The band's sound was described by NME as being "as eclectic as their name is confusing". Likened to Beck, Sonic Youth and Pavement, Mo-Ho-Bish-O-Pi have been reported as being "closer to the Flaming Lips with overtones of Bis and ABBA". Their "punky garage sound is evident on singles such as Drop Jaw and Playboy, while a melancholic and perhaps more accessible side is demonstrated on Names for Nameless Things.
The band's name is derived from Moho bishopi, the scientific name of the Moloka‘i ‘Ō‘ō, an extinct bird known to have lived in Hawaii. Martin Bimrose saw an article about the bird in the Readers Digest whilst waiting at the dentists. He thought that with some imaginative punctuation, "the name could be as mad as he is".
Following the bands demise (the group has been inactive since 2002), Mike Carter and Richard Arnold went on to form The International Karate Plus but they have since also ceased to exist. Richard Arnold now plays in King Alexander and Mike Carter is now in Heck with former members of legendary Cardiff band Sammo Hung.