Back to leaderboard

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

qwen3:8b

OLLAMA GGUF

qwen3 · 8.2B · Q4_K_M

Excellent

Apr 28, 2026 · Intel Xeon® Gold 6230

Global Score
67 vs 80
Hardware Fit
67 vs 85
Quality Score
67 vs 78

Hardware

codestral:22b qwen3:8b
MachineNVIDIA NVIDIA_DGX_SparkHP HP Z8 G4 Workstation
CPUCortex-X925Intel Xeon® Gold 6230
Cores2080
RAM122 GB252 GB
GPUDevice 2e12TU104GL [Quadro RTX 5000]
OSUbuntu 24.04.4 LTSUbuntu 24.04.4 LTS
Archarm64x64
Power Modeperformancelow-power

Performance

codestral:22b qwen3:8b
Tokens/sec17.265.1
First chunk129 ms289 ms
TTFT129 ms4.2 s
Load time11.6 s4.6 s
Memory usage18.9 GB5.6 GB
Memory %16%2%

HW Fit Score Breakdown

codestral:22b

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

qwen3:8b

Speed
50/50
TTFT
5/20
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

qwen3:8b

Reasoning
17/20
Coding
10/20
Instruction
14/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong
View codestral:22b details | View qwen3:8b 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