http://danga.com/demo/tags.html
Watch it learn which new/recent tags you use, and prioritize those more.
Only tested in Firefox. Should work everywhere else with minimal work, if it doesn't already.
And I'm sure this has been done a dozen times before, and better (Google Suggest), but I'm still kinda tickled that I can write JavaScript and actually have it work somewhat reliably nowadays.