Mount Olive is an unincorporated community in Johnson County, in the U.S. state of Missouri.Priest, an early settler.[2] A post office called Priest was established in 1899, and remained in operation until 1902.This Johnson County, Missouri state location article is a stub.You can help Wikipedia by expanding it.