Yep, that's exactly what I was going to suggest. When my psychiatrist retired I asked my regular doctor if she could just write my prescriptions and we've been doing it that way for at least 5 years now.
I know the waiting list to get in to see psychiatrists can be unbearably long, so your primary care physician will probably be the fastest way to get back on meds.