The RNAstrand tool is designed specifically to predict the reading direction of a multiple sequence alignment under the assumption that the alignment contains an evolutionary conserved RNA secondary structure. Our task at hand is a conceptually simple two class prediction problem for which we employ a support vector machine (SVM) [8]. The basic idea is to devise descriptors that utilize both the small asymmetry in the energy rules [9] and the asymmetric effect of GU base pairs.