1. Neither of my friends are rich. 2. Neither of my friends is rich.
My inclination would be to use #1; though #2 is fine. The OED seems happy with "neither of" + noun phrase + plural verb, and gives an example:
3. Neither of us are the proper judges.
It also seems to be acceptable in...