starcoder2:7b
OLLAMA GGUFstarcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
slim-rpcache-ornith-1.0-9b
LM-STUDIO GGUFqwen35 · 9B · BF16
Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
Global Score
35 vs 79
Hardware Fit
97 vs 78
Quality Score
8 vs 79
Hardware
starcoder2:7b slim-rpcache-ornit…
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
starcoder2:7b slim-rpcache-ornit…
Tokens/sec23.852.3
First chunkN/A11 ms
TTFT251 ms177 ms
Load time0.4 sN/A
Memory usage6.3 GB25.6 GB
Memory %20%84%
HW Fit Score Breakdown
starcoder2:7b
Speed
37/50
TTFT
30/20
Memory
30/30
slim-rpcache-ornith-1.0…
Speed
50/50
TTFT
20/20
Memory
8/30
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
slim-rpcache-ornith-1.0…
Reasoning
16/20
Coding
16/20
Instruction
14/20
Structured
14/15
Math
9/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate 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