slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

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

mistralai/devstral-small-2-2512

LM-STUDIO MLX

mistral3 · 24B · 4bit

Good

Mar 4, 2026 · Apple M4

Global Score

79 vs 69

Hardware Fit

78 vs 50

Quality Score

79 vs 77

Hardware

slim-rpcache-ornit… mistralai/devstral…

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… mistralai/devstral…

Tokens/sec52.35.7

First chunk11 ms5007 ms

TTFT177 ms5.0 s

Load timeN/AN/A

Memory usage25.6 GB13.2 GB

Memory %84%41%

HW Fit Score Breakdown

slim-rpcache-ornith-1.0…

Speed

50/50

TTFT

20/20

Memory

8/30

mistralai/devstral-smal…

Speed

11/50

TTFT

9/20

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

mistralai/devstral-smal…

Reasoning

16/20

Coding

18/20

Instruction

13/20

Structured

14/15

Math

6/15

Multilingual

10/10

Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

View slim-rpcache-ornit… details | View mistralai/devstral… details

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