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orcarouter/Qwen3.8-27B-Uncensored:iq4_xs

OLLAMA GGUF

qwen35 · 27.3B · IQ4_XS

Excellent

Sep 11, 2026 · Intel Core™ i5-10400

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
88 vs 85
Hardware Fit
69 vs 64
Quality Score
96 vs 94

Hardware

orcarouter/Qwen3.8… gemma-4-31b-it-mlx
MachineASUSMacBook Pro
CPUIntel Core™ i5-10400Apple M4 Max
Cores1216
RAM16 GB128 GB
GPUTodesk Virtual Display Adapter, AskLink Display Adapter (SDR), OrayIddDriver Device, NVIDIA GeForce RTX 3080Apple M4 Max
OSMicrosoft Windows 10 专业版 10.0.19045macOS 26.5.2
Archx64arm64
Power Modebalancedbalanced

Performance

orcarouter/Qwen3.8… gemma-4-31b-it-mlx
Tokens/sec39.513.6
First chunk220 ms16 ms
TTFT3.2 s558 ms
Load time13.7 s12.3 s
Memory usage14.2 GB0.0 GB
Memory %89%0%

HW Fit Score Breakdown

orcarouter/Qwen3.8-27B-…

Speed
50/50
TTFT
14/20
Memory
5/30

gemma-4-31b-it-mlx

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

Quality

orcarouter/Qwen3.8-27B-…

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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