Flagstaff Gulch is a valley located in Baker County, Oregon. It appears on the Virtue Flat USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,421.87 feet (1,042.99 m) above sea level. The nearest populated place is Baker City, approximately 5.5 miles to the SW.