The report from Website Station states that ML Blocks is a no-code AI image generation and analysis workflow platform. This platform offers an intuitive drag-and-drop interface, enabling users to easily create complex image processing workflows without writing any code. ML Blocks primarily addresses the issue of batch image processing in the e-commerce sector, allowing users to create personalized image automation workflows. By using a graph-based workflow to connect different functional blocks, such as image editing functions and AI models, it achieves efficient image processing.