It's a collection of CSS styles and Javascript add-ons that stop your site from looking like a shitty craigslist rip off from 1996. Seriously, who wants that?
Docs: CSS, Components, Javascript
Finding the right gem, keeping it updated, and learning the syntax is a pain in the ass. Why not install Bootstrap the way you'd install new javascript libraries?