Sphinx: can't get it tow work

I'm trying to use Sphinx to document a project I wrote (it's here). As far as I understand from reading this blog post, running sphinx-quickstart and sphinx-apidoc supposes to create the documentation directly from the docstrings in my code - but that doesn't happen, I get just the basic index.html. What am I missing?