They claim other search tools are, "too slow, too hard to configure, or require too much software to be installed."

Something like OpenGrok (http://opengrok.github.io/OpenGrok/) seems fairly straightforward and only requires a servlet container beyond Java; 1 more piece of software than Hound.

Seems cool, but also that they reinvented the wheel instead of improving an existing project.