Back to leaderboard

qwen3.5:9b-mlx

OLLAMA GGUF

nvfp4

Marginal

Aug 26, 2026 · Apple M1 Pro

qwen3.8-27b-uncensored-ymq-mtp

LM-STUDIO GGUF

qwen35 · 27B

Excellent

Sep 12, 2026 · AMD Ryzen 5 5600X 6-Core Processor

Global Score
54 vs 84
Hardware Fit
81 vs 81
Quality Score
43 vs 85

Hardware

qwen3.5:9b-mlx qwen3.8-27b-uncens…
MachineMacBook ProGigabyte Technology Co., Ltd. X570 AORUS PRO
CPUApple M1 ProAMD Ryzen 5 5600X 6-Core Processor
Cores1012
RAM16 GB32 GB
GPUApple M1 ProNVIDIA GeForce RTX 5070 Ti
OSmacOS 26.6.2Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

qwen3.5:9b-mlx qwen3.8-27b-uncens…
Tokens/sec25.218.3
First chunk341 ms9 ms
TTFT6.3 s522 ms
Load time3.4 s7.7 s
Memory usage8.4 GB14.9 GB
Memory %52%47%

HW Fit Score Breakdown

qwen3.5:9b-mlx

Speed
50/50
TTFT
7/20
Memory
24/30

qwen3.8-27b-uncensored-…

Speed
35/50
TTFT
20/20
Memory
26/30

Quality

qwen3.5:9b-mlx

Reasoning
14/20
Coding
2/20
Instruction
4/20
Structured
4/15
Math
10/15
Multilingual
9/10
Reasoning: Adequate Coding: Poor Instruction Following: Poor Structured Output: Weak Math: Adequate Multilingual: Strong

qwen3.8-27b-uncensored-…

Reasoning
16/20
Coding
18/20
Instruction
16/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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