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qwen3-coder:30b-a3b-q8_0

OLLAMA GGUF

qwen3moe · 30.5B · Q8_0

Excellent

Jun 18, 2026 · Intel Core™ Ultra 9 285HX

cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
90 vs 77
Hardware Fit
89 vs 92
Quality Score
90 vs 70

Hardware

qwen3-coder:30b-a3… cogito:8b
MachineMicro-Star International Co., Ltd. Titan 18 HX AI A2XWJGMacBook Air
CPUIntel Core™ Ultra 9 285HXApple M4
Cores2410
RAM63 GB32 GB
GPUIntel(R) Graphics, NVIDIA GeForce RTX 5090 Laptop GPUApple M4
OSMicrosoft Windows 11 Home Single Language 10.0.26200macOS 26.3
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3-coder:30b-a3… cogito:8b
Tokens/sec43.121.0
First chunk957 ms312 ms
TTFT957 ms312 ms
Load time52.0 s0.8 s
Memory usage33.6 GB10.4 GB
Memory %53%33%

HW Fit Score Breakdown

qwen3-coder:30b-a3b-q8_0

Speed
46/50
TTFT
19/20
Memory
24/30

cogito:8b

Speed
42/50
TTFT
20/20
Memory
30/30

Quality

qwen3-coder:30b-a3b-q8_0

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

cogito:8b

Reasoning
14/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate 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