Kelly Gulch is a valley located in Blaine County, Idaho. It appears on the Richardson Summit USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,848.65 feet (1,782.67 m) above sea level. The nearest populated place is Doniphan, approximately 3.5 miles to the SW.