Use # instead of underlining the header with = signs.
Add a "Getting Started" section to the README.

In the "Getting Started" section we introduce sergeant by building a
basic "Hello World" application. I'm worried that the first example
might be too complicated for a new user. The real value in sergeant is
that it scales.