gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

aya:8b

OLLAMA GGUF

command-r · 8.0B · F16

Good

Mar 1, 2026 · Apple M4

Global Score

85 vs 66

Hardware Fit

64 vs 92

Quality Score

94 vs 55

Hardware

gemma-4-31b-it-mlx aya:8b

MachineMacBook ProMacBook Air

CPUApple M4 MaxApple M4

Cores1610

RAM128 GB32 GB

GPUApple M4 MaxApple M4

OSmacOS 26.5.2macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx aya:8b

Tokens/sec13.620.0

First chunk16 msN/A

TTFT558 ms300 ms

Load time12.3 s0.9 s

Memory usage0.0 GB6.0 GB

Memory %0%19%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

aya:8b

Speed

32/50

TTFT

30/20

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

aya:8b

Reasoning

10/20

Coding

6/20

Instruction

13/20

Structured

15/15

Math

2/15

Multilingual

9/10

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

View gemma-4-31b-it-mlx details | View aya:8b 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