Kelly Cove Branch is a stream located in Marion County, Tennessee. It appears on the Orme USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 620.64 feet (189.17 m) above sea level. The nearest populated place is Sweetens Cove, approximately 1.7 miles to the ESE.