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cogito:3b

OLLAMA GGUF

llama · 3.6B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

ornith-1.5-9b_hybrid-imatrix

LM-STUDIO GGUF

qwen35 · F16

Not Rec.

Aug 23, 2026 · AMD Ryzen 9 3900X 12-Core Processor

Global Score
67 vs 66
Hardware Fit
100 vs 51
Quality Score
53 vs 73

Hardware

cogito:3b ornith-1.5-9b_hybr…
MachineMacBook AirMicro-Star International Co., Ltd. MS-7C37
CPUApple M4AMD Ryzen 9 3900X 12-Core Processor
Cores1024
RAM32 GB128 GB
GPUApple M4Intel(R) Arc(TM) Pro B70 Graphics
OSmacOS 26.3Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

cogito:3b ornith-1.5-9b_hybr…
Tokens/sec45.65.4
First chunk177 ms39 ms
TTFT177 ms940 ms
Load time0.8 sN/A
Memory usage7.0 GB10.7 GB
Memory %22%8%

HW Fit Score Breakdown

cogito:3b

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

ornith-1.5-9b_hybrid-im…

Speed
5/50
TTFT
16/20
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

ornith-1.5-9b_hybrid-im…

Reasoning
14/20
Coding
14/20
Instruction
11/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate 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