A Shepard Diagram is a visual representation used to assess the quality of multidimensional scaling (MDS) by plotting the original dissimilarities against the distances in the MDS configuration. It helps in evaluating how well the MDS configuration preserves the original data structure, with a perfect fit resulting in all points lying on the diagonal line of the plot.