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starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

qwen3-coder:30b

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Excellent

Jun 18, 2026 · AMD Ryzen 5 5500U

Global Score
35 vs 82
Hardware Fit
97 vs 71
Quality Score
8 vs 87

Hardware

starcoder2:7b qwen3-coder:30b
MachineMacBook AirHP HP Pavilion Laptop 15-eh1xxx
CPUApple M4AMD Ryzen 5 5500U
Cores1012
RAM32 GB63 GB
GPUApple M4AMD Radeon(TM) Graphics
OSmacOS 26.3Microsoft Windows 10 Enterprise LTSC 10.0.19044
Archarm64x64
Power Modebalancedbalanced

Performance

starcoder2:7b qwen3-coder:30b
Tokens/sec23.814.3
First chunkN/A869 ms
TTFT251 ms869 ms
Load time0.4 s0.3 s
Memory usage6.3 GB20.5 GB
Memory %20%32%

HW Fit Score Breakdown

starcoder2:7b

Speed
37/50
TTFT
30/20
Memory
30/30

qwen3-coder:30b

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

Quality

starcoder2:7b

Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

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

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