Describe the workflow you want to enable

This tool is great to run multiple scorers on a single estimator thanks to the caching mechanism. It is a bummer that it is not part of the public API.

Describe your proposed solution

Make it part of the public API

Describe alternatives you've considered, if relevant

No response

Additional context

No response