Imaging plays a crucial role across various scientific disciplines, particularly in life sciences. However, image data often proves complex, and the volume of images requiring analysis is steadily increasing, especially in high-content screening (HCS) experiments involving cell lines or other organisms. Specifically, analysis pipelines must align to the FAIR principles, ensuring they are reusable and interchangeable across different domains