We are a group of machine learning researchers and for the past four months, we've been working on ways to identify cheaters. Specifically, we've been working algorithms in the field of Deep Learning, which are massive neural networks that can handle high dimensional data. I'm happy to report that with about a hundred thousand training examples we were able to achieve a prediction accuracy of 99.8% with 0 false-positives. Here is a short video we made that demonstrates the idea: Such algorithms have millions of parameters and are computationally expensive to work on Minecraft servers. We've solved this by outsourcing the computation to our own servers, on which we run highly optimized code. If you're a server owner with more than 50 players, it would be great if you could help us test this out before we can actually release it. The plugin itself is about 100kb and does not perform much computation itself. (The major work is handled by our servers) Any feedback or discussion is also appreciated.