Strain So3.2b of the genus Pseudomonas was isolated from a soil sample from Robert Island (Antarctic Specially Protected Area 112), Antarctic. We report the complete genome sequence of this isolate, with a length of 6.17 Mbp and a GC content of 60.5%.