Ask HN: What is your personal opinion about GitHub stars?

Starring a Github repository has some interesting connotations attached with it. Github uses it for ranking repository popularity while stating it's use a form of bookmarking.

I personally feel that starring is one of the most underutilized features. How do you interact with a project once you star it? Do you revisit them often? Does a project's # stars signal reliability / adoption / hotness?