Image Tagging software

So, my comp is full of crap, and I can never find what the hell I'm looking for. I'm thinking that I ought to go through, delete everything that isn't awesome, and then move to a tag based system.

So, what are some good image tagging programs? What do you guys use/recommend?

Not being a dysfunctional drunkard/drug addict helps as well.

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