TokenAssemble

Runtime comparison

LM Studio vs MLX LM

LM Studio is a proprietary-licensed runtime for Linux · macOS · Windows running on CUDA · Metal · CPU · Vulkan · ROCm; MLX LM is MIT-licensed for macOS on Metal. LM Studio rates easier to set up (5/5 vs 4/5 in our sourced ratings). Pick LM Studio for people who want a desktop app and no terminal; pick MLX LM for maximum control over how the model runs.

SpecLM StudioMLX LM
LicenseproprietaryMIT
Operating systemsLinux · macOS · WindowsmacOS
GPU backendsCUDA · Metal · CPU · Vulkan · ROCmMetal
Installbinarypip
Ease of use5/54/5
Quant formatsgguf, mlxmlx
Enginellama.cpp|mlxmlx
GitHub stars6,236
Latest versionv0.31.3
Graphical app (GUI)YesNo
Server modeYesYes
OpenAI-compatible APIYesYes
CPU offloadYesNo
Multi-GPUYesNo
Speculative decodingNoNo
LoRA supportYesYes
KV-cache quantizationYesYes

Which should you use?

LM Studio

Best for people who want a desktop app and no terminal. Ships a graphical app, runs on CUDA · Metal · CPU · Vulkan · ROCm.

Full LM Studio guide →

MLX LM

Best for maximum control over how the model runs. Command line and server, runs on Metal.

Full MLX LM guide →

Neither runtime changes whether a model fits — that is your memory and quantization. Check your hardware first, then pick the runtime.

Sources: LM Studio lmstudio.ai (as of 2026-07-08); MLX LM github.com/ml-explore/mlx-lm (as of 2026-07-08).