Not necessarily the cheapest, but Home Depot sells the BEST (built) brand of led bulbs: CREE.
I replaced all the lights in my house (except for the big florescent tube bulbs in the kitchen) with Cree brand leds. Good bulbs, and I think they were worth the money.