Back to leaderboard

gpt-oss-orchestrator:latest

OLLAMA GGUF

gptoss · 20.9B · MXFP4

Excellent

Mar 19, 2026 · Apple M4

starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
88 vs 39
Hardware Fit
80 vs 100
Quality Score
91 vs 13

Hardware

gpt-oss-orchestrat… starcoder2:3b
MachineMac miniMacBook Air
CPUApple M4Apple M4
Cores1010
RAM24 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

gpt-oss-orchestrat… starcoder2:3b
Tokens/sec24.649.4
First chunk525 msN/A
TTFT4.8 s155 ms
Load time8.5 s0.4 s
Memory usage13.8 GB3.0 GB
Memory %58%9%

HW Fit Score Breakdown

gpt-oss-orchestrator:la…

Speed
49/50
TTFT
10/20
Memory
21/30

starcoder2:3b

Speed
40/50
TTFT
30/20
Memory
30/30

Quality

gpt-oss-orchestrator:la…

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

starcoder2:3b

Reasoning
0/20
Coding
2/20
Instruction
5/20
Structured
2/15
Math
2/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Weak 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