starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Mar 2, 2026 · Apple M4
gpt-oss:20b
OLLAMA GGUFgptoss · 20.9B · MXFP4
Jul 3, 2026 · AMD RYZEN AI MAX+ 395
Global Score
39 vs 94
Hardware Fit
100 vs 91
Quality Score
13 vs 95
Hardware
starcoder2:3b gpt-oss:20b
MachineMacBook AirFramework Desktop (AMD Ryzen AI Max 300 Series)
CPUApple M4AMD RYZEN AI MAX+ 395
Cores1032
RAM32 GB64 GB
GPUApple M4AMD Radeon(TM) 8060S Graphics
OSmacOS 26.3Microsoft Windows 11 Pro for Workstations 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
starcoder2:3b gpt-oss:20b
Tokens/sec49.448.0
First chunkN/A357 ms
TTFT155 ms2.3 s
Load time0.4 s0.2 s
Memory usage3.0 GB16.4 GB
Memory %9%26%
HW Fit Score Breakdown
starcoder2:3b
Speed
40/50
TTFT
30/20
Memory
30/30
gpt-oss:20b
Speed
50/50
TTFT
11/20
Memory
30/30
Quality
starcoder2:3b
Reasoning
0/20
Coding
2/20
Instruction
5/20
Structured
2/15
Math
2/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Poor Multilingual: Poor
gpt-oss:20b
Reasoning
19/20
Coding
19/20
Instruction
17/20
Structured
15/15
Math
15/15
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$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest