Offline issue tracking system?


Since our company work on customer's sites,
the Redmine hosted by the company is terribly slow.
And yes, our PM actually uses a huge Excel file for issue tracking.

So, I am looking for a GUI based issue tracking system somehow like Redmine,
which works offline and is able to push change when online.

But there seems no product meet my need...