 Music critic John Harris finds the cover most reminiscent of the photos Kirchherr took in Hamburg of Lennon, Harrison and Stuart Sutcliffe using the "half-lit technique" and says that, together with songs such as "Roll Over Beethoven" and "Money (That's What I Want)", "With the Beatles" thereby represents "a canny repackaging of their early '60s incarnation