 AllMusic editor Stephen Thomas Erlewine calls the song "a dense, brilliant, and soulful psychedelic rocker".In his liner notes to the compilation, Andy Davis, formerly the editor of "Record Collector" magazine, highlights "Sour Milk Sea" as "the greatest record The Beatles never made".According to John Winn