My brick chimney is shedding shards of brick all over my roof! What is going on?

It runs all the way through the house to the basement. I don't have a fireplace. What I believe to be the clean out door in the chimney, which is at my basement floor level, and made of metal, also seems to be rusting and leaking a small amount of water occasionally.