Scaffold Hunter is a Java-based software tool for the analysis of structure-related biochemical data. It facilitates the interactive exploration of chemical space by enabling generation of and navigation in a scaffold tree hierarchy annotated with various data. The graphical visualization of structural relationships allows to analyze large data sets, e.g., to correlate chemical structure and biochemical activity