Someone who is looking specifically for my game would probably type the whole name, if they can remember it, but I believe someone who is looking for museum games should also be able to find it by just typing "museum".
I know when I'm looking for a specific game on itch.io (or any other platform), unless the name is short and easy, I'm unlikely to type it all.