Put boards with nails sticking up in your garden if you have one under a window. If someone steps there to get into the window, they get a nail through the foot.

I'd suggest a baseball bat, minimum. Not as close for combat as a knife but close enough. I'm not sure what a BB could even do other than make someone giggle a little bit as they keep moving toward you.