"Robert Mills" was laid down on 30 August 1944, under a Maritime Commission (MARCOM) contract, MC hull 2498, by the St. Johns River Shipbuilding Company, Jacksonville, Florida; she was sponsored by Mrs. Cecil L. McCall, the wife of St. Johns River SBC's leaderman, and was launched on 5 October 1944.