If I were to cancel my 3 store credit cards, would this help my credit score?

I've heard that the more credit history you have, the better it will be for huge purchases like a house. But since I just moved in my first apartment (I'm 25, I know I'm a late bloomer), I was thinking of all the extra money I would have just by not having to pay off those cards. Thanks in advance!