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cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

qwen3-coder:latest

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Good

May 24, 2026 · Intel Gen Intel® Core™ i7-1355U

Global Score
77 vs 76
Hardware Fit
92 vs 51
Quality Score
70 vs 87

Hardware

cogito:8b qwen3-coder:latest
MachineMacBook AirDell Inc. Inspiron 15 3530
CPUApple M4Intel Gen Intel® Core™ i7-1355U
Cores1012
RAM32 GB31 GB
GPUApple M4Raptor Lake-P [Iris Xe Graphics]
OSmacOS 26.3cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

cogito:8b qwen3-coder:latest
Tokens/sec21.07.6
First chunk312 ms2037 ms
TTFT312 ms2.0 s
Load time0.8 s8.7 s
Memory usage10.4 GB18.9 GB
Memory %33%61%

HW Fit Score Breakdown

cogito:8b

Speed
42/50
TTFT
20/20
Memory
30/30

qwen3-coder:latest

Speed
13/50
TTFT
18/20
Memory
20/30

Quality

cogito:8b

Reasoning
14/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

qwen3-coder:latest

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View cogito:8b details | View qwen3-coder:latest 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