MemSysExplorer is a comprehensive framework designed to promote memory-centric computing research across the different layers of the design stack via user-friendly characterization, simulation, and design space exploration tools. Our goal is to bring together experts from both industry and academia and enable cross-discipline collaborations between researchers in memory devices, circuits, computer architecture, computer systems, programming languages and compilers. This tutorial will showcase the up-to-date capabilities and main functionalities of MemSysExplorer. Domain experts will learn how to interface with specific parts of the framework and run full-system evaluations, as well as make contributions and feature requests to our ongoing community effort.