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starcoder2:3b

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

mistral:latest

llama · 7.2B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Global Score
39 vs 73
Hardware Fit
100 vs 96
Quality Score
13 vs 63

Hardware

starcoder2:3b mistral:latest
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

starcoder2:3b mistral:latest
Tokens/sec49.422.5
TTFT155 ms257 ms
Load time0.4 s0.6 s
Memory usage3.0 GB10.1 GB
Memory %9%32%

HW Fit Score Breakdown

starcoder2:3b

Speed
40/40
TTFT
30/30
Memory
30/30

mistral:latest

Speed
36/40
TTFT
30/30
Memory
30/30

Quality

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

mistral:latest

Reasoning
8/20
Coding
12/20
Instruction
15/20
Structured
14/15
Math
5/15
Multilingual
9/10
Reasoning: Weak Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running