laguna-xs-2.1

OLLAMA GGUF

Excellent

Aug 1, 2026 · AMD RYZEN AI MAX+ 395

mistralai/magistral-small-2509

LM-STUDIO MLX

mistral3 · 24B · 4bit

Good

Mar 4, 2026 · Apple M4

Global Score

84 vs 74

Hardware Fit

100 vs 66

Quality Score

77 vs 78

Hardware

laguna-xs-2.1 mistralai/magistra…

MachineAZW GTR ProMacBook Air

CPUAMD RYZEN AI MAX+ 395Apple M4

Cores3210

RAM125 GB32 GB

GPURadeon 8060SApple M4

OSUbuntu 24.04.4 LTSmacOS 26.3

Archx64arm64

Power Modelow-powerbalanced

Performance

laguna-xs-2.1 mistralai/magistra…

Tokens/sec65.97.9

First chunk281 ms1356 ms

TTFT281 ms1.4 s

Load time9.9 sN/A

Memory usage30.1 GB13.2 GB

Memory %24%41%

HW Fit Score Breakdown

laguna-xs-2.1

Speed

50/50

TTFT

20/20

Memory

30/30

mistralai/magistral-sma…

Speed

16/50

TTFT

20/20

Memory

30/30

Quality

laguna-xs-2.1

Reasoning

8/20

Coding

18/20

Instruction

16/20

Structured

14/15

Math

11/15

Multilingual

10/10

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

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

View laguna-xs-2.1 details | View mistralai/magistra… 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