The video is a parody of the George Lucas film THX 1138, and was rarely seen before being released on Greatest Video Hits 2 and the band's official YouTube page.
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In 1979, Jake Hooker worked with Hilly Michaels to capture a million dollar deal with Warner Bros. Records and a MTV video to promote Calling All Girls in 1980 with Roy Thomas Baker as the producer.
The first Roger Taylor song (however with Mercury on vocals) to be released as a single (albeit in selected countries, including the US and Australia, but not the UK), "Calling All Girls" failed to create much of an impact on the charts where it peaked at #60 in the US and #33 in Canada, despite its music video based on the George Lucas film THX 1138.