maternion/ling-3.0-tiny:8b
OLLAMA GGUFbailingmoe3 · 7.9B · Q4_K_M
Aug 24, 2026 · Apple M1 Pro
cogito:8b
OLLAMA GGUFllama · 8.0B · Q4_K_M
Mar 6, 2026 · Apple M4
Global Score
68 vs 77
Hardware Fit
98 vs 92
Quality Score
55 vs 70
Hardware
maternion/ling-3.0… cogito:8b
MachineMacBook ProMacBook Air
CPUApple M1 ProApple M4
Cores1010
RAM16 GB32 GB
GPUApple M1 ProApple M4
OSmacOS 26.6.2macOS 26.3
Archarm64arm64
Power Modebalancedbalanced
Performance
maternion/ling-3.0… cogito:8b
Tokens/sec73.621.0
First chunk190 ms312 ms
TTFT190 ms312 ms
Load time2.9 s0.8 s
Memory usage5.9 GB10.4 GB
Memory %37%33%
HW Fit Score Breakdown
maternion/ling-3.0-tiny…
Speed
50/50
TTFT
20/20
Memory
28/30
cogito:8b
Speed
42/50
TTFT
20/20
Memory
30/30
Quality
maternion/ling-3.0-tiny…
Reasoning
19/20
Coding
17/20
Instruction
3/20
Structured
0/15
Math
15/15
Multilingual
1/10
Reasoning: Strong Coding: Strong Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor
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
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