Scribble Diffusion is a tool that allows users to draw something and then refine it into a more polished image with the click of a button. It provides a simple and intuitive interface where users can create their initial drawing and then apply the refinement process to enhance its quality. Additionally, there is a video tutorial available to assist users in learning how to build a similar app, providing guidance and insights into the process of creating image refinement applications.