I think you still need a good grasp of linear algebra and difference equations to identify state variables and correctly set up the “model” or “plant” matrix, this is specific to the system so it can’t be provided by the framework. If you can do this, the rest of the Kalman filter is straightforward and can easily be done in numpy etc.