The Knowledge Discovery Toolbox (KDT) provides domain experts with a simple interface to analyze very large graphs quickly and effectively without requiring knowledge of the underlying graph representation or algorithms. The current version provides a selection of functions on attributed semantic graphs, directed graphs, and sparse matrices, from simple exploratory functions to complex algorithms. Because KDT is open-source, it can be customized or extended by interested (and intrepid) users.