GBA Eval: leaderboard

A coding agent gets 24 hours in a container to write a Game Boy Advance emulator in Rust from scratch, compiled to WebAssembly, given a hardware reference, example ROMs and a black box reference emulator. It is graded against Mesen2 on gameplay replays, self checking test ROMs and audio. The overall score, from 0 to 1, weights replays 60 percent and procedural and audio tests 20 percent each; higher is better.

Metric: Overall Emulator Score. Source: github.com. Source: gbaeval.com. Saturation forecast: Around December 2027. 23 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 50.8#12
2Claude Fable 50.74#16
3Claude Opus 4.80.71#37
4Grok 4.50.65#48
5Claude Sonnet 50.65#57
6GPT-5.50.53#31
7GPT-5.6 Sol0.53#19
8Claude Sonnet 4.60.49#90
9Kimi K30.48#30
10GPT-5.40.45#79
11Claude Opus 4.60.44#63
12Claude Opus 4.70.44#49
13Muse Spark 1.10.08#52
14Gemini 3.5 Flash0.07#60
15Grok Build 0.10.02#117

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=gba-eval · How It Works · Data refreshed daily, snapshot 2026-10-20.