{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"saas-ai-starter","slug":"saas-ai-starter","name":"SaaS AI Starter","type":"template","url":"https://github.com/wasp-lang/open-saas","page_url":"https://unfragile.ai/saas-ai-starter","categories":["app-builders"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"saas-ai-starter__cap_0","uri":"capability://code.generation.editing.declarative.full.stack.application.scaffolding.via.wasp.dsl","name":"declarative full-stack application scaffolding via wasp dsl","description":"Generates a complete React/Node.js/Prisma SaaS application from a single main.wasp configuration file that declaratively defines routes, database schema, authentication flows, and API endpoints. The Wasp compiler parses this DSL and orchestrates code generation for both frontend and backend, eliminating boilerplate while maintaining type safety across the full stack through TypeScript integration.","intents":["I want to scaffold a production-ready SaaS app without writing authentication, routing, or database setup boilerplate","I need type-safe communication between my React frontend and Node.js backend without manual API contract management","I want to define my entire application structure in one declarative file that's version-controllable and reviewable"],"best_for":["Full-stack developers building SaaS products who want to eliminate boilerplate","Teams migrating from traditional REST APIs to a more integrated full-stack framework","Startups prototyping MVPs quickly without sacrificing production-readiness"],"limitations":["Wasp DSL has a learning curve — developers must understand Wasp-specific syntax and conventions rather than pure TypeScript/React patterns","Limited to Wasp's opinionated tech stack (React, Node.js, Prisma) — cannot swap out core frameworks","Deployment is optimized for specific platforms (Fly.io, Netlify); custom infrastructure requires additional configuration","Hot-reload development experience depends on Wasp's compiler performance — large projects may experience slower iteration cycles"],"requires":["Node.js 18+","Wasp CLI installed (npm install -g wasp)","Basic understanding of React and Node.js concepts","PostgreSQL database for production (SQLite for development)"],"input_types":["Wasp DSL configuration (main.wasp file)","TypeScript/React component files","Prisma schema definitions"],"output_types":["Compiled React SPA frontend","Node.js Express backend","Database migrations","Type definitions for frontend-backend communication"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_1","uri":"capability://safety.moderation.email.password.and.oauth.authentication.with.role.based.access.control","name":"email-password and oauth authentication with role-based access control","description":"Implements a complete authentication system supporting email/password signup and login, OAuth integration (Google, GitHub), and role-based authorization (user, admin) enforced at both the API and UI layers. Authentication state is managed through Wasp's built-in auth middleware that validates JWT tokens server-side and provides typed auth context to React components, with automatic session management and CSRF protection.","intents":["I need to add user authentication to my SaaS without building login/signup forms and session management from scratch","I want to support both traditional email/password and OAuth providers without managing multiple auth libraries","I need to restrict certain admin features to specific user roles and enforce those restrictions server-side"],"best_for":["SaaS developers who need production-grade authentication without Auth0 or Firebase dependencies","Teams wanting to keep authentication logic in-house for compliance or customization reasons","Startups building multi-tenant applications with role-based feature access"],"limitations":["OAuth provider setup requires manual configuration of client IDs and secrets for each provider","Password reset flow requires email service integration (SendGrid, Mailgun) — not built-in","Session invalidation across devices requires custom implementation — no built-in device management","Two-factor authentication not included — requires custom implementation on top of base auth"],"requires":["OAuth provider credentials (Google, GitHub) if using social login","Email service API key (SendGrid, Mailgun) for password reset emails","PostgreSQL database to store user credentials and sessions","HTTPS in production for secure cookie transmission"],"input_types":["Email and password credentials","OAuth authorization codes","User role definitions in database schema"],"output_types":["JWT authentication tokens","User session objects with role information","Typed auth context for React components"],"categories":["safety-moderation","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_10","uri":"capability://automation.workflow.end.to.end.testing.with.playwright","name":"end-to-end testing with playwright","description":"Includes a comprehensive Playwright test suite (e2e-tests/) that tests critical user flows like signup, login, payment checkout, and file uploads. Tests are written in TypeScript with page object patterns for maintainability, and can be run locally or in CI/CD pipelines. The template provides test examples that developers can extend for their own features, with configuration for running against local and production environments.","intents":["I want to ensure critical user flows (signup, payment, file upload) work correctly without manual testing","I need to catch regressions when adding new features or updating dependencies","I want to test my SaaS across different browsers and devices without manual QA"],"best_for":["SaaS teams wanting to automate regression testing for critical flows","Developers building features that integrate with external services (Stripe, S3) and need integration testing","Teams with limited QA resources who need automated testing for confidence in deployments"],"limitations":["Playwright tests are slow — full test suite may take 5-10 minutes to run, limiting feedback loop speed","Tests are brittle to UI changes — selectors must be maintained when UI components change","No built-in performance testing — cannot measure page load times or performance regressions","Test data setup is manual — requires database seeding or API calls to create test scenarios","Flaky tests are common with async operations — requires careful waits and retry logic"],"requires":["Node.js 18+","Playwright installed (npm install -D @playwright/test)","Running application instance (local or deployed)","Test data setup (database seeding or API calls)","CI/CD configuration for running tests on pull requests"],"input_types":["User interactions (clicks, form fills, navigation)","Test data (user credentials, payment info)","Environment configuration (base URL, API keys)"],"output_types":["Test pass/fail results","Screenshots and videos of test runs","Test execution reports","Error logs and stack traces"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_11","uri":"capability://automation.workflow.deployment.configuration.for.fly.io.netlify.and.traditional.servers","name":"deployment configuration for fly.io, netlify, and traditional servers","description":"Includes pre-configured deployment setups for multiple platforms: Fly.io for the Node.js backend (with Docker containerization), Netlify for the React frontend, and traditional server deployment instructions. The template includes environment variable templates, database migration scripts, and CI/CD configuration examples that automate deployment from git pushes. Deployment guides cover both automated (GitHub Actions) and manual deployment workflows.","intents":["I want to deploy my SaaS to production without learning deployment infrastructure and DevOps","I need to set up CI/CD pipelines that automatically deploy on git pushes","I want to choose between managed platforms (Fly.io, Netlify) or traditional servers based on my needs"],"best_for":["Indie developers and small teams deploying SaaS without dedicated DevOps engineers","Startups wanting to get to production quickly without infrastructure complexity","Teams evaluating different deployment platforms and wanting pre-configured examples"],"limitations":["Fly.io and Netlify configurations are opinionated — customization requires understanding their specific platforms","Database migrations must be run manually or through CI/CD — no automatic migration on deployment","Environment variable management is manual — no built-in secrets management across environments","Scaling configuration is basic — production deployments may require additional tuning for high traffic","Monitoring and alerting not included — requires integration with external services (Sentry, DataDog)"],"requires":["Fly.io account (for backend) or alternative hosting","Netlify account (for frontend) or alternative CDN","GitHub repository for CI/CD integration","Environment variables configured for each deployment environment","PostgreSQL database (managed or self-hosted)"],"input_types":["Git commits and branches","Environment variable configurations","Database connection strings","Deployment platform credentials"],"output_types":["Deployed application URLs","CI/CD pipeline status","Deployment logs and error messages","Running application instances"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_12","uri":"capability://code.generation.editing.type.safe.api.contract.generation.between.frontend.and.backend","name":"type-safe api contract generation between frontend and backend","description":"Leverages Wasp's DSL to automatically generate TypeScript types for API endpoints, eliminating manual type definitions and API contract management. When a backend action or query is defined in main.wasp, Wasp automatically generates corresponding TypeScript types for the frontend, ensuring frontend and backend stay in sync. This prevents common bugs where frontend sends incorrect data types or calls non-existent endpoints.","intents":["I want to ensure my React frontend and Node.js backend always have matching API contracts without manual type definitions","I need to refactor backend endpoints without breaking the frontend due to type mismatches","I want to catch API contract violations at compile-time rather than runtime"],"best_for":["Full-stack teams working on React/Node.js applications who want type safety across the stack","Developers refactoring backend APIs who need confidence that frontend code won't break","Teams building complex applications with many API endpoints that need to stay synchronized"],"limitations":["Type generation is Wasp-specific — cannot use with other backend frameworks or REST APIs","Complex types (unions, discriminated unions) may require custom type definitions","Type generation adds to build time — large applications may experience slower compilation","Debugging type errors requires understanding Wasp's type generation — error messages may be cryptic"],"requires":["Wasp DSL knowledge for defining actions and queries","TypeScript knowledge for understanding generated types","Wasp compiler running during development"],"input_types":["Wasp action/query definitions with input and output types","TypeScript type annotations in Wasp DSL"],"output_types":["Generated TypeScript types for frontend","Type-safe API client functions","Compile-time type checking"],"categories":["code-generation-editing","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_13","uri":"capability://automation.workflow.multi.environment.configuration.management.with.environment.variables","name":"multi-environment configuration management with environment variables","description":"Provides a structured approach to managing environment variables across development, staging, and production environments through .env files and Wasp configuration. The template includes example .env.client and .env.server files showing which variables are needed for each environment, with clear separation between client-side (public) and server-side (secret) variables. Wasp automatically loads environment variables at build time and validates that required variables are present.","intents":["I want to manage different configurations for development, staging, and production without hardcoding secrets","I need to ensure all required environment variables are set before deploying to production","I want to keep sensitive credentials out of version control while making configuration easy to understand"],"best_for":["Teams deploying to multiple environments (dev, staging, production) with different configurations","Developers wanting to avoid accidental secret commits to version control","SaaS applications integrating with multiple external services (Stripe, OpenAI, AWS) requiring API keys"],"limitations":["Environment variable validation is basic — no schema validation for variable values","No built-in secrets rotation — requires manual updates when API keys expire","Client-side environment variables are exposed in the browser — cannot store secrets in client code","No built-in environment variable encryption — requires external secrets management for sensitive data","Environment variable changes require redeployment — no hot-reload for configuration changes"],"requires":[".env files in project root (not committed to version control)","Environment variable documentation in README or .env.example files","Deployment platform support for environment variable injection","Understanding of which variables are public (client-side) vs secret (server-side)"],"input_types":["Environment variable names and values",".env file configurations","Deployment platform environment variable settings"],"output_types":["Loaded environment variables at runtime","Validation errors for missing variables","Configuration used by application"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_2","uri":"capability://tool.use.integration.stripe.and.lemon.squeezy.payment.processing.with.subscription.management","name":"stripe and lemon squeezy payment processing with subscription management","description":"Provides pre-built integration with Stripe and Lemon Squeezy for handling one-time payments and recurring subscriptions, including checkout page generation, webhook handling for payment events, and subscription status tracking in the database. The template includes utility functions (checkoutUtils.ts) that manage the payment flow from pricing page to checkout redirect and webhook processing that updates user subscription status automatically.","intents":["I want to add subscription billing to my SaaS without integrating Stripe webhooks and payment logic myself","I need to track which users have active subscriptions and restrict features based on their payment status","I want to support multiple payment providers (Stripe and Lemon Squeezy) without duplicating payment logic"],"best_for":["SaaS founders building subscription-based business models","Teams wanting to accept payments without managing PCI compliance (delegated to Stripe/Lemon Squeezy)","Developers who need both one-time and recurring payment flows in a single template"],"limitations":["Webhook handling requires public HTTPS endpoint — local development requires ngrok or similar tunneling","Subscription cancellation and refund policies must be implemented separately — template only handles status updates","Tax calculation and VAT compliance not included — requires additional integration with tax services","Payment retry logic for failed charges not implemented — requires custom webhook handling","Currency conversion and multi-currency pricing not built-in — single currency per Stripe/Lemon Squeezy account"],"requires":["Stripe or Lemon Squeezy account with API keys","Public HTTPS endpoint for webhook delivery","Database schema with subscription fields (stripeId, subscriptionStatus, etc.)","Environment variables for payment provider credentials"],"input_types":["Pricing tier definitions","User subscription data","Stripe/Lemon Squeezy webhook events"],"output_types":["Checkout URLs","Subscription status updates","Invoice records","Payment event logs"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_3","uri":"capability://text.generation.language.openai.api.integration.with.task.based.ai.operations","name":"openai api integration with task-based ai operations","description":"Provides a demo application (demo-ai-app/) that shows how to integrate OpenAI's API for AI-powered features, including task creation with AI-generated content, scheduled task processing, and streaming responses. The integration uses Wasp's action system to call OpenAI endpoints server-side, with error handling and type-safe request/response structures defined in the Wasp DSL.","intents":["I want to add AI-powered features to my SaaS (content generation, summarization, etc.) without managing API calls and error handling myself","I need to understand how to structure AI operations in a Wasp application through a working example","I want to process AI tasks asynchronously and store results in my database for later retrieval"],"best_for":["SaaS developers adding AI features to existing applications","Teams learning how to integrate LLMs into full-stack applications","Builders prototyping AI-powered features quickly without building infrastructure from scratch"],"limitations":["Demo application is example-only — production use requires custom implementation for your specific AI use case","No built-in rate limiting or quota management — requires custom middleware to prevent API abuse","Streaming responses not fully implemented in the template — requires additional client-side setup","No cost tracking or usage monitoring — developers must implement their own billing for AI API costs","Error handling for API failures is basic — production use requires retry logic and fallback strategies"],"requires":["OpenAI API key with sufficient credits","Understanding of OpenAI API models and pricing","Database schema to store AI-generated content and task history","Environment variable for OpenAI API key"],"input_types":["Text prompts for AI generation","Task definitions with AI operation parameters","User input for AI-powered features"],"output_types":["AI-generated text content","Task completion status","Structured data extracted by AI","Streaming response tokens"],"categories":["text-generation-language","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_4","uri":"capability://tool.use.integration.aws.s3.file.upload.and.storage.with.presigned.urls","name":"aws s3 file upload and storage with presigned urls","description":"Integrates AWS S3 for file uploads with presigned URL generation, allowing clients to upload files directly to S3 without routing through the Node.js backend. The implementation includes file operation utilities (fileUpload.ts) that handle presigned URL generation, file metadata storage in the database, and cleanup of orphaned files. Wasp actions orchestrate the S3 API calls with proper error handling and type safety.","intents":["I want to allow users to upload files to my SaaS without storing them on my server or managing file storage infrastructure","I need to generate secure, time-limited URLs for file uploads that prevent unauthorized access","I want to track uploaded files in my database and associate them with users or projects"],"best_for":["SaaS applications with user-generated content (documents, images, videos)","Teams wanting to offload file storage to AWS S3 for scalability and cost efficiency","Developers building collaborative tools that require file sharing and access control"],"limitations":["Requires AWS account and S3 bucket setup — not included in template, requires manual configuration","Presigned URLs have expiration times (default 1 hour) — long-running uploads may fail if URL expires","File size limits must be enforced client-side and server-side — no built-in validation","Virus scanning and malware detection not included — requires integration with third-party services","Cross-origin requests (CORS) must be configured on S3 bucket — common source of upload failures if misconfigured"],"requires":["AWS account with S3 bucket created","AWS IAM credentials with S3 access (access key and secret key)","S3 bucket CORS configuration allowing uploads from your domain","Environment variables for AWS credentials and bucket name"],"input_types":["File objects from browser file input","File metadata (name, size, type)","User context for access control"],"output_types":["Presigned upload URLs","File metadata records in database","S3 object keys for file retrieval","File download URLs"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_5","uri":"capability://data.processing.analysis.admin.dashboard.with.user.management.and.analytics","name":"admin dashboard with user management and analytics","description":"Provides a pre-built admin interface (admin/ directory) for managing users, viewing analytics, and monitoring application health. The dashboard includes user listing with filtering, role assignment, and analytics views that query the database for metrics like user signups, subscription status, and feature usage. Access is restricted to admin-role users through Wasp's authorization system, with all queries type-safe and database-backed.","intents":["I need an admin interface to manage users, view metrics, and monitor my SaaS without building a separate admin panel","I want to see analytics on user signups, subscription status, and feature adoption without setting up external analytics tools","I need to manage user roles and permissions from a centralized dashboard"],"best_for":["SaaS founders who need basic admin functionality without building a custom admin panel","Teams wanting to monitor application health and user metrics from a single dashboard","Developers who need role-based access control with a UI for managing user permissions"],"limitations":["Analytics are basic — limited to simple counts and aggregations, not real-time dashboards or advanced visualizations","No export functionality for analytics data — requires custom implementation for reporting","User search and filtering are basic — no advanced query builder or saved filters","No audit logging of admin actions — cannot track who made what changes and when","Performance may degrade with large user bases — no pagination or lazy loading for user lists"],"requires":["Admin role assigned to user in database","Database schema with user and analytics tables","React knowledge to customize dashboard components","Access to admin routes restricted by Wasp authorization"],"input_types":["User data from database","Analytics queries","Admin action requests (role changes, user deletion)"],"output_types":["User management UI","Analytics visualizations","Admin action confirmations","User role assignments"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_6","uri":"capability://data.processing.analysis.prisma.orm.schema.definition.with.automatic.migrations","name":"prisma orm schema definition with automatic migrations","description":"Uses Prisma as the ORM layer for database schema definition and migrations, with the schema defined in schema.prisma and migrations automatically generated when schema changes are made. Wasp integrates Prisma seamlessly, providing type-safe database queries in both backend actions and scheduled tasks, with automatic TypeScript type generation from the schema. The template includes pre-defined schema for users, subscriptions, files, and tasks.","intents":["I want to define my database schema in a declarative way without writing raw SQL migrations","I need type-safe database queries in my Node.js backend without manual type definitions","I want to evolve my schema over time with automatic migration generation and tracking"],"best_for":["Full-stack developers who want type safety from database to frontend","Teams managing schema changes across multiple environments (dev, staging, production)","Developers building complex data models with relationships and constraints"],"limitations":["Prisma migrations are sequential and cannot be skipped — must run all migrations in order, which can be slow for large schemas","Complex database operations (window functions, CTEs) require raw SQL queries, breaking type safety","Prisma client generation adds to build time — large schemas may slow down development iteration","Migration rollbacks are manual — no automatic rollback on deployment failure","Performance optimization (indexes, query planning) requires manual Prisma query optimization or raw SQL"],"requires":["PostgreSQL database (SQLite for development)","Prisma CLI (included in Wasp dependencies)","Understanding of relational database concepts","Database connection string in environment variables"],"input_types":["Schema.prisma file with table and relationship definitions","Database queries from backend actions"],"output_types":["Generated TypeScript types for database models","SQL migrations","Prisma client for type-safe queries"],"categories":["data-processing-analysis","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_7","uri":"capability://automation.workflow.scheduled.task.execution.with.cron.like.scheduling","name":"scheduled task execution with cron-like scheduling","description":"Provides a scheduling system for running backend tasks at specified intervals using cron expressions, implemented through Wasp's job system. Tasks are defined in the Wasp DSL with cron schedules and execute server-side code (e.g., processing AI tasks, sending emails, cleaning up old data). The template includes examples like scheduled task processing for the AI demo application, with error handling and execution logging.","intents":["I want to run background jobs on a schedule (e.g., send daily emails, process pending tasks) without managing a separate job queue","I need to process long-running operations asynchronously without blocking user requests","I want to automate maintenance tasks like cleaning up old data or syncing with external services"],"best_for":["SaaS applications with recurring background tasks (email digests, data cleanup, external API syncs)","Teams wanting to avoid external job queue services (Bull, RabbitMQ) for simple scheduling needs","Developers building automation workflows that don't require complex retry logic or distributed processing"],"limitations":["Scheduling is single-instance — if multiple server instances are running, tasks may execute multiple times (no distributed locking)","No built-in retry logic for failed tasks — requires custom implementation","Task execution history and monitoring not included — no built-in dashboard for job status","Cron expressions are limited to standard format — no advanced scheduling like 'every 2 weeks' without custom parsing","Long-running tasks may timeout if they exceed server request timeout — no built-in support for very long operations"],"requires":["Wasp job definition in main.wasp file with cron schedule","Backend action or function to execute on schedule","Database access if task needs to persist state or results","Error handling for task failures"],"input_types":["Cron schedule expressions","Task parameters and context","Database state for task processing"],"output_types":["Task execution results","Database updates from task processing","Logs and error messages"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_8","uri":"capability://tool.use.integration.email.sending.integration.with.sendgrid.and.mailgun","name":"email sending integration with sendgrid and mailgun","description":"Provides email sending capabilities through integration with SendGrid or Mailgun, with pre-configured email templates for common SaaS operations (password reset, welcome emails, subscription confirmations). The template includes utility functions for sending emails from backend actions, with environment variables for provider credentials. Email sending is non-blocking and integrates with the authentication system for password reset flows.","intents":["I want to send transactional emails (password resets, welcome emails) without managing SMTP servers or email infrastructure","I need to send bulk emails (newsletters, notifications) to users without building email templates from scratch","I want to track email delivery and bounces without implementing email infrastructure myself"],"best_for":["SaaS applications requiring transactional emails for user engagement and account management","Teams wanting to outsource email delivery to reliable providers (SendGrid, Mailgun) for deliverability","Developers building multi-tenant applications with per-user email customization"],"limitations":["Email templates are basic HTML — no advanced template engine or dynamic content rendering","No built-in email scheduling — emails are sent immediately, no delayed delivery support","Bounce and complaint handling not implemented — requires custom webhook integration with SendGrid/Mailgun","Email list management and unsubscribe handling not included — requires custom implementation","Rate limiting for email sending not built-in — can lead to provider throttling if not managed carefully"],"requires":["SendGrid or Mailgun account with API key","Email templates defined in code or database","Environment variables for email provider credentials","Sender email address verified with provider"],"input_types":["Email recipient address","Email template name and variables","Email subject and body content"],"output_types":["Email delivery confirmation","Email tracking IDs","Delivery status (sent, bounced, etc.)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__cap_9","uri":"capability://text.generation.language.landing.page.and.documentation.site.generation.with.astro.starlight","name":"landing page and documentation site generation with astro starlight","description":"Includes a documentation site (opensaas-sh/blog/) built with Astro Starlight for hosting guides, API documentation, and deployment instructions. The documentation is version-controlled alongside the template code and deployed separately from the main application. The site includes guided tours, feature documentation, and deployment guides that help developers understand and extend the template.","intents":["I want to provide comprehensive documentation for my SaaS template without building a separate documentation site","I need to maintain guides and API documentation alongside my codebase for easy updates","I want to create a professional landing page and documentation site that showcases my SaaS template"],"best_for":["Open-source project maintainers documenting their frameworks and templates","SaaS companies wanting to provide self-service documentation to customers","Teams building developer-focused products that require extensive guides and examples"],"limitations":["Astro Starlight is static site generation — no dynamic content or real-time updates without rebuilding","Documentation must be manually kept in sync with code changes — no automatic documentation generation from code","Search functionality is limited to client-side indexing — no advanced search features like faceted search","Customization requires Astro knowledge — not as flexible as custom-built documentation sites","Deployment is separate from main application — requires additional CI/CD configuration"],"requires":["Node.js 18+ for building Astro site","Markdown knowledge for writing documentation","Deployment platform for static site (Netlify, Vercel, GitHub Pages)","Understanding of Astro Starlight configuration"],"input_types":["Markdown documentation files","Astro components for custom layouts","Configuration files for site structure"],"output_types":["Static HTML documentation site","Search index for documentation","Deployed documentation URL"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"saas-ai-starter__headline","uri":"capability://app.builders.open.source.saas.boilerplate.with.ai.integration","name":"open-source saas boilerplate with ai integration","description":"A fully open-source SaaS starter template that provides developers with a complete foundation to quickly build and launch Software-as-a-Service applications, featuring built-in AI integration, authentication, payment processing, and an admin dashboard.","intents":["best open-source SaaS template","SaaS starter for AI integration","free SaaS boilerplate for developers","how to build SaaS with AI features","production-ready SaaS template for quick deployment"],"best_for":["developers looking to build SaaS applications quickly"],"limitations":[],"requires":[],"input_types":[],"output_types":[],"categories":["app-builders"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":55,"verified":false,"data_access_risk":"high","permissions":["Node.js 18+","Wasp CLI installed (npm install -g wasp)","Basic understanding of React and Node.js concepts","PostgreSQL database for production (SQLite for development)","OAuth provider credentials (Google, GitHub) if using social login","Email service API key (SendGrid, Mailgun) for password reset emails","PostgreSQL database to store user credentials and sessions","HTTPS in production for secure cookie transmission","Playwright installed (npm install -D @playwright/test)","Running application instance (local or deployed)"],"failure_modes":["Wasp DSL has a learning curve — developers must understand Wasp-specific syntax and conventions rather than pure TypeScript/React patterns","Limited to Wasp's opinionated tech stack (React, Node.js, Prisma) — cannot swap out core frameworks","Deployment is optimized for specific platforms (Fly.io, Netlify); 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