Mitchell Cove Branch is a stream located in Marion County, Tennessee. It appears on the Monteagle USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 720.54 feet (219.62 m) above sea level. The nearest populated place is Martin Springs, approximately 1.3 miles to the ESE.