If anyone can bring out the stars, it’s music legend Paul McCartney.

In the music video for the former Beatles’ new single “Queenie Eye,” off of his latest album New, it’s a game of “spot the celebrity” as everyone from Johnny Depp to Meryl Streep to supermodel Kate Moss shows up to rock out to McCartney’s new tune.

“Being in that room, especially being in that room with Paul, it’s quite a rush,” said Depp in a behind the scenes video of the shoot. “That’s the room that changed the world.”

So how many celebrities can you spot? Check out the video below to play along!