Like RL? Like Matlab? Don't like the Matlab RL toolbox because it's not very good? Me too, this package will expose any valid matlab env to python.
You will need to install the Matlab engine API for python: https://www.mathworks.com/help/matlab/matlab_external/install-the-matlab-engine-for-python.html