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Rapid-MLX lets you run LLMs locally on your Mac with blazing speed — 0.08s cached TTFT, 100% tool calling support, and 17 tool parsers. It's a drop-in OpenAI API replacement that works natively with Cursor, Claude Code, Aider, LangChain, and PydanticAI.