 The album is currently available on compact disc, with comprehensive liner notes by Richie Unterberger.Writing for AllMusic decades after the original LP release, Unterberger gave "What's Shakin' " a rating of three out of five stars.He called it "an odd, erratic, but interesting anthology of rare performances recorded by Elektra in the mid-'60s".