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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3.6-35b-a3b-claude-4.7-opus-reasoning-distilled-apex-mtp

LM-STUDIO GGUF

qwen35moe · 35B

Excellent

Jun 19, 2026 · AMD Ryzen 5 5600X 6-Core Processor

Global Score
85 vs 92
Hardware Fit
64 vs 87
Quality Score
94 vs 94

Hardware

gemma-4-31b-it-mlx qwen3.6-35b-a3b-cl…
MachineMacBook ProGigabyte Technology Co., Ltd. B550M AORUS PRO
CPUApple M4 MaxAMD Ryzen 5 5600X 6-Core Processor
Cores1612
RAM128 GB47 GB
GPUApple M4 MaxAD106 [GeForce RTX 4060 Ti]
OSmacOS 26.5.2cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

gemma-4-31b-it-mlx qwen3.6-35b-a3b-cl…
Tokens/sec13.642.6
First chunk16 ms13 ms
TTFT558 ms3.1 s
Load time12.3 sN/A
Memory usage0.0 GB23.2 GB
Memory %0%49%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

qwen3.6-35b-a3b-claude-…

Speed
50/50
TTFT
12/20
Memory
25/30

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

qwen3.6-35b-a3b-claude-…

Reasoning
20/20
Coding
16/20
Instruction
19/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

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