Gold Mine Branch is a stream located in Moore County, North Carolina. It appears on the Robbins USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 300.78 feet (91.68 m) above sea level. The nearest populated place is McConnell, approximately 0.6 miles to the SE.