qwen3.5:9b-mlx

OLLAMA GGUF

nvfp4

Marginal

Aug 26, 2026 · Apple M1 Pro

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score

54 vs 67

Hardware Fit

81 vs 67

Quality Score

43 vs 67

Hardware

qwen3.5:9b-mlx codestral:22b

MachineMacBook ProNVIDIA NVIDIA_DGX_Spark

CPUApple M1 ProCortex-X925

Cores1020

RAM16 GB122 GB

GPUApple M1 ProDevice 2e12

OSmacOS 26.6.2Ubuntu 24.04.4 LTS

Archarm64arm64

Power Modebalancedperformance

Performance

qwen3.5:9b-mlx codestral:22b

Tokens/sec25.217.2

First chunk341 ms129 ms

TTFT6.3 s129 ms

Load time3.4 s11.6 s

Memory usage8.4 GB18.9 GB

Memory %52%16%

HW Fit Score Breakdown

qwen3.5:9b-mlx

Speed

50/50

TTFT

7/20

Memory

24/30

codestral:22b

Speed

17/50

TTFT

20/20

Memory

30/30

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

codestral:22b

Reasoning

11/20

Coding

17/20

Instruction

9/20

Structured

14/15

Math

6/15

Multilingual

10/10

Reasoning: Adequate Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Weak Multilingual: Strong

View qwen3.5:9b-mlx details | View codestral:22b 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