How many credit cards are too many?

I've heard too many credit cards/open accounts can decrease credit. So far I have a secured Capitol One mastercard, Shell gas card and AE store card. In a couple months I'm going to try applying for an airline credit card. Would this be too many credit cards? If not, how many credit cards would someone have to have for their credit score to go down?