Machine Gun Kelly and Megan Fox’s relationship is heating up.

The rapper, 30, and actress, 34, have seemingly confirmed that they’re dating after stepping out together in Sherman Oaks, Calif. on Monday.

According to the Daily Mail, the two left Mr. Furley’s Bar hand in hand before walking to MGK’s Cadillac Eldorado. MGK opened the door for his date before the couple shared a “quick yet passionate kiss” in the front seat.

The two previously showed off their chemistry in the steamy video for MGK’s “Bloody Valentine.” In March, they teamed up on set of the upcoming thriller Midnight in the Switchgrass in Puerto Rico.

Fox recently split from husband Brian Austin Green after nearly a decade of marriage. According to Us Weekly, the couple was “having issues for a while” before she grew close to Machine Gun Kelly.

“Megan and MGK have hooked up and they became intimate when Megan and Brian were separated, but hadn’t fully cut ties,” says a source.

MGK is gearing up to release his new album Tickets to My Downfall. He can also be seen in Pete Davidson’s semi-autobiographical movie King of Staten Island, which is out now.

UPDATE: MGK has confirmed his relationship with Megan Fox. He shared an Instagram Story of the two on a date, eating sushi and surrounded by roses while overlooking the sunset. “in love,” he captioned it.