Estimates Pfam profiles. UFO can cope with the rapidly growing amount of genomic and metagenomic sequence data. It is based on machine learning techniques. This tool classifies protein sequences. It employs a network with five hidden units and with three inputs which correspond to the particular discriminant score and the mean and maximum score over all models. It allows extraction whole genomes from highly diverse metagenomic samples.