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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3-coder:latest

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Good

May 24, 2026 · Intel Gen Intel® Core™ i7-1355U

Global Score
85 vs 76
Hardware Fit
64 vs 51
Quality Score
94 vs 87

Hardware

gemma-4-31b-it-mlx qwen3-coder:latest
MachineMacBook ProDell Inc. Inspiron 15 3530
CPUApple M4 MaxIntel Gen Intel® Core™ i7-1355U
Cores1612
RAM128 GB31 GB
GPUApple M4 MaxRaptor Lake-P [Iris Xe Graphics]
OSmacOS 26.5.2cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

gemma-4-31b-it-mlx qwen3-coder:latest
Tokens/sec13.67.6
First chunk16 ms2037 ms
TTFT558 ms2.0 s
Load time12.3 s8.7 s
Memory usage0.0 GB18.9 GB
Memory %0%61%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

qwen3-coder:latest

Speed
13/50
TTFT
18/20
Memory
20/30

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

qwen3-coder:latest

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View gemma-4-31b-it-mlx details | View qwen3-coder:latest 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