The relevance of analyzing the main core scaffold of a chemical compounds, in the the context of drug discovery, is particularly relevant because the central element drives the main molecule shape, arrange the substituents in their specific positions and take part of the biological activity itself. For this reason, systematic profiling of scaffold content of synthetic organic compounds for drug discovery is of utmost relevance.