I think having a single-page website is very valuable since it will allow people to use this as a homepage in any browser, without requiring an extension to be installed.
Another suggestion, now that I have this set as homepage, is to reduce the load time as much as possible. I expect it to load instantaneously, with no javascript or custom fonts - those are luxuries :) Ideally generate a static page for each book and serve one randomly.