Expanded Distribution Coverage: Mathematica 11
I have asked this question and @Searke provided the following image (quite large when you click on it to follow its link) in the Mma.SE chat room.
Hope this helps.
You could always run
Names["System`*Distribution"]
There's some extraneous symbols in this list, but it seems fairly exhaustive.