Candy Mountain is a summit located in McCurtain County, Oklahoma. It appears on the Stephens Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,058.55 feet (322.65 m) above sea level. The nearest populated place is Stephens Gap, approximately 4.3 miles to the W.