Back to leaderboard

qwen3:8b

OLLAMA GGUF

qwen3 · 8.2B · Q4_K_M

Excellent

Mar 7, 2026 · Intel Core™ i5-14600KF

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

Global Score
81 vs 67
Hardware Fit
95 vs 67
Quality Score
75 vs 67

Hardware

qwen3:8b codestral:22b
MachineASUSNVIDIA NVIDIA_DGX_Spark
CPUIntel Core™ i5-14600KFCortex-X925
Cores2020
RAM32 GB122 GB
GPUNVIDIA GeForce RTX 4070 Ti SUPERDevice 2e12
OSMicrosoft Windows 11 Famille 10.0.26200Ubuntu 24.04.4 LTS
Archx64arm64
Power Modebalancedperformance

Performance

qwen3:8b codestral:22b
Tokens/sec108.317.2
First chunk169 ms129 ms
TTFT169 ms129 ms
Load time1.7 s11.6 s
Memory usage5.6 GB18.9 GB
Memory %18%16%

HW Fit Score Breakdown

qwen3:8b

Speed
50/50
TTFT
20/20
Memory
25/30

codestral:22b

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

Quality

qwen3:8b

Reasoning
15/20
Coding
16/20
Instruction
14/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak 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
View qwen3:8b details | View codestral:22b 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