Rock & Roll Hall of Fame Covers EP is a digital-only EP the band released in 2012 to commemorate the band's own induction into the Rock and Roll Hall of Fame that same year. It consists of six tracks, all covers of previous Rock and Roll Hall of Fame inductees who influenced the band. All six songs have been previously featured on other releases by the band. Four of the six tracks had never been released digitally before.
- "A Teenager in Love" (Dion and the Belmonts) - 3:00
- B-side to the "By the Way" single, 2002.
- "Havana Affair" (The Ramones) - 2:19
- Taken from We're a Happy Family: A Tribute to Ramones, 2003.
- "Search and Destroy" (Iggy Pop & The Stooges) - 3:32
- B-side to the "Give It Away" single, 1991.
- "Everybody Knows This is Nowhere" (Live) (Neil Young) - 2:17
- Taken from a live show from the I'm With You Official Bootlegs, 2011/2012.
- "I Get Around" (Live) (The Beach Boys) - 2:19
- Performed during Brian Wilson's 2005 MusiCares tribute which was released on DVD.
- "Suffragette City" (Live) (David Bowie) - 3:42
- B-side to the "Aeroplane" Limited CD single, 1996.