I currently keep mine in a blockchain.info wallet as it was recommended to me a while back. I would certainly be interested to hear if there is something more desirable though.
The QT wallet. If you must use a lightweight, try electrum. I think electrum is secure IMO (correct me if I am wrong) but you have to know how to help yourself to the terminal in it.