I really wish the folks publishing these apps would have a demo page or some information on their front page, rather than just immediately trying to get an OAuth token from me.
So in our case (Icebreaker), our site actually does have a good amount of pre-login info, but this gallery is choosing to only link directly to our OAuth login flow.
there are some reviews and writeups under the gallery, but yes I wished it too sometimes