starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Mar 2, 2026 · Apple M4
qwen3.6-27b-mtp
LM-STUDIO GGUFqwen35 · 27B · Q5_K_M
Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
Global Score
39 vs 89
Hardware Fit
100 vs 85
Quality Score
13 vs 91
Hardware
starcoder2:3b qwen3.6-27b-mtp
MachineMacBook AirASUS
CPUApple M4AMD Ryzen 7 7800X3D 8-Core Processor
Cores1016
RAM32 GB31 GB
GPUApple M4NVIDIA GeForce RTX 4090, Raphael
OSmacOS 26.3cachyos rolling
Archarm64x64
Power Modebalancedperformance
Performance
starcoder2:3b qwen3.6-27b-mtp
Tokens/sec49.474.9
First chunkN/A3 ms
TTFT155 ms235 ms
Load time0.4 sN/A
Memory usage3.0 GB21.5 GB
Memory %9%70%
HW Fit Score Breakdown
starcoder2:3b
Speed
40/50
TTFT
30/20
Memory
30/30
qwen3.6-27b-mtp
Speed
50/50
TTFT
20/20
Memory
15/30
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
qwen3.6-27b-mtp
Reasoning
18/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
13/15
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