The blonde bombshell and the singer turned Blue Bloods star began a flirtatious relationship when he appeared on her talk show in March.
More recently they spent the Fourth of July holiday together, according to Us Weekly, with a source telling the magazine, "they are having a lot of fun."
Both McCarthy and Wahlberg are divorced with kids.
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