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qwen3.6-27b-mtp

LM-STUDIO GGUF

qwen35 · 27B · Q4_K_M

Excellent

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
87 vs 85
Hardware Fit
82 vs 64
Quality Score
89 vs 94

Hardware

qwen3.6-27b-mtp gemma-4-31b-it-mlx
MachineASUSMacBook Pro
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4 Max
Cores1616
RAM31 GB128 GB
GPUNVIDIA GeForce RTX 4090, RaphaelApple M4 Max
OScachyos rollingmacOS 26.5.2
Archx64arm64
Power Modeperformancebalanced

Performance

qwen3.6-27b-mtp gemma-4-31b-it-mlx
Tokens/sec43.913.6
First chunk10 ms16 ms
TTFT329 ms558 ms
Load timeN/A12.3 s
Memory usage23.1 GB0.0 GB
Memory %76%0%

HW Fit Score Breakdown

qwen3.6-27b-mtp

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

gemma-4-31b-it-mlx

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

Quality

qwen3.6-27b-mtp

Reasoning
18/20
Coding
17/20
Instruction
17/20
Structured
15/15
Math
12/15
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
View qwen3.6-27b-mtp 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