MedicalSeg is an easy-to-use 3D medical image segmentation toolkit that supports the whole segmentation process. Specially, We provide data preprocessing acceleration, high precision model on COVID-19 CT scans dataset and MRISpineSeg spine dataset, and a 3D visualization demo based on itkwidgets.