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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3-coder:30b-a3b-q8_0

OLLAMA GGUF

qwen3moe · 30.5B · Q8_0

Good

Jun 18, 2026 · AMD Ryzen 5 5500U

Global Score
85 vs 78
Hardware Fit
64 vs 54
Quality Score
94 vs 88

Hardware

gemma-4-31b-it-mlx qwen3-coder:30b-a3…
MachineMacBook ProHP HP Pavilion Laptop 15-eh1xxx
CPUApple M4 MaxAMD Ryzen 5 5500U
Cores1612
RAM128 GB63 GB
GPUApple M4 MaxAMD Radeon(TM) Graphics
OSmacOS 26.5.2Microsoft Windows 10 Enterprise LTSC 10.0.19044
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx qwen3-coder:30b-a3…
Tokens/sec13.68.0
First chunk16 ms1468 ms
TTFT558 ms1.5 s
Load time12.3 s114.5 s
Memory usage0.0 GB33.5 GB
Memory %0%53%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

qwen3-coder:30b-a3b-q8_0

Speed
11/50
TTFT
19/20
Memory
24/30

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:30b-a3b-q8_0

Reasoning
17/20
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:30b-a3… 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