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slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

cogito:3b

OLLAMA GGUF

llama · 3.6B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
79 vs 67
Hardware Fit
78 vs 100
Quality Score
79 vs 53

Hardware

slim-rpcache-ornit… cogito:3b
MachineASUSMacBook Air
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4
Cores1610
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 4090, RaphaelApple M4
OScachyos rollingmacOS 26.3
Archx64arm64
Power Modeperformancebalanced

Performance

slim-rpcache-ornit… cogito:3b
Tokens/sec52.345.6
First chunk11 ms177 ms
TTFT177 ms177 ms
Load timeN/A0.8 s
Memory usage25.6 GB7.0 GB
Memory %84%22%

HW Fit Score Breakdown

slim-rpcache-ornith-1.0…

Speed
50/50
TTFT
20/20
Memory
8/30

cogito:3b

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

Quality

slim-rpcache-ornith-1.0…

Reasoning
16/20
Coding
16/20
Instruction
14/20
Structured
14/15
Math
9/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

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

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