From what I hear, Scottrade has some of the lowest per trade costs out there.
However, I personally use TD Waterhouse because I don't make a ton of trades, and they offer an insanely vast amount of information regarding companies. Very useful when making educated decisions about where to stick your money...
Just my two cents
