gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

muse-glimmer

OLLAMA GGUF

Good

Sep 5, 2026 · AMD RYZEN AI MAX+ 395

Global Score

85 vs 74

Hardware Fit

64 vs 41

Quality Score

94 vs 88

Hardware

gemma-4-31b-it-mlx muse-glimmer

MachineMacBook ProAZW GTR Pro

CPUApple M4 MaxAMD RYZEN AI MAX+ 395

Cores1632

RAM128 GB125 GB

GPUApple M4 MaxRadeon 8060S

OSmacOS 26.5.2Ubuntu 24.04.4 LTS

Archarm64x64

Power Modebalancedlow-power

Performance

gemma-4-31b-it-mlx muse-glimmer

Tokens/sec13.612.1

First chunk16 ms8749 ms

TTFT558 ms8.7 s

Load time12.3 s0.3 s

Memory usage0.0 GB0.0 GB

Memory %0%0%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

muse-glimmer

Speed

10/50

TTFT

1/20

Memory

30/30

Quality

gemma-4-31b-it-mlx

Reasoning

19/20

Coding

19/20

Instruction

18/20

Structured

15/15

Math

14/15

Multilingual

9/10

Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

muse-glimmer

Reasoning

18/20

Coding

18/20

Instruction

13/20

Structured

14/15

Math

15/15

Multilingual

10/10

Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

View gemma-4-31b-it-mlx details | View muse-glimmer details

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest