Dry lists of bullet points are a turn-off; they give the impression that the company just wants a warm body.
I also avoid companies that rely on hyperbole in their job ads--"rockstar," "ninja," "guru," etc. They give the impression that the one who wrote the job ad and/or the hiring manager have no idea how to truly quantify good talent.