Try looking at shelf and see recommendations based on shelf by shelf. The more specialized a shelf is, the more rare books it has, the most likely the books it tries to recommend might be halfway interesting.

But sadly book recommendations is somehting no algorithm is good at, at least for me. People are really great at that, or some people are, for some genres and some specific other readers, but algorithms, no.