mlx-lm provides tools for text generation and model fine-tuning with LLMs on Apple silicon. It integrates with Hugging Face Hub for easy access to thousands of models and supports quantized inference and LoRA fine-tuning. The package offers both a Python API and CLI tools for generation and chat interactions.