Back to leaderboard

gemma4:12b-mlx

OLLAMA GGUF
Excellent

Jul 4, 2026 · Apple M2 Pro

qwen3.6-35b-a3b-mtp

LM-STUDIO GGUF

qwen35moe · 35B · IQ3_XXS

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score
91 vs 77
Hardware Fit
96 vs 55
Quality Score
89 vs 86

Hardware

gemma4:12b-mlx qwen3.6-35b-a3b-mtp
MachineMacBook ProDocker Container
CPUApple M2 ProIntel Gen Intel® Core™ i9-11900H
Cores1016
RAM16 GB15 GB
GPUApple M2 ProTigerLake-H GT1 [UHD Graphics]
OSmacOS 26.5Ubuntu 26.04 LTS
Archarm64x64
Power Modebalancedperformance

Performance

gemma4:12b-mlx qwen3.6-35b-a3b-mtp
Tokens/sec24.79.2
First chunk610 ms38 ms
TTFT610 ms4.7 s
Load time3.6 s46.7 s
Memory usage7.1 GB0.0 GB
Memory %45%0%

HW Fit Score Breakdown

gemma4:12b-mlx

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

qwen3.6-35b-a3b-mtp

Speed
16/50
TTFT
9/20
Memory
30/30

Quality

gemma4:12b-mlx

Reasoning
16/20
Coding
19/20
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

qwen3.6-35b-a3b-mtp

Reasoning
16/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
12/15
Multilingual
10/10
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