Kelly Cove Branch is a stream located in Marion County, Tennessee. It appears on the South Pittsburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 614.45 feet (187.28 m) above sea level. The nearest populated place is Smithtown, approximately 0.6 miles to the ENE.