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

LM-STUDIO GGUF

qwen35moe · 35B

Excellent

Jul 5, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score

35 vs 84

Hardware Fit

97 vs 79

Quality Score

8 vs 86

Hardware

starcoder2:7b qwen3.6-35b-a3b-cl…

MachineMacBook AirASUS

CPUApple M4AMD Ryzen 7 7800X3D 8-Core Processor

Cores1016

RAM32 GB31 GB

GPUApple M4NVIDIA GeForce RTX 4090, Raphael

OSmacOS 26.3cachyos rolling

Archarm64x64

Power Modebalancedperformance

Performance

starcoder2:7b qwen3.6-35b-a3b-cl…

Tokens/sec23.8147.6

First chunkN/A3 ms

TTFT251 ms164 ms

Load time0.4 sN/A

Memory usage6.3 GB25.1 GB

Memory %20%82%

HW Fit Score Breakdown

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

qwen3.6-35b-a3b-claude-…

Speed

50/50

TTFT

20/20

Memory

9/30

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

18/20

Coding

17/20

Instruction

14/20

Structured

14/15

Math

13/15

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