Back to leaderboard

laguna-xs-2.1

OLLAMA GGUF
Excellent

Aug 1, 2026 · AMD RYZEN AI MAX+ 395

starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

Global Score
84 vs 39
Hardware Fit
100 vs 100
Quality Score
77 vs 13

Hardware

laguna-xs-2.1 starcoder2:3b
MachineAZW GTR ProMacBook Air
CPUAMD RYZEN AI MAX+ 395Apple M4
Cores3210
RAM125 GB32 GB
GPURadeon 8060SApple M4
OSUbuntu 24.04.4 LTSmacOS 26.3
Archx64arm64
Power Modelow-powerbalanced

Performance

laguna-xs-2.1 starcoder2:3b
Tokens/sec65.949.4
First chunk281 msN/A
TTFT281 ms155 ms
Load time9.9 s0.4 s
Memory usage30.1 GB3.0 GB
Memory %24%9%

HW Fit Score Breakdown

laguna-xs-2.1

Speed
50/50
TTFT
20/20
Memory
30/30

starcoder2:3b

Speed
40/50
TTFT
30/20
Memory
30/30

Quality

laguna-xs-2.1

Reasoning
8/20
Coding
18/20
Instruction
16/20
Structured
14/15
Math
11/15
Multilingual
10/10
Reasoning: Weak Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

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

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