Clingman Mine Branch is a stream located in Avery County, North Carolina. It appears on the Elk Park USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,919.95 feet (890.00 m) above sea level. The nearest populated place is Kellerville, approximately 0.8 miles to the NE.