While server-based platforms like Google Colab have been instrumental in advancing materials science research, they often require users to manage server resources and navigate the complexities of cloud computing environments. These platforms can introduce latency, particularly when reinstalling packages for each session, processing large datasets or running resource-intensive simulations, and may raise privacy concerns when sensitive data is processed on remote servers.