cogito:8b
OLLAMA GGUFllama · 8.0B · Q4_K_M
Mar 6, 2026 · Apple M4
qwen3-235b-a22b-t48-c8k:latest
OLLAMA GGUFqwen3moe · 235.1B · Q4_K_M
Sep 7, 2026 · Intel Xeon® E5-4650 v2
Global Score
77 vs 65
Hardware Fit
92 vs 29
Quality Score
70 vs 81
Hardware
cogito:8b qwen3-235b-a22b-t4…
MachineMacBook AirDell Inc. PowerEdge R820
CPUApple M4Intel Xeon® E5-4650 v2
Cores1080
RAM32 GB256 GB
GPUApple M4Microsoft Remote Display Adapter, NVIDIA Tesla P4, NVIDIA Tesla P4, Microsoft Basic Display Adapter
OSmacOS 26.3Microsoft Windows Server 2022 Datacenter 10.0.20348
Archarm64x64
Power Modebalancedbalanced
Performance
cogito:8b qwen3-235b-a22b-t4…
Tokens/sec21.02.4
First chunk312 ms5833 ms
TTFT312 ms5.8 s
Load time0.8 s0.0 s
Memory usage10.4 GB135.1 GB
Memory %33%53%
HW Fit Score Breakdown
cogito:8b
Speed
42/50
TTFT
20/20
Memory
30/30
qwen3-235b-a22b-t48-c8k…
Speed
2/50
TTFT
3/20
Memory
24/30
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
qwen3-235b-a22b-t48-c8k…
Reasoning
19/20
Coding
15/20
Instruction
10/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Adequate 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