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qwen3-coder:30b

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Excellent

Jun 18, 2026 · AMD Ryzen 5 5500U

cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
82 vs 77
Hardware Fit
71 vs 92
Quality Score
87 vs 70

Hardware

qwen3-coder:30b cogito:8b
MachineHP HP Pavilion Laptop 15-eh1xxxMacBook Air
CPUAMD Ryzen 5 5500UApple M4
Cores1210
RAM63 GB32 GB
GPUAMD Radeon(TM) GraphicsApple M4
OSMicrosoft Windows 10 Enterprise LTSC 10.0.19044macOS 26.3
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3-coder:30b cogito:8b
Tokens/sec14.321.0
First chunk869 ms312 ms
TTFT869 ms312 ms
Load time0.3 s0.8 s
Memory usage20.5 GB10.4 GB
Memory %32%33%

HW Fit Score Breakdown

qwen3-coder:30b

Speed
22/50
TTFT
20/20
Memory
29/30

cogito:8b

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

Quality

qwen3-coder:30b

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: Strong 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