Api: Increasing project visiblity: project feature access_level "cannot have higher visiblity than repository access level"

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Problem

When setting the visibility of project (from private to internal in our case) via the api, the api returns an error of "project_feature.merge_requests_access_level cannot have higher visibility level than repository access level" and "project_feature.builds_access_level cannot have higher visibility level than repository access level".

No other settings are being changed, just the visibility. Changing the visibility via the web UI does not create the same problem.