Upon release, "Silly Love Songs" generally received positive reviews from
music critics, despite a common criticism of the song lacking substance.
AllMusic's
Stephen Thomas Erlewine described the song, as well as its follow-up single, "
Let 'Em In", as "so lightweight that their lack of substance seems nearly defiant". Music critic
Robert Christgau called the two tracks "charming if lightweight singles", while
Rolling Stone critic Stephen Holden said "Silly Love Songs" was "a clever retort whose point is well taken".
Cash Box said that "the production is slick and the arrangement filled with drive" and that McCartney's "voice is as good as ever".
Record World said that "all the ingredients of a sure chart-topper are wrapped up in this delightful, fast moving number" with "awesome hooks". John Bergstrom of
PopMatters called the song "an exemplary piece of mid-‘70s pop production and a pure pleasure". In 2008, "Silly Love Songs" was listed at No. 31 on ''Billboard's Greatest Songs of All Time
, commemorating the 50th anniversary of the Billboard'' Hot 100 chart. ==Other recordings==