I think it should probably support scikit as well as any other library, since it's only making suggestions of hyper-parameters based on recorded/historical observations or random evaluations.
At least that's the behaviour of the platform[1] I am working on.
[1]: https://github.com/polyaxon/polyaxon#hyperparameters-tuning