I have heard that an important ratio is credit available vs. credit taken (this is from Suze Orman).

Many people make the mistake of closing credit cards when they are no longer used. This can actually hurt their credit score because the above ratio goes down.

You may consider getting a credit limit increase. If you do this, but continue to use the cards in a limited fashion, your score may improve.