From
this ticket it looks like the coolreader needs some work done before it's available again (I think that the .desktop file mentioned there is responsible for the appearance in menus, don't know about the rest).
I think they gave us the possibity to choose, but only one option to choose from, at least for the time being. Unless I missed something, of course.