Back to leaderboard

qwen3-coder:latest

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Good

May 24, 2026 · Intel Gen Intel® Core™ i7-1355U

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
76 vs 67
Hardware Fit
51 vs 67
Quality Score
87 vs 67

Hardware

qwen3-coder:latest codestral:22b
MachineDell Inc. Inspiron 15 3530NVIDIA NVIDIA_DGX_Spark
CPUIntel Gen Intel® Core™ i7-1355UCortex-X925
Cores1220
RAM31 GB122 GB
GPURaptor Lake-P [Iris Xe Graphics]Device 2e12
OScachyos rollingUbuntu 24.04.4 LTS
Archx64arm64
Power Modelow-powerperformance

Performance

qwen3-coder:latest codestral:22b
Tokens/sec7.617.2
First chunk2037 ms129 ms
TTFT2.0 s129 ms
Load time8.7 s11.6 s
Memory usage18.9 GB18.9 GB
Memory %61%16%

HW Fit Score Breakdown

qwen3-coder:latest

Speed
13/50
TTFT
18/20
Memory
20/30

codestral:22b

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

Quality

qwen3-coder:latest

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: Adequate Multilingual: Strong

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

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