starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Jun 26, 2026 · Cortex-A78AE
devstral-small-2-24b-instruct-2512
LM-STUDIO GGUFmistral3 · 24B · IQ4_XS
Sep 20, 2026 · AMD Ryzen 7 5800X 8-Core Processor
Global Score
35 vs 81
Hardware Fit
100 vs 80
Quality Score
7 vs 81
Hardware
starcoder2:3b devstral-small-2-2…
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperSystem manufacturer
CPUCortex-A78AEAMD Ryzen 7 5800X 8-Core Processor
Cores616
RAM7 GB31 GB
GPUIntegrated / UnknownNavi 44 [Radeon RX 9060 XT]
OSUbuntu 22.04.5 LTSUbuntu 26.04.1 LTS
Archarm64x64
Power Modebalancedperformance
Performance
starcoder2:3b devstral-small-2-2…
Tokens/sec31.521.5
First chunk392 ms12 ms
TTFT392 ms212 ms
Load time4.8 sN/A
Memory usage1.8 GB15.9 GB
Memory %24%51%
HW Fit Score Breakdown
starcoder2:3b
Speed
50/50
TTFT
20/20
Memory
30/30
devstral-small-2-24b-in…
Speed
35/50
TTFT
20/20
Memory
25/30
Quality
starcoder2:3b
Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
devstral-small-2-24b-in…
Reasoning
16/20
Coding
17/20
Instruction
17/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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