Kelly Cove is a valley located in Marion County, Tennessee. It appears on the South Pittsburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 686.17 feet (209.14 m) above sea level. The nearest populated place is Smithtown, approximately 0.1 miles to the NW.