python-language-server[all] not working if installing with pip3

ice-python doesn't work when installing with the code `python3 -m pip install python-language-server[all]`. It does with `python -m pip install python-language-server[all]`. I have faced this problem in other packages, could someone explain me why does this happen?

As I have understood, pip is not going to be supported. So I'd rather prefer to install everything with pip3, instead of pip. Although, when I install a package with pip it's also available for python3 kernel.

I wouldn't like to have many duplicates, that's why I try to install all the packages with pip3. If you install with pip is the same than pip3? Problems like the one described above make me nuts to install packages with pip instead pip3.