I had some very bad luck with my knees in high school and deal with the same pain you are describing on a daily basis. The best thing I ever bought for the pain was a knee brace with a hole for the knee cap. This holds my knee cap in place and is great for recovery. Running with it is hot and bothersome. But it helps tremendously.