Uncertainty Toolbox provides standard metrics to quantify and compare predictive uncertainty estimates, gives intuition for these metrics, produces visualizations of these metrics/uncertainties, and implements simple "re-calibration" procedures to improve these uncertainties. This toolbox currently focuses on regression tasks.