I've installed the JustKaraoke application yesterday and it worked normally on Windows 10 x64. I didn't have to set up any compatibility information because there was no need for it. However, the software needs to be downloaded from a third party website. You can use the link I've posted below to look for the same version that I downloaded.
Note: The first website should be OK to download the installation package.