How can I start the Google App Engine Java development server from JUnit?

I want to write automated tests that run against the local development web server. It's easy enough to write tests against the underlying services (http://ift.tt/1Bn4wcO), but I'd like to test my full stack. I could start and kill the server using Runtime.exec(), but I'm hoping someone has developed a more elegant solution.