Back to leaderboard

gptoss · 20.9B · MXFP4

OLLAMA GGUF

gptoss · 20.9 · MXFP4

Excellent

Jul 9, 2026 · Intel Core™ i5-10400

starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
84 vs 35
Hardware Fit
69 vs 97
Quality Score
91 vs 8

Hardware

gptoss · 20.9B · M… starcoder2:7b
MachineMac ProMacBook Air
CPUIntel Core™ i5-10400Apple M4
Cores1210
RAM32 GB32 GB
GPUAMD Radeon RX 6700 XTApple M4
OSmacOS 26.5.1macOS 26.3
Archx64arm64
Power Modebalancedbalanced

Performance

gptoss · 20.9B · M… starcoder2:7b
Tokens/sec17.523.8
First chunk643 msN/A
TTFT7.7 s251 ms
Load time0.0 s0.4 s
Memory usage0.8 GB6.3 GB
Memory %3%20%

HW Fit Score Breakdown

gptoss · 20.9B · MXFP4

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

starcoder2:7b

Speed
37/50
TTFT
30/20
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

starcoder2:7b

Reasoning
0/20
Coding
1/20
Instruction
4/20
Structured
2/15
Math
0/15
Multilingual
1/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

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