Two injured service members who had been transported to a hospital in Amman later died.
The official said the US government is working with the Jordanian government to try to learn more about what happened.
The US service members were shot as they approached the gate to a training facility, a US military official said.
One was killed at the time, while the wounded service members were transported to King Hussein Hospital in Amman.
