A second version of "My Friends" was filmed. To this date, Anthony, Flea and Chad all agree that they prefer the second version, which shows the band recording the song in the studio over the much more known version of them wearing dresses and in a boat. The band even included the second version and not the original on their Greatest HitsDVD.
On March 6, 2007 the Chili Peppers announced a contest for someone to direct a video for the song "Charlie" through their YouTube channel. The video winner has been chosen, however, the song being released as a single is still unknown.
On August 17, 2011, the band released the music video for The Adventures of Rain Dance Maggie. The video was originally directed by Kreayshawn however the band decided to shoot a second version with director, Marc Klasfeld and released his version. It is unknown why they decided not to go with Kreayshawn's video or if her video will ever be released.