adityakale/kotakneo

OLLAMA GGUF

Good

Aug 5, 2026 · AMD RYZEN AI MAX+ 395

qwen3.5-9b-mlx

LM-STUDIO MLX

qwen3_5 · 9B · 4bit

Marginal

Mar 11, 2026 · Apple M4

Global Score

77 vs 59

Hardware Fit

100 vs 65

Quality Score

67 vs 57

Hardware

adityakale/kotakneo qwen3.5-9b-mlx

MachineAZW GTR ProMac mini

CPUAMD RYZEN AI MAX+ 395Apple M4

Cores3210

RAM125 GB24 GB

GPURadeon 8060SApple M4

OSUbuntu 24.04.4 LTSmacOS 26.3

Archx64arm64

Power Modelow-powerbalanced

Performance

adityakale/kotakneo qwen3.5-9b-mlx

Tokens/sec81.214.3

First chunk183 ms24 ms

TTFT183 ms13.4 s

Load time2.5 s13.3 s

Memory usage17.8 GB2.5 GB

Memory %14%10%

HW Fit Score Breakdown

adityakale/kotakneo

Speed

50/50

TTFT

20/20

Memory

30/30

qwen3.5-9b-mlx

Speed

32/50

TTFT

3/20

Memory

30/30

Quality

adityakale/kotakneo

Reasoning

11/20

Coding

14/20

Instruction

16/20

Structured

14/15

Math

3/15

Multilingual

9/10

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

qwen3.5-9b-mlx

Reasoning

10/20

Coding

17/20

Instruction

5/20

Structured

9/15

Math

11/15

Multilingual

5/10

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

View adityakale/kotakneo details | View qwen3.5-9b-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