starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

qwen3.5:35b

OLLAMA GGUF

qwen35moe · 36.0B · Q4_K_M

Good

Mar 7, 2026 · Intel Core™ i5-14600KF

Global Score

35 vs 77

Hardware Fit

97 vs 53

Quality Score

8 vs 87

Hardware

starcoder2:7b qwen3.5:35b

MachineMacBook AirASUS

CPUApple M4Intel Core™ i5-14600KF

Cores1020

RAM32 GB32 GB

GPUApple M4NVIDIA GeForce RTX 4070 Ti SUPER

OSmacOS 26.3Microsoft Windows 11 Famille 10.0.26200

Archarm64x64

Power Modebalancedbalanced

Performance

starcoder2:7b qwen3.5:35b

Tokens/sec23.816.0

First chunkN/A719 ms

TTFT251 ms719 ms

Load time0.4 s17.8 s

Memory usage6.3 GB25.0 GB

Memory %20%79%

HW Fit Score Breakdown

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

qwen3.5:35b

Speed

23/50

TTFT

20/20

Memory

10/30

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

qwen3.5:35b

Reasoning

17/20

Coding

18/20

Instruction

15/20

Structured

15/15

Math

12/15

Multilingual

10/10

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

View starcoder2:7b details | View qwen3.5:35b 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