starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

qwen3.6-35b-a3b-claude-4.7-opus-reasoning-distilled-apex-mtp

LM-STUDIO GGUF

qwen35moe · 35B

Excellent

Jun 19, 2026 · AMD Ryzen 5 5600X 6-Core Processor

Global Score

35 vs 89

Hardware Fit

97 vs 90

Quality Score

8 vs 88

Hardware

starcoder2:7b qwen3.6-35b-a3b-cl…

MachineMacBook AirGigabyte Technology Co., Ltd. B550M AORUS PRO

CPUApple M4AMD Ryzen 5 5600X 6-Core Processor

Cores1012

RAM32 GB47 GB

GPUApple M4AD106 [GeForce RTX 4060 Ti]

OSmacOS 26.3cachyos rolling

Archarm64x64

Power Modebalancedlow-power

Performance

starcoder2:7b qwen3.6-35b-a3b-cl…

Tokens/sec23.842.2

First chunkN/A40 ms

TTFT251 ms2.7 s

Load time0.4 sN/A

Memory usage6.3 GB21.9 GB

Memory %20%47%

HW Fit Score Breakdown

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

qwen3.6-35b-a3b-claude-…

Speed

50/50

TTFT

14/20

Memory

26/30

Quality

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

qwen3.6-35b-a3b-claude-…

Reasoning

19/20

Coding

16/20

Instruction

14/20

Structured

14/15

Math

15/15

Multilingual

10/10

Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

View starcoder2:7b details | View qwen3.6-35b-a3b-cl… details

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