May 23, 2014 at 2:20 am

Will Ferrell & Red Hot Chili Peppers' Chad Smith Battle in Drum-Off on 'Tonight Show' - Watch Now!

Will Ferrell and Red Hot Chili Peppers‘ Chad Smith rock the same outfits during an appearance on The Tonight Show Starring Jimmy Fallon on Thursday (May 22) in New York City.

During the appearance, the 46-year-old actor and the 52-year-old rocker entertained the crowd with a drum-off. Check out the video below!

PHOTOS: Check out the latest pics of Will Ferrell

Amanda Seyfried also made an appearance on the show, where she promoted her new film A Million Ways to Die in the West, which hits theaters on May 30.

Earlier in the week, Amanda and her beau Justin Long took a stroll with her pet pooch Finn.