Yes, it can, I'm using it personally and can confirm that the PDF indexing works without you having to install anything else yourself, it seems like every binary needed for it to run is bundled together with the main app.
That's an advice to help people that's not into running. Consistency is much better to help people stick with a habit than trying to push themselves to the limit.