pMMF is a high performance, general purpose, parallel C++ library for computing Multiresolution Matrix Factorizations at massive scales. In addition to its C++ API, pMMF can also be accessed from Matlab or through the command line. We demonstrate pMMF with an interactive visualization, showing what it does to graphs/networks.