The longer any gaps are in your employment history, the more questions a potential employer may have about your judgment, your priorities, your desirability, and your skills stagnating. As long as quitting is not strictly necessary--like if you have an abusive boss or an unsafe working environment--it's better to search for a job while you are still employed and can prove that an employer sees you as valuable enough to keep on the payroll.