Cap Branch is a stream located in Kemper County, Mississippi. It appears on the Oak Grove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 193.57 feet (59.00 m) above sea level. The nearest populated place is Oak Grove, approximately 3.1 miles to the NW.