• A Streamlit webapp providing code-free access to Olympus. This manuscript is organized as follows. In Section II we review related efforts in benchmarking computational tools in the natural sciences. Section III delineates the updates to the Olympus package. In Section IV, we examine two case studies, which showcase the ease with which users can benchmark the performance of experiment planning strategies using Olympus. First, we compare the performance of several algorithms that support categorical parameters on the optimization of a Pd-catalyzed Suzuki-Miyaura cross-coupling reaction. Second, we show how the choice of ASF affects the multi-objective design of redox-active materials for nonaqueous flow batteries.