Penitentiary Mountain is a summit located in Madison County, Arkansas. It appears on the Weathers USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,312.01 feet (704.70 m) above sea level. The nearest populated place is Red Star, approximately 2.2 miles to the SE.