Not sure why the site advertises "Just for OS X" as if it's a feature.

Have you tried using one of those IDEs written in Java?

Yes Pycharm and Webstorm are amazing

Sans the Java part.

They are written in Java. The platform that they're built on is available on GitHub:

https://github.com/JetBrains/intellij-community