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starling-lm:7b

OLLAMA GGUF

llama · 7B · Q4_0

Good

Mar 6, 2026 · Apple M4

qwen3-coder-next:latest

OLLAMA GGUF

qwen3next · 79.7B · Q4_K_M

Excellent

Mar 5, 2026 · AMD RYZEN AI MAX+ 395

Global Score
65 vs 82
Hardware Fit
96 vs 71
Quality Score
52 vs 87

Hardware

starling-lm:7b qwen3-coder-next:l…
MachineMacBook AirAZW GTR Pro
CPUApple M4AMD RYZEN AI MAX+ 395
Cores1032
RAM32 GB125 GB
GPUApple M4AMD Radeon 8060S
OSmacOS 26.3Ubuntu 24.04.4 LTS
Archarm64x64
Power Modebalancedperformance

Performance

starling-lm:7b qwen3-coder-next:l…
Tokens/sec23.834.5
First chunk232 ms262 ms
TTFT232 ms262 ms
Load time0.4 s16.4 s
Memory usage5.3 GB56.8 GB
Memory %17%46%

HW Fit Score Breakdown

starling-lm:7b

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

qwen3-coder-next:latest

Speed
34/50
TTFT
20/20
Memory
17/30

Quality

starling-lm:7b

Reasoning
10/20
Coding
13/20
Instruction
8/20
Structured
3/15
Math
9/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Poor Math: Adequate Multilingual: Strong

qwen3-coder-next:latest

Reasoning
18/20
Coding
18/20
Instruction
13/20
Structured
15/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate 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