codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

qwen3.8-27b-mlx

LM-STUDIO UNKNOWN

27B

Good

Aug 17, 2026 · Apple M5 Max

Global Score

67 vs 66

Hardware Fit

67 vs 91

Quality Score

67 vs 55

Hardware

codestral:22b qwen3.8-27b-mlx

MachineNVIDIA NVIDIA_DGX_SparkMacBook Pro

CPUCortex-X925Apple M5 Max

Cores2018

RAM122 GB64 GB

GPUDevice 2e12Apple M5 Max

OSUbuntu 24.04.4 LTSmacOS 27.0

Archarm64arm64

Power Modeperformancebalanced

Performance

codestral:22b qwen3.8-27b-mlx

Tokens/sec17.233.2

First chunk129 ms7 ms

TTFT129 ms311 ms

Load time11.6 sN/A

Memory usage18.9 GB0.5 GB

Memory %16%1%

HW Fit Score Breakdown

codestral:22b

Speed

17/50

TTFT

20/20

Memory

30/30

qwen3.8-27b-mlx

Speed

41/50

TTFT

20/20

Memory

30/30

Quality

codestral:22b

Reasoning

11/20

Coding

17/20

Instruction

9/20

Structured

14/15

Math

6/15

Multilingual

10/10

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

qwen3.8-27b-mlx

Reasoning

19/20

Coding

13/20

Instruction

6/20

Structured

0/15

Math

14/15

Multilingual

3/10

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

View codestral:22b details | View qwen3.8-27b-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