Namely, do you still get the benefits of any Ioun Stones it's currently 'holding' for you, as well as any of the normal familiar benefits; for one example the +1 Natural Armor AC to the master?
Thank you in advance.
Yes, you keep all the benefits (ioun stones, +1 NA, Alertness, whatever), since the spell doesn't mention losing them.