adityakale/kotakneo
OLLAMA GGUFAug 5, 2026 · AMD RYZEN AI MAX+ 395
starling-lm:7b
OLLAMA GGUFllama · 7B · Q4_0
Mar 2, 2026 · Apple M4
Global Score
77 vs 63
Hardware Fit
100 vs 97
Quality Score
67 vs 49
Hardware
adityakale/kotakneo starling-lm:7b
MachineAZW GTR ProMacBook Air
CPUAMD RYZEN AI MAX+ 395Apple M4
Cores3210
RAM125 GB32 GB
GPURadeon 8060SApple M4
OSUbuntu 24.04.4 LTSmacOS 26.3
Archx64arm64
Power Modelow-powerbalanced
Performance
adityakale/kotakneo starling-lm:7b
Tokens/sec81.223.7
First chunk183 msN/A
TTFT183 ms234 ms
Load time2.5 s0.4 s
Memory usage17.8 GB5.3 GB
Memory %14%17%
HW Fit Score Breakdown
adityakale/kotakneo
Speed
50/50
TTFT
20/20
Memory
30/30
starling-lm:7b
Speed
37/50
TTFT
30/20
Memory
30/30
Quality
adityakale/kotakneo
Reasoning
11/20
Coding
14/20
Instruction
16/20
Structured
14/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor Multilingual: Strong
starling-lm:7b
Reasoning
11/20
Coding
13/20
Instruction
6/20
Structured
3/15
Math
8/15
Multilingual
8/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak Structured Output: Poor 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