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mistralai/devstral-small-2-2512

LM-STUDIO MLX

mistral3 · 24B · 4bit

Good

Mar 4, 2026 · Apple M4

slim-rpcache-ornith-1.0-9b

LM-STUDIO GGUF

qwen35 · 9B · BF16

Good

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

Global Score
69 vs 79
Hardware Fit
50 vs 78
Quality Score
77 vs 79

Hardware

mistralai/devstral… slim-rpcache-ornit…
MachineMacBook AirASUS
CPUApple M4AMD Ryzen 7 7800X3D 8-Core Processor
Cores1016
RAM32 GB31 GB
GPUApple M4NVIDIA GeForce RTX 4090, Raphael
OSmacOS 26.3cachyos rolling
Archarm64x64
Power Modebalancedperformance

Performance

mistralai/devstral… slim-rpcache-ornit…
Tokens/sec5.752.3
First chunk5007 ms11 ms
TTFT5.0 s177 ms
Load timeN/AN/A
Memory usage13.2 GB25.6 GB
Memory %41%84%

HW Fit Score Breakdown

mistralai/devstral-smal…

Speed
11/50
TTFT
9/20
Memory
30/30

slim-rpcache-ornith-1.0…

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

Quality

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

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

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