — code changes are not reflected back to Figma","Complex design tokens (gradients, shadows, animations) may not sync correctly","Component mapping between Figma and code is heuristic-based and may miss custom components","Sync frequency is limited — real-time updates are not supported","Requires Figma API access and proper authentication setup"],"requires":["Figma design file with defined design tokens and components","Figma API access and authentication","Generated or existing application code","Design token naming conventions aligned with code"],"input_types":["design-file (Figma file with design tokens and components)","code (generated or hand-written application)"],"output_types":["updated-code (with synced design tokens and components)","design-token-files (CSS variables, SCSS, or similar)","sync-report (what was synced and any conflicts)"],"categories":["tool-use-integration","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_13","uri":"capability://code.generation.editing.performance.optimization.suggestions","name":"performance-optimization-suggestions","description":"Analyzes generated code for performance bottlenecks and provides optimization suggestions (e.g., code splitting, lazy loading, image optimization, bundle size reduction). Includes automated optimizations for common patterns and generates optimized versions of code with explanations of improvements.","intents":["I want to optimize my generated app for performance","Can Cades suggest ways to reduce my app's bundle size?","I need to improve my app's loading speed without manual optimization"],"best_for":["Developers optimizing generated applications for production","Teams concerned with web performance and user experience","Builders needing to reduce infrastructure costs through optimization"],"limitations":["Optimization suggestions are generic and may not apply to specific use cases or business requirements","Automated optimizations may introduce subtle bugs or change application behavior — requires testing","No profiling or metrics collection — suggestions are based on code analysis alone","Complex performance issues (database queries, API design) are not addressed","Optimization recommendations lack context about user behavior or traffic patterns"],"requires":["Generated or existing application code","Understanding of performance metrics and optimization techniques","Ability to test and validate optimizations"],"input_types":["code (generated or hand-written application)","metrics (optional, bundle size, load time, etc.)"],"output_types":["optimization-suggestions (list of recommended optimizations)","optimized-code (automatically optimized version)","performance-report (before/after metrics and explanations)"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_2","uri":"capability://code.generation.editing.interactive.code.editor.with.ai.assistance","name":"interactive-code-editor-with-ai-assistance","description":"Provides an in-browser code editor with real-time AI-powered code completion, refactoring suggestions, and debugging hints. The editor integrates with the generated code, allowing developers to modify, extend, and optimize generated applications through natural language prompts or traditional editing, with live preview of changes.","intents":["I want to edit the generated code and get AI suggestions for improvements","Can I refactor the generated code to follow best practices?","I need to add custom logic to the generated app without starting over"],"best_for":["Developers refining AI-generated code for production readiness","Teams collaborating on code improvements with AI assistance","Builders who want to extend generated applications with custom features"],"limitations":["AI suggestions may not align with project-specific coding standards or architectural patterns — manual review required","Large codebases (>10K lines) may experience slower AI response times due to context window limitations","No built-in version control integration — changes are not automatically tracked or diffed","Refactoring suggestions are generic and may not account for business logic nuances or performance constraints"],"requires":["Modern web browser with JavaScript support","Internet connection for AI-powered features","Basic code literacy to understand and apply suggestions"],"input_types":["code (generated or hand-written)","text (natural language refactoring requests)","text (debugging questions or optimization requests)"],"output_types":["code (refactored or extended)","suggestions (code improvements, best practices)","live preview (rendered application)"],"categories":["code-generation-editing","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_3","uri":"capability://code.generation.editing.component.library.generation.and.reuse","name":"component-library-generation-and-reuse","description":"Automatically extracts reusable UI components from generated code and organizes them into a project-specific component library. Components are catalogued with props, variants, and usage examples, allowing developers to reuse patterns across multiple pages or applications without duplicating code. Supports component composition and inheritance.","intents":["I want to extract common UI patterns from my generated app into reusable components","Can I build a design system from the generated code?","I need to maintain consistency across multiple pages by reusing components"],"best_for":["Teams building multiple related applications and needing design system consistency","Developers scaling generated applications by establishing component patterns","Organizations standardizing UI across products"],"limitations":["Component extraction is heuristic-based and may not identify all reusable patterns — manual curation often needed","Props inference is basic and may miss optional or conditional properties","No built-in component versioning or deprecation tracking","Component documentation is auto-generated and often incomplete — requires manual enrichment"],"requires":["Generated or existing codebase with identifiable UI components","Framework support (React, Vue, Svelte, or similar)","Understanding of component-driven architecture"],"input_types":["code (generated application)","design-file (Figma or similar with component definitions)"],"output_types":["component-library (organized collection of reusable components)","component-documentation (props, variants, usage examples)","component-registry (searchable index of available components)"],"categories":["code-generation-editing","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_4","uri":"capability://automation.workflow.one.click.deployment.to.hosting","name":"one-click-deployment-to-hosting","description":"Provides integrated deployment to multiple hosting platforms (Vercel, Netlify, AWS, etc.) with a single click, handling environment configuration, build optimization, and CI/CD pipeline setup automatically. The system infers deployment requirements from the generated code and provisions infrastructure accordingly.","intents":["I want to deploy my generated app to the web without configuring servers or CI/CD","Can I go from prototype to live URL in one step?","I need to deploy updates to my app without manual DevOps work"],"best_for":["Non-technical founders launching MVPs without DevOps expertise","Solo developers who want to avoid infrastructure management","Rapid prototyping teams needing quick deployment cycles"],"limitations":["Deployment configuration is generic and may not optimize for specific performance requirements or cost constraints","No built-in monitoring, logging, or alerting — requires manual setup for production observability","Scaling and load balancing are not automatically configured — suitable for low-traffic MVPs only","Environment secrets and configuration management are basic — not suitable for sensitive data without additional hardening","Rollback and version management are limited — no built-in blue-green deployment or canary releases"],"requires":["Generated or existing application code","Account with supported hosting provider (Vercel, Netlify, AWS, etc.)","Basic understanding of environment variables and deployment concepts"],"input_types":["code (generated or hand-written application)","configuration (optional deployment preferences)"],"output_types":["deployed-application (live URL)","deployment-logs (build and deployment status)","environment-configuration (auto-generated config files)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_5","uri":"capability://code.generation.editing.database.schema.inference.and.generation","name":"database-schema-inference-and-generation","description":"Automatically infers database schema from app requirements and generated code, creating SQL or NoSQL database definitions with appropriate tables, relationships, and indexes. Supports multiple database backends (PostgreSQL, MongoDB, etc.) and generates migration scripts for schema updates.","intents":["I want Cades to create a database schema for my app automatically","Can I generate migrations when I update my app requirements?","I need to set up a database without writing SQL manually"],"best_for":["Non-technical founders building data-driven applications","Rapid prototyping teams needing quick database setup","Solo developers avoiding database design overhead"],"limitations":["Schema inference is basic and may miss complex relationships, constraints, or performance optimizations","No automatic indexing strategy — queries may be slow without manual index tuning","Migration generation is simplistic and may not handle data transformation or backward compatibility","No built-in backup, replication, or disaster recovery configuration","Scaling considerations (sharding, partitioning) are not automatically addressed"],"requires":["Clear app requirements or generated code with data model hints","Database backend selection (PostgreSQL, MongoDB, etc.)","Basic understanding of data relationships"],"input_types":["text (app requirements or feature descriptions)","code (generated application with data models)","design-file (Figma or similar with data structure hints)"],"output_types":["database-schema (SQL DDL or NoSQL schema definition)","migration-scripts (SQL or ORM migration files)","connection-configuration (database credentials and connection strings)"],"categories":["code-generation-editing","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_6","uri":"capability://code.generation.editing.api.endpoint.generation.with.crud.operations","name":"api-endpoint-generation-with-crud-operations","description":"Automatically generates REST or GraphQL API endpoints with full CRUD (Create, Read, Update, Delete) operations based on inferred data models and app requirements. Includes request/response validation, error handling, and authentication middleware scaffolding. Supports multiple backend frameworks (Express, Django, FastAPI, etc.).","intents":["I want to generate API endpoints for my app without writing backend code","Can Cades create a REST API with authentication automatically?","I need to connect my frontend to a backend API without manual implementation"],"best_for":["Full-stack developers accelerating backend scaffolding","Non-technical founders building data-driven applications","Teams prototyping APIs quickly without backend expertise"],"limitations":["Generated endpoints lack sophisticated business logic, validation rules, and error handling — requires manual implementation","Authentication is basic (JWT or session-based) and may not meet security requirements — requires hardening","Rate limiting, caching, and performance optimization are not automatically configured","No built-in API documentation generation (Swagger/OpenAPI) — requires manual annotation","Complex queries, filtering, and pagination are simplified — advanced features need manual coding"],"requires":["Clear data model or app requirements","Backend framework selection (Express, Django, FastAPI, etc.)","Database schema (auto-generated or manual)"],"input_types":["text (app requirements or feature descriptions)","code (generated application or data models)","database-schema (SQL or NoSQL schema definition)"],"output_types":["api-code (Express, Django, FastAPI, or similar)","endpoint-definitions (REST routes or GraphQL resolvers)","middleware (authentication, validation, error handling)","api-documentation (auto-generated or template)"],"categories":["code-generation-editing","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_7","uri":"capability://code.generation.editing.authentication.and.authorization.scaffolding","name":"authentication-and-authorization-scaffolding","description":"Automatically generates authentication flows (signup, login, password reset) and authorization middleware based on app requirements. Supports multiple auth strategies (JWT, OAuth, session-based) and integrates with identity providers (Auth0, Firebase, etc.). Includes user role and permission management scaffolding.","intents":["I want to add user authentication to my app without implementing it manually","Can Cades set up OAuth or JWT authentication automatically?","I need role-based access control in my app without custom implementation"],"best_for":["Developers building user-facing applications quickly","Non-technical founders needing secure authentication without security expertise","Teams prototyping multi-user applications"],"limitations":["Generated auth code lacks security hardening (CSRF protection, rate limiting, secure password hashing) — requires manual security review","OAuth integration is basic and may not support all identity providers or advanced flows","Session management and token refresh logic are simplified — not suitable for complex auth scenarios","No built-in audit logging or compliance features (GDPR, HIPAA, etc.)","Permission system is basic and may not handle complex authorization rules"],"requires":["App requirements specifying authentication needs","Identity provider account (optional, for OAuth integration)","Backend framework selection"],"input_types":["text (app requirements or authentication strategy)","configuration (identity provider credentials, optional)"],"output_types":["authentication-code (signup, login, password reset flows)","middleware (authentication and authorization checks)","user-model (user schema with roles and permissions)","configuration-files (environment variables, secrets)"],"categories":["code-generation-editing","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_8","uri":"capability://code.generation.editing.responsive.design.adaptation.across.devices","name":"responsive-design-adaptation-across-devices","description":"Automatically generates responsive CSS and media queries to adapt generated applications across device sizes (mobile, tablet, desktop). Uses CSS Grid and Flexbox patterns to create fluid layouts that adjust to different screen sizes. Includes touch-friendly interaction patterns for mobile devices.","intents":["I want my generated app to work on mobile, tablet, and desktop automatically","Can Cades make my app responsive without manual CSS work?","I need touch-friendly interactions for mobile without extra coding"],"best_for":["Developers building multi-device applications quickly","Non-technical founders needing mobile-first applications","Teams prototyping responsive designs without CSS expertise"],"limitations":["Generated responsive design is basic and may not optimize for specific device types or screen orientations","Touch interactions are simplified and may not handle complex gestures or native mobile patterns","Performance optimization for mobile (lazy loading, image optimization) is not automatic","Accessibility features (ARIA labels, keyboard navigation) are basic and require manual enhancement","Testing across devices is not automated — manual testing on real devices recommended"],"requires":["Generated or existing application code","CSS framework support (Tailwind, Bootstrap, or similar)","Modern browser with CSS Grid and Flexbox support"],"input_types":["code (generated or hand-written application)","design-file (Figma or similar with responsive breakpoints)"],"output_types":["responsive-css (media queries and flexible layouts)","mobile-interactions (touch handlers and gestures)","responsive-preview (visual representation across devices)"],"categories":["code-generation-editing","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_cades__cap_9","uri":"capability://code.generation.editing.state.management.and.data.binding.generation","name":"state-management-and-data-binding-generation","description":"Automatically generates state management code (Redux, Vuex, Pinia, or framework-native state) with data binding between UI components and application state. Handles form state, API response caching, and reactive updates. Supports both client-side and server-side state synchronization.","intents":["I want state management set up automatically for my app","Can Cades handle form state and API data caching without manual setup?","I need reactive data binding between my UI and backend without boilerplate"],"best_for":["Full-stack developers accelerating state management setup","Teams building complex interactive applications","Developers avoiding state management boilerplate"],"limitations":["Generated state management is basic and may not handle complex state interactions or side effects","Caching strategies are generic and may not optimize for specific use cases","No built-in time-travel debugging or state persistence","Performance optimization (memoization, selector optimization) is not automatic","Testing state management requires manual setup"],"requires":["Frontend framework selection (React, Vue, Svelte, etc.)","Clear understanding of application state structure","API endpoints or data sources"],"input_types":["code (generated or hand-written application)","text (state structure description or requirements)","api-definition (REST or GraphQL endpoints)"],"output_types":["state-management-code (Redux, Vuex, Pinia, or similar)","data-binding-code (component-to-state connections)","api-integration-code (data fetching and caching)","type-definitions (TypeScript types for state)"],"categories":["code-generation-editing","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"high","permissions":["Design file in supported format (Figma, PNG, JPG, or similar image format)","Modern web browser for accessing Cades editor","Basic understanding of HTML/CSS to refine generated code if needed","Clear, detailed natural language description of app requirements","Basic understanding of app architecture (frontend/backend separation) to guide generation","Ability to review and edit generated code for correctness","Data model or schema definition","Validation rules (optional, can be inferred)","Frontend framework support","Generated or existing application code"],"failure_modes":["Generated code may not preserve complex design system tokens or advanced CSS features; manual refinement often needed for pixel-perfect fidelity","Responsive design generation is basic — media queries and breakpoints may require adjustment for mobile/tablet layouts","Complex interactions (animations, gestures, state-dependent styling) are often simplified or omitted","Design system consistency is not guaranteed across generated components — each mockup is treated independently","Generated code lacks production-grade error handling, input validation, and security hardening — requires manual security audit before deployment","Complex business logic and edge cases are often oversimplified or missing; nuanced requirements need manual implementation","Database schema inference is basic — many-to-many relationships, complex queries, and optimization are not automatically handled","Generated code quality is unpredictable and varies significantly based on prompt clarity; ambiguous descriptions produce suboptimal results","No built-in version control or rollback for generated code — changes are not tracked","Generated forms are basic and may not support complex validation rules or conditional fields","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36666666666666664,"quality":0.78,"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":"2026-05-24T12:16:29.715Z","last_scraped_at":"2026-04-05T13:23:42.552Z","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=cades","compare_url":"https://unfragile.ai/compare?artifact=cades"}},"signature":"S/qaR4k3iZuNHl8IHPC+nDxWpT0mQmBgaGfDyF2pqlM1EQ4IJALwFx2IDjBa5GEhXGqlpE3g/DUQDKESbFARBA==","signedAt":"2026-06-21T07:44:05.625Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/cades","artifact":"https://unfragile.ai/cades","verify":"https://unfragile.ai/api/v1/verify?slug=cades","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"}}