Permafrost is an extremely cold ecosystem that is inhabited by microorganisms with unique biochemical properties for potential biotechnological applications. Here, we present the complete genome sequence of Glutamicibacter sp. strain M10, which was isolated from a permafrost sample that had been collected at a depth of 2 m in West Spitsbergen, Norway.