Graham will play a woman from Hank's past whose arrival upends his life and Rajskub will play a neurotic writer. Series star and executive producer David Duchovny plays Hank.
Production on the seventh season's 12 episodes is to begin later this month. They are to premiere in 2014.
Celebrity Breakups and divorces of 2014 [PHOTOS]