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orca-mini:7b

OLLAMA GGUF

llama · 7B · Q4_0

Marginal

Mar 1, 2026 · Apple M4

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Global Score
55 vs 85
Hardware Fit
98 vs 64
Quality Score
37 vs 94

Hardware

orca-mini:7b gemma-4-31b-it-mlx
MachineMacBook AirMacBook Pro
CPUApple M4Apple M4 Max
Cores1016
RAM32 GB128 GB
GPUApple M4Apple M4 Max
OSmacOS 26.3macOS 26.5.2
Archarm64arm64
Power Modebalancedbalanced

Performance

orca-mini:7b gemma-4-31b-it-mlx
Tokens/sec24.413.6
First chunkN/A16 ms
TTFT219 ms558 ms
Load time0.4 s12.3 s
Memory usage5.8 GB0.0 GB
Memory %18%0%

HW Fit Score Breakdown

orca-mini:7b

Speed
38/50
TTFT
30/20
Memory
30/30

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

Quality

orca-mini:7b

Reasoning
8/20
Coding
1/20
Instruction
8/20
Structured
10/15
Math
2/15
Multilingual
8/10
Reasoning: Weak Coding: Poor Instruction Following: Weak Structured Output: Adequate Math: Poor Multilingual: Strong

gemma-4-31b-it-mlx

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest