Back to leaderboard

mistralai/magistral-small-2509

LM-STUDIO MLX

mistral3 · 24B · 4bit

Good

Mar 4, 2026 · Apple M4

unsloth/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_K_XL

Good

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

Global Score
74 vs 75
Hardware Fit
66 vs 48
Quality Score
78 vs 86

Hardware

mistralai/magistra… unsloth/gemma-4-12…
MachineMacBook AirDocker Container
CPUApple M4Intel Gen Intel® Core™ i9-11900H
Cores1016
RAM32 GB15 GB
GPUApple M4TigerLake-H GT1 [UHD Graphics]
OSmacOS 26.3Ubuntu 26.04 LTS
Archarm64x64
Power Modebalancedperformance

Performance

mistralai/magistra… unsloth/gemma-4-12…
Tokens/sec7.96.0
First chunk1356 ms27 ms
TTFT1.4 s5.1 s
Load timeN/A8.4 s
Memory usage13.2 GB0.0 GB
Memory %41%0%

HW Fit Score Breakdown

mistralai/magistral-sma…

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

unsloth/gemma-4-12b-it-…

Speed
10/50
TTFT
8/20
Memory
30/30

Quality

mistralai/magistral-sma…

Reasoning
14/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

unsloth/gemma-4-12b-it-…

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
View mistralai/magistra… details | View unsloth/gemma-4-12… 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