May 23, 2014 9:02 AM EDT

Actor/comedian Will Ferrell and Red Hot Chili Peppers drummer Chad Smith apparently have more in common than looking weirdly similar (especially when dressed in identical clothes): they’re both pretty good percussionists.

The two squared off against one another on The Tonight Show Starring Jimmy Fallon Thursday for a Fallon-sponsored drum-off.

The ensuing antics are pretty great, but what this drum-off really needs…is more cowbell.

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