Back to leaderboard

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

mistral:latest

OLLAMA GGUF

llama · 7.2B · Q4_K_M

Good

May 27, 2026 · AMD Ryzen 5 2600X Six-Core Processor

Global Score
85 vs 73
Hardware Fit
64 vs 100
Quality Score
94 vs 62

Hardware

gemma-4-31b-it-mlx mistral:latest
MachineMacBook ProMicro-Star International Co., Ltd. MS-7B79
CPUApple M4 MaxAMD Ryzen 5 2600X Six-Core Processor
Cores1612
RAM128 GB16 GB
GPUApple M4 MaxNVIDIA GeForce GTX 1080
OSmacOS 26.5.2Microsoft Windows 11 Famille 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx mistral:latest
Tokens/sec13.631.7
First chunk16 ms102 ms
TTFT558 ms102 ms
Load time12.3 s14.3 s
Memory usage0.0 GB4.8 GB
Memory %0%30%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

mistral:latest

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

Quality

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

mistral:latest

Reasoning
8/20
Coding
13/20
Instruction
16/20
Structured
12/15
Math
5/15
Multilingual
8/10
Reasoning: Weak Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong
View gemma-4-31b-it-mlx details | View mistral:latest 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