Personally I think that the main difference with Baptists and the CofC is that with Church of Christ, baptism is mandatory, wheras with Baptists it isn't. Catholics also have mandatory "baptism", except its not really the same baptism that the 1st century converts practiced.
They don't believe in instrumental music either.