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qwen3-coder:latest

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Good

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

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

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

Hardware

qwen3-coder:latest gemma-4-31b-it-mlx
MachineDell Inc. Inspiron 15 3530MacBook Pro
CPUIntel Gen Intel® Core™ i7-1355UApple M4 Max
Cores1216
RAM31 GB128 GB
GPURaptor Lake-P [Iris Xe Graphics]Apple M4 Max
OScachyos rollingmacOS 26.5.2
Archx64arm64
Power Modelow-powerbalanced

Performance

qwen3-coder:latest gemma-4-31b-it-mlx
Tokens/sec7.613.6
First chunk2037 ms16 ms
TTFT2.0 s558 ms
Load time8.7 s12.3 s
Memory usage18.9 GB0.0 GB
Memory %61%0%

HW Fit Score Breakdown

qwen3-coder:latest

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

gemma-4-31b-it-mlx

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

Quality

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

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
View qwen3-coder:latest details | View gemma-4-31b-it-mlx 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