The Powerful Benchmarker is a research-oriented library for running large-scale benchmarks on ML models. It provides infrastructure for experiment management, dataset handling, and systematic evaluation across model configurations. The library supports domain adaptation methods and metric learning approaches, and includes tools for creating publication-ready results in LaTeX format.