Despite the critical acclaim surrounding the lead single, the album as a whole received negative reviews from critics. AllMusic critic Stephen Thomas Erlewine wrote: "Most of Rocket sounds exactly like somebody messing around with a four-track, more intent on capturing sounds, not songs. Usually, this would at least result in some interesting sounds, but O'Connor hasn't even managed that. At its core, Rocket sounds like a demo tape with one promising song."[3]
Pitchfork writer Ryan Schreiber said, "At any rate, you don't want Rocket in your record collection now or ever since the music sounds like a third-rate, decaffeinated version of Ned's Atomic Dustbin and because, by reading Pitchfork, you've already proven you have better taste than that (I hope)." Schreiber gave it an extremely negative rating of 1.2/10, falling under "Awful, not a single pleasant track". However, Schreiber wrote that "Phone Booth" "as a single, is going to sell like the Rubik's Cube.", but that "as an album? Let's face it: Three minutes is enough for even the most mind-numbed, tasteless societal outcast."[4]
