starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Jun 26, 2026 · Cortex-A78AE
Kimi-48B:48B
OLLAMA GGUFkimi-linear · 49.1B · unknown
Aug 19, 2026 · Intel Core™ i7-14700F
Global Score
35 vs 85
Hardware Fit
100 vs 83
Quality Score
7 vs 86
Hardware
starcoder2:3b Kimi-48B:48B
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperHP OMEN 35L VALORANT Limited Edition Gaming Desktop PC
CPUCortex-A78AEIntel Core™ i7-14700F
Cores628
RAM7 GB64 GB
GPUIntegrated / UnknownNVIDIA GeForce RTX 5080
OSUbuntu 22.04.5 LTSMicrosoft Windows 11 Enterprise 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
starcoder2:3b Kimi-48B:48B
Tokens/sec31.532.8
First chunk392 ms724 ms
TTFT392 ms724 ms
Load time4.8 s20.9 s
Memory usage1.8 GB25.8 GB
Memory %24%41%
HW Fit Score Breakdown
starcoder2:3b
Speed
50/50
TTFT
20/20
Memory
30/30
Kimi-48B:48B
Speed
36/50
TTFT
20/20
Memory
27/30
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
Kimi-48B:48B
Reasoning
16/20
Coding
17/20
Instruction
15/20
Structured
15/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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