Olive (also Rocky Point) is an unincorporated community in north central Powder River County, Montana, United States. It lies along Highway 59 northwest of the town of Broadus, the county seat of Powder River County. Its elevation is 3,232 feet (985 m). Although Olive is unincorporated, it has a post office, with the ZIP code of 59343.