Back to leaderboard

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3-coder:30b-a3b-q4_K_M

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Excellent

Jun 18, 2026 · Intel Core™ Ultra 9 285HX

Global Score
85 vs 91
Hardware Fit
64 vs 100
Quality Score
94 vs 87

Hardware

gemma-4-31b-it-mlx qwen3-coder:30b-a3…
MachineMacBook ProMicro-Star International Co., Ltd. Titan 18 HX AI A2XWJG
CPUApple M4 MaxIntel Core™ Ultra 9 285HX
Cores1624
RAM128 GB63 GB
GPUApple M4 MaxIntel(R) Graphics, NVIDIA GeForce RTX 5090 Laptop GPU
OSmacOS 26.5.2Microsoft Windows 11 Home Single Language 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx qwen3-coder:30b-a3…
Tokens/sec13.6175.3
First chunk16 ms224 ms
TTFT558 ms224 ms
Load time12.3 s6.1 s
Memory usage0.0 GB18.7 GB
Memory %0%30%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

qwen3-coder:30b-a3b-q4_…

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

qwen3-coder:30b-a3b-q4_…

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: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