MLX LM

Python package for running and tuning language models on Mac

80.0
Score in best local LLM runners

Ranked 9 of 10 in best local LLM runners

MIT-licensed Python package for running and tuning models with MLX on Mac, installed with pip or conda. Large models need macOS 15.0 or later, and the tool is limited to Mac computers, so it ranks below the cross-platform runners.

Best for Python scripting of local models on a Mac

About MLX LM

MLX LM provides command-line and Python tools for loading models in the MLX format and generating text with them. The README shows installation with pip or conda and a load-and-generate example. It also lists distributed inference and fine-tuning through mx.distributed. The repository is MIT licensed and had about 7,300 stars when checked.

The README says large models require macOS 15.0 or higher, so the package is limited to Mac computers. It suits Mac users who want to script local models in Python or tune them. Users on Windows or Linux may compare Ollama or llama.cpp, which are both in this ranking.

Key features

  • Python package
  • Command-line tools
  • Fine-tuning
  • Distributed inference
  • Model loading and generation

Strengths

  • MIT-licensed Python package
  • Installs with pip or conda
  • Distributed inference with mx.distributed

Limits

  • Runs only on Mac computers
  • Large models need macOS 15.0 or higher

Where MLX LM ranks

How MLX LM compares

ProductScorePricePlatformsInterfaceModel formatCloud option
#6KoboldCpp84.5Free and open sourceWindowsLinuxmacOSWeb interface (KoboldAI Lite)GGUFNot listed
#7textgen82.5Free and open sourceLinuxWindowsmacOSDesktop appLocal models loaded from diskNot listed
#8llamafile81.0Free and open sourceCommand linemacOSLinuxWindowsSingle executableSingle-file model bundlesNot listed
#9MLX LM80.0Free and open sourcemacOSCommand lineCommand line and PythonMLX format modelsNot listed
#10LocalAI79.0Free and open sourceSelf-hostedSelf-hosted serverSeveral model typesNot listed

The full comparison table for best local LLM runners has all 10 products.

Questions about MLX LM

Is MLX LM free?
MLX LM can be used without paying: MIT-licensed package is free to install and use. Check the vendor’s pricing page for current limits.
Is MLX LM open source?
Yes. MLX LM publishes its source code under the MIT license.
Which platforms does MLX LM support?
MLX LM is available on: macOS, Command line.
What is MLX LM best for?
Python scripting of local models on a Mac. In our ranking of local LLM runners it is number 9 of 10 with a score of 80.0.
What are the best alternatives to MLX LM?
The highest-ranked alternatives on listme.name are Ollama, llama.cpp, LM Studio, GPT4All.

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Ranked #9 of 10 local LLM runners on listme.name
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