cogito:8b
OLLAMA GGUFllama · 8.0B · Q4_K_M
Mar 6, 2026 · Apple M4
qwen3.8-9b-heretic-uncensored-nvfp4
LM-STUDIO GGUFqwen35 · 9B · Q8_0
Aug 20, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
77 vs 82
Hardware Fit
92 vs 100
Quality Score
70 vs 74
Hardware
cogito:8b qwen3.8-9b-heretic…
MachineMacBook AirMicro-Star International Co., Ltd. MS-7E51
CPUApple M4AMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM32 GB31 GB
GPUApple M4NVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.3Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
cogito:8b qwen3.8-9b-heretic…
Tokens/sec21.0130.1
First chunk312 ms20 ms
TTFT312 ms99 ms
Load time0.8 sN/A
Memory usage10.4 GB6.5 GB
Memory %33%21%
HW Fit Score Breakdown
cogito:8b
Speed
42/50
TTFT
20/20
Memory
30/30
qwen3.8-9b-heretic-unce…
Speed
50/50
TTFT
20/20
Memory
30/30
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
qwen3.8-9b-heretic-unce…
Reasoning
14/20
Coding
14/20
Instruction
13/20
Structured
14/15
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$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest