The 'con' in neo-con stands for 'conservative' (unless I'm horribly misinformed). I'd say that it's less of a matter of 'there can be only two parties,' then it is of them being associated with each other by trying to use such a generic term to describe themselves.

Not the same. Look at Tea Party vs. Neo-Cons, same party, very different agenda.