The Binary Morphometrics Analyzer is a Python-based graphical application for quantifying object morphometrics from images using binary image segmentation. The application allows users to load and process multiple images in a single session, define a physical scale, apply per-image binary and morphological filters, manually exclude features, and export both binary images and morphometric measurement files. This tool is intended for reproducible, image-based quantitative analysis in laboratory and research workflows. It was originally created to automate morphometric analyses of ichthyocarbonate grains for the Oehlert Biogeochemistry Lab at the Rosenstiel School of Marine, Atmospheric, & Earth Sciences at the University of Miami.