TreeRank is a R-package for building tree-based ranking rules through the tree induction method proposed in Clémençon and Vayatis (2009). It also comprise a list of routines for reading or visualizing ranking tress. It provides an easy-to-use GUI in order to perform model selection and interpret the results produced by this learning algorithm specifically designed for ROC optimization.