I've found generally it's fine for most things but issues come from when the scientific libraries are built with/without certain options. The lack of OpenMP for FFTW is annoying, for example.
Yes, that's of course a potential issue with any distribution. The good news is that's relatively easy to tweak their recipe to build your own version.