gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

adityakale/kotakneo

OLLAMA GGUF

Good

Aug 5, 2026 · AMD RYZEN AI MAX+ 395

Global Score

85 vs 77

Hardware Fit

64 vs 100

Quality Score

94 vs 67

Hardware

gemma-4-31b-it-mlx adityakale/kotakneo

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 adityakale/kotakneo

Tokens/sec13.681.2

First chunk16 ms183 ms

TTFT558 ms183 ms

Load time12.3 s2.5 s

Memory usage0.0 GB17.8 GB

Memory %0%14%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed

14/50

TTFT

20/20

Memory

30/30

adityakale/kotakneo

Speed

50/50

TTFT

20/20

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

adityakale/kotakneo

Reasoning

11/20

Coding

14/20

Instruction

16/20

Structured

14/15

Math

3/15

Multilingual

9/10

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

View gemma-4-31b-it-mlx details | View adityakale/kotakneo 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