iOS solved this in like version 3 (well more specifically, safari did). For all the bitching HN does about safari at least they managed to get pdf viewing right on mobile.

On android I have to use a firefox fork called iceraven to be able to install pdf.js extension to use mozilla's own pdf.js to load pdf's in my tabs. Afaik, there's no other way to do it.