Yes, I remember it well. It's next to the Pantheon. I remember getting those ancient, priceless books that couldn't be found anywhere else.
The second picture in your link reminds me a lot of the NY (City) Public Library reading room. Loved that place when I lived there, one of my favorites. I understand Isaac Asimov did too.