If you're getting a respectable weather report, they'll also include something called the “dew point” immediately after the temperature. The dew point tells you to what temperature the air would have to cool to reach full saturation, or reach 100% relative humidity. Looking at the dew point is the best way to determine how much moisture is present.
Must read in my book. I had no idea.