starcoder2:7b
OLLAMA GGUFstarcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
ornith-1.5-35b
LM-STUDIO GGUFqwen35moe · 35B · Q4_K_M
Aug 21, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
35 vs 85
Hardware Fit
97 vs 88
Quality Score
8 vs 84
Hardware
starcoder2:7b ornith-1.5-35b
MachineMacBook AirMicro-Star International Co., Ltd. MS-7E51
CPUApple M4AMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM32 GB31 GB
GPUApple M4NVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.3Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
starcoder2:7b ornith-1.5-35b
Tokens/sec23.880.4
First chunkN/A24 ms
TTFT251 ms231 ms
Load time0.4 sN/A
Memory usage6.3 GB20.2 GB
Memory %20%65%
HW Fit Score Breakdown
starcoder2:7b
Speed
37/50
TTFT
30/20
Memory
30/30
ornith-1.5-35b
Speed
50/50
TTFT
20/20
Memory
18/30
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
ornith-1.5-35b
Reasoning
14/20
Coding
18/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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