cogito:8b
OLLAMA GGUFllama · 8.0B · Q4_K_M
Mar 6, 2026 · Apple M4
Flint-UD-Q4_K_XL-GGUF:latest
OLLAMA GGUFflint · 39.8B · Q4_K_M
Oct 23, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
77 vs 90
Hardware Fit
92 vs 82
Quality Score
70 vs 93
Hardware
cogito:8b Flint-UD-Q4_K_XL-G…
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 10.0.26300
Archarm64x64
Power Modebalancedbalanced
Performance
cogito:8b Flint-UD-Q4_K_XL-G…
Tokens/sec21.069.3
First chunk312 ms1434 ms
TTFT312 ms1.4 s
Load time0.8 s0.0 s
Memory usage10.4 GB23.8 GB
Memory %33%77%
HW Fit Score Breakdown
cogito:8b
Speed
42/50
TTFT
20/20
Memory
30/30
Flint-UD-Q4_K_XL-GGUF:l…
Speed
50/50
TTFT
20/20
Memory
12/30
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
Flint-UD-Q4_K_XL-GGUF:l…
Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
14/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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