 Eric Clapton plays lead guitar on "The Challenge," and Steve Winwood shares lead vocals on "One in a Million" and contributes backing vocals and piano to "Ask Anybody," as well as playing synthesizer on several tracks.AllMusic's reviewer Stephen Thomas Erlewine retrospectively called "Christine McVie" "a collection of soft rock/pop and ballads that are pleasantly melodic and ingratiating.