Members have included keyboardist Chris Cacavas (of Green on Red), bassist Paula Jean Brown (who was briefly a member of The Go-Go's and was married to Gelb at the time), Mark Walton (of The Dream Syndicate and Continental Drifters), drummer Tom Larkins (later to become a Jonathan Richman sideman). and Iain Shedden, drummer with Australian band The Saints. For a long while the band's rhythm section consisted of John Convertino and Joey Burns (of Calexico fame). In the early 2000s Howe Gelb reinvented the band again - this time with players from Denmark.
Guest artists over the last 3 decades have included Victoria Williams, Neko Case, Juliana Hatfield, PJ Harvey, Vic Chesnutt, Steve Wynn, Vicki Peterson, Rainer Ptacek, M. Ward, Isobel Campbell, nearly all members of the band Poi Dog Pondering, and Indiosa Patsy Jean (Gelb and Brown's daughter).