Town of Mount Olive is a civil located in Covington County, Mississippi. It appears on the Magee South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 334.65 feet (102.00 m) above sea level. The nearest populated place is Mount Olive, approximately 0.5 miles to the N.