Back to leaderboard

cogito:3b

OLLAMA GGUF

llama · 3.6B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

qwen3-coder:30b

OLLAMA GGUF

qwen3moe · 30.5B · Q4_K_M

Excellent

Mar 4, 2026 · Intel Gen Intel® Core™ i7-12700K

Global Score
67 vs 80
Hardware Fit
100 vs 60
Quality Score
53 vs 88

Hardware

cogito:3b qwen3-coder:30b
MachineMacBook AirASUS
CPUApple M4Intel Gen Intel® Core™ i7-12700K
Cores1020
RAM32 GB96 GB
GPUApple M4Parsec Virtual Display Adapter, NVIDIA GeForce RTX 2060
OSmacOS 26.3Microsoft Windows 11 Enterprise 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

cogito:3b qwen3-coder:30b
Tokens/sec45.614.7
First chunk177 ms796 ms
TTFT177 ms796 ms
Load time0.8 s0.2 s
Memory usage7.0 GB17.9 GB
Memory %22%19%

HW Fit Score Breakdown

cogito:3b

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

qwen3-coder:30b

Speed
14/50
TTFT
19/20
Memory
27/30

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

qwen3-coder:30b

Reasoning
17/20
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:3b details | View qwen3-coder:30b 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