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qwen3-235b-a22b-t48-c8k:latest

OLLAMA GGUF

qwen3moe · 235.1B · Q4_K_M

Not Rec.

Aug 23, 2026 · Intel Xeon® E5-4650 v2

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
61 vs 85
Hardware Fit
31 vs 64
Quality Score
74 vs 94

Hardware

qwen3-235b-a22b-t4… gemma-4-31b-it-mlx
MachineDell Inc. PowerEdge R820MacBook Pro
CPUIntel Xeon® E5-4650 v2Apple M4 Max
Cores8016
RAM256 GB128 GB
GPUMicrosoft Remote Display Adapter, Microsoft Basic Display AdapterApple M4 Max
OSMicrosoft Windows Server 2022 Datacenter 10.0.20348macOS 26.5.2
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3-235b-a22b-t4… gemma-4-31b-it-mlx
Tokens/sec1.713.6
First chunk3351 ms16 ms
TTFT3.4 s558 ms
Load time0.0 s12.3 s
Memory usage134.2 GB0.0 GB
Memory %52%0%

HW Fit Score Breakdown

qwen3-235b-a22b-t48-c8k…

Speed
1/50
TTFT
6/20
Memory
24/30

gemma-4-31b-it-mlx

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

Quality

qwen3-235b-a22b-t48-c8k…

Reasoning
19/20
Coding
11/20
Instruction
7/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Weak Structured Output: Strong Math: Strong 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

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