The application of molecular descriptors is not limited only to QSAR/QSPR but also to the determination of similarity of molecules. The descriptors of continuous values may be gathered into a vector and the similarity as a Euclidean distance between two molecules can be computed. The bits representation vectors are the basis for calculating similarity coefficients, like the Tanimoto index.