We’ve Got Incoming is a quote that was used in the cancelled Team Fortress 2 game. It is used in the Voice Communication demonstration and in 2007 it got on Youtube and it got quickly popular.
Why is it a meme? When users heard about that quote, everyone commented the same on the Voice Communication demonstration videos. There are a lot of Youtube comments about that on the old Team Fortress 2 videos.