Kelly Branch is a stream located in Cocke County, Tennessee. It appears on the Neddy Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,206.19 feet (367.65 m) above sea level. The nearest populated place is Long Creek, approximately 1.4 miles to the NNE.