Boxlab Visualizer is a tool for replaying and annotating multi-modal datasets synchronized to audio/video recordings for ground truth labeling. Many common data formats are supported, and visualizations are automatically populated with the most appropriate representation, such as time series, histogram, heat map, or cartesian space. BoxLab Visualizer is intended to facilitate free sharing of datasets and collaborative annotation.