Inpainting with Stable Diffusion & Replicate is a software tool that enables users to fill in missing parts of an image, through a combination of stable diffusion and replica algorithms. The tool works by analyzing the surrounding area of the missing portion and then creating a replica of the image that fills in the missing portion.