starcoder2:7b
OLLAMA GGUFstarcoder2 · 7B · Q4_0
Mar 2, 2026 · Apple M4
gemma4:e2b-mlx
OLLAMA GGUFAug 25, 2026 · Apple M1 Pro
Global Score
35 vs 82
Hardware Fit
97 vs 99
Quality Score
8 vs 75
Hardware
starcoder2:7b gemma4:e2b-mlx
MachineMacBook AirMacBook Pro
CPUApple M4Apple M1 Pro
Cores1010
RAM32 GB16 GB
GPUApple M4Apple M1 Pro
OSmacOS 26.3macOS 26.6.2
Archarm64arm64
Power Modebalancedbalanced
Performance
starcoder2:7b gemma4:e2b-mlx
Tokens/sec23.870.4
First chunkN/A96 ms
TTFT251 ms96 ms
Load time0.4 s2.5 s
Memory usage6.3 GB5.7 GB
Memory %20%36%
HW Fit Score Breakdown
starcoder2:7b
Speed
37/50
TTFT
30/20
Memory
30/30
gemma4:e2b-mlx
Speed
50/50
TTFT
20/20
Memory
29/30
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
gemma4:e2b-mlx
Reasoning
14/20
Coding
14/20
Instruction
15/20
Structured
15/15
Math
7/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Weak 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