Thank you so much for the link and your quick reply!
See: Which Distributions can be Compiled using RandomVariate
And for a list of the Heads of Compilable functions execute
Sort[Compile`CompilerFunctions[]]
(Note that some argument froms of the heads may not be compilable as you saw from the GammaDistributions)
