cogito:3b

OLLAMA GGUF

llama · 3.6B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

codegemma:7b

OLLAMA GGUF

gemma · 9B · Q4_0

Good

Mar 1, 2026 · Apple M4

Global Score

67 vs 71

Hardware Fit

100 vs 91

Quality Score

53 vs 62

Hardware

cogito:3b codegemma:7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

cogito:3b codegemma:7b

Tokens/sec45.618.7

First chunk177 msN/A

TTFT177 ms320 ms

Load time0.8 s0.8 s

Memory usage7.0 GB8.7 GB

Memory %22%27%

HW Fit Score Breakdown

cogito:3b

Speed

50/50

TTFT

20/20

Memory

30/30

codegemma:7b

Speed

31/50

TTFT

30/20

Memory

30/30

Quality

cogito:3b

Reasoning

6/20

Coding

8/20

Instruction

13/20

Structured

15/15

Math

2/15

Multilingual

9/10

Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

codegemma:7b

Reasoning

1/20

Coding

14/20

Instruction

13/20

Structured

15/15

Math

10/15

Multilingual

9/10

Reasoning: Poor Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

View cogito:3b details | View codegemma:7b details

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