Reviewing "L.A. Reggae" in "" (1981), Robert Christgau said, "there are modernization moves, of course—two get-out-the-vote songs (just what George needs) plus the mysterious reggae conceit plus a heartfelt if belated antiwar song—but basically this is just Johnny nasalizing on some fine old memories.