fastapi-project-structure

Generates AI-powered content across various formats like blog posts, articles, scripts, and marketing copy with customizable parameters.

Implements retrieval-augmented generation (RAG) for enhanced AI query responses using advanced document indexing and semantic search techniques.

Demonstrates comprehensive testing strategies and design patterns for robust software quality assurance and test-driven development.

Enables seamless integration and interaction with Supabase database services for AI-powered development workflows and applications.

Enables seamless speech-to-text conversion by integrating advanced transcription services into AI workflows and applications.

Complete Resend email API integration for transactional emails, React Email templates, contacts, broadcasts, webhooks, and domain management

Validates and tests code implementations, ensuring robust functionality and identifying potential errors across different development scenarios.

AI memory management with Platform (hosted), Open Source (self-hosted with Supabase), and MCP (OpenMemory) support. Persistent conversation memory, user preferences, and graph relationships for AI applications.

Next.js App Router with AI SDK, Supabase, shadcn/ui. Single orchestration command plus utility commands for building modern AI-powered applications. Always uses latest dependency versions.

Validates and secures incoming webhook requests by implementing robust authentication and integrity checks.