If you're willing to drive a little bit, the Old Village Roaster in Huntington (4th Ave) has a nice selection of coffee and their prices seem reasonable. I buy a lot of my coffee there and haven't been dissapponted yet! Sorry I can't recommend anything closer, I've only lived in the area a couple years and I'm not very familiar with Charleston.
Hop this helps!