Yes they are pretty safe to use. Some CPU connectors even might have lower gauge numbers so they can withstand a lot of current.
You don't even need the adapter you can simply by an CPU extender and repin it or you can buy a PCIe connector and hook that up instead of the CPU connector.
Keep in mind that the connections are reversed and always double check the polarity before plugging it in.