Users are increasingly seeking tighter integration of Jupyter with tools like git and shared file systems to enhance accessibility for data scientists and machine learning engineers. While collaborative features are in demand, the open-source Jupyter ecosystem currently lacks robust solutions for real-time collaboration. Python remains the dominant language in Jupyter environments, but there is a growing interest in other kernels, particularly in academic settings.