tl;dr OpenAI provided, a default-disabled, beta MCP interface. It will allow a person to view and enable various MCP tools. It requires human approval of the tool responses, shown as raw json. This won't protect against misuse, so they warn the reader to check the json against unintended prompts / consequences / etc.
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