starling-lm:7b

llama · 7B · Q4_0

Good

Mar 2, 2026 · Apple M4

deepseek-coder:6.7b

llama · 7B · Q4_0

Marginal

Mar 2, 2026 · Apple M4

Global Score

63 vs 57

Hardware Fit

97 vs 98

Quality Score

49 vs 39

Hardware

starling-lm:7b deepseek-coder:6.7b

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starling-lm:7b deepseek-coder:6.7b

Tokens/sec23.724.1

TTFT234 ms251 ms

Load time0.4 s0.9 s

Memory usage5.3 GB12.6 GB

Memory %17%39%

HW Fit Score Breakdown

starling-lm:7b

Speed

37/40

TTFT

30/30

Memory

30/30

deepseek-coder:6.7b

Speed

38/40

TTFT

30/30

Memory

30/30

Quality

starling-lm:7b

Reasoning

11/20

Coding

13/20

Instruction

6/20

Structured

3/15

Math

8/15

Multilingual

8/10

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

deepseek-coder:6.7b

Reasoning

4/20

Coding

14/20

Instruction

9/20

Structured

6/15

Math

1/15

Multilingual

5/10

Reasoning: Poor Coding: Adequate Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Weak

View starling-lm:7b details | View deepseek-coder:6.7b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running