Gold Mine Branch is a stream located in Montgomery County, North Carolina. It appears on the Star USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 422.88 feet (128.89 m) above sea level. The nearest populated place is Okeewemee, approximately 2.2 miles to the NNW.