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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

gptoss · 20.9B · MXFP4

OLLAMA GGUF

gptoss · 20.9 · MXFP4

Excellent

Jul 9, 2026 · Intel Core™ i5-10400

Global Score
85 vs 84
Hardware Fit
64 vs 69
Quality Score
94 vs 91

Hardware

gemma-4-31b-it-mlx gptoss · 20.9B · M…
MachineMacBook ProMac Pro
CPUApple M4 MaxIntel Core™ i5-10400
Cores1612
RAM128 GB32 GB
GPUApple M4 MaxAMD Radeon RX 6700 XT
OSmacOS 26.5.2macOS 26.5.1
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx gptoss · 20.9B · M…
Tokens/sec13.617.5
First chunk16 ms643 ms
TTFT558 ms7.7 s
Load time12.3 s0.0 s
Memory usage0.0 GB0.8 GB
Memory %0%3%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

gptoss · 20.9B · MXFP4

Speed
34/50
TTFT
5/20
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

gptoss · 20.9B · MXFP4

Reasoning
19/20
Coding
19/20
Instruction
13/20
Structured
15/15
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 gptoss · 20.9B · M… details

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$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest