Back to leaderboard

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

qwen3-coder:30b

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Excellent

Jun 18, 2026 · AMD Ryzen 5 5500U

Global Score
67 vs 82
Hardware Fit
67 vs 71
Quality Score
67 vs 87

Hardware

codestral:22b qwen3-coder:30b
MachineNVIDIA NVIDIA_DGX_SparkHP HP Pavilion Laptop 15-eh1xxx
CPUCortex-X925AMD Ryzen 5 5500U
Cores2012
RAM122 GB63 GB
GPUDevice 2e12AMD Radeon(TM) Graphics
OSUbuntu 24.04.4 LTSMicrosoft Windows 10 Enterprise LTSC 10.0.19044
Archarm64x64
Power Modeperformancebalanced

Performance

codestral:22b qwen3-coder:30b
Tokens/sec17.214.3
First chunk129 ms869 ms
TTFT129 ms869 ms
Load time11.6 s0.3 s
Memory usage18.9 GB20.5 GB
Memory %16%32%

HW Fit Score Breakdown

codestral:22b

Speed
17/50
TTFT
20/20
Memory
30/30

qwen3-coder:30b

Speed
22/50
TTFT
20/20
Memory
29/30

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-coder:30b

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
View codestral:22b details | View qwen3-coder:30b 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