Nick Neyland wrote a positive review of the song for Pitchfork, concluding that "...it’s through a brilliant kind of simplicity that all the parts of "Gun Has No Trigger" come together".[1]Spin described "Gun Has No Trigger" as "a sonic breath of fresh air".[3]