Back to leaderboard

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

qwen3.5:0.8b

OLLAMA GGUF

qwen35 · 873.44M · Q8_0

Not Rec.

Apr 29, 2026 · Intel Core™ i5-8350U

Global Score
67 vs 18
Hardware Fit
67 vs 53
Quality Score
67 vs 3

Hardware

codestral:22b qwen3.5:0.8b
MachineNVIDIA NVIDIA_DGX_SparkLENOVO 20L7CTO1WW
CPUCortex-X925Intel Core™ i5-8350U
Cores208
RAM122 GB23 GB
GPUDevice 2e12Kaby Lake-R GT2 [UHD Graphics 620]
OSUbuntu 24.04.4 LTSFedora Linux 43
Archarm64x64
Power Modeperformancelow-power

Performance

codestral:22b qwen3.5:0.8b
Tokens/sec17.29.4
First chunk129 ms799 ms
TTFT129 ms30.0 s
Load time11.6 s3.3 s
Memory usage18.9 GB1.9 GB
Memory %16%8%

HW Fit Score Breakdown

codestral:22b

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

qwen3.5:0.8b

Speed
23/50
TTFT
0/20
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

qwen3.5:0.8b

Reasoning
0/20
Coding
0/20
Instruction
2/20
Structured
0/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
View codestral:22b details | View qwen3.5:0.8b 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