RTV is good, but I use Hylomar Blue since it seals and can be reused and easily separated.
A light coat on both sides and let it "dry" and assemble. disassemble, and reassemble, etc.
It is a great sealer because you won't tear up gaskets when you take them apart ans can reuse them several times.
Rolls Royce developed it for their jet engines and applies it to the parts at the factory and no other sealant necessary (spare parts).
I have reused head gaskets with Hylomar Blue as well and put a light coat on mating surfaces (following instructions) and I think it helps limit corrosion on the gasket as well.
It fills micro machining marks and voids.
But RTV will also work well as this is not a critical application IMHO