Back to leaderboard

gptoss · 20.9B · MXFP4

OLLAMA GGUF

gptoss · 20.9 · MXFP4

Excellent

Jul 9, 2026 · Intel Core™ i5-10400

deepseek-coder-v2:16b

OLLAMA GGUF

deepseek2 · 15.7B · Q4_0

Excellent

Jun 26, 2026 · Cortex-X925

Global Score
84 vs 82
Hardware Fit
69 vs 100
Quality Score
91 vs 74

Hardware

gptoss · 20.9B · M… deepseek-coder-v2:…
MachineMac ProNVIDIA NVIDIA_DGX_Spark
CPUIntel Core™ i5-10400Cortex-X925
Cores1220
RAM32 GB122 GB
GPUAMD Radeon RX 6700 XTDevice 2e12
OSmacOS 26.5.1Ubuntu 24.04.4 LTS
Archx64arm64
Power Modebalancedperformance

Performance

gptoss · 20.9B · M… deepseek-coder-v2:…
Tokens/sec17.5117.2
First chunk643 ms275 ms
TTFT7.7 s275 ms
Load time0.0 s8.9 s
Memory usage0.8 GB17.9 GB
Memory %3%15%

HW Fit Score Breakdown

gptoss · 20.9B · MXFP4

Speed
34/50
TTFT
5/20
Memory
30/30

deepseek-coder-v2:16b

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

Quality

gptoss · 20.9B · MXFP4

Reasoning
19/20
Coding
19/20
Instruction
13/20
Structured
15/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

deepseek-coder-v2:16b

Reasoning
8/20
Coding
19/20
Instruction
13/20
Structured
12/15
Math
14/15
Multilingual
8/10
Reasoning: Weak Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong 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