Auto Close Tolerance

I'm betting this has been addressed before. I have a series of complex shapes that look like solid shapes but they are separated. When I try to auto close, the lines shoot all over the place. The open ends of the lines are physically touching or at least very close.

Can you set a tolerance so that two lines touching each other connect?

Thanks guys