To create a rich, warmer finish, use shellac as the first sealer coat. It dries quickly and will create the same look to the wood that the polyurethane will.
Shellac starts out as a crusty protective coating secreted on tree branches in Asia and Thailand. In short supply following unfavorable weather conditions, now the supply, from Frances Liberon, has returned.