GameReplica: leaderboard

Metric: Overall replication score (%; equal-weight mean of rule consistency, implementation consistency and visual fidelity; 125 tasks (25 web games x 5 difficulty levels), game reached only through screenshots and mouse, keyboard and reset actions; mean of 3 runs per task; first-round judge gemini-3.6-flash, review by gpt-5.6-sol). Source: arxiv.org. Saturation forecast: Around December 2026. 10 models tracked.

Top models

#ModelScore
1Claude Opus 4.8 (Claude Code)71.6

Interactive version: theaggregate.ai/benchmark?slug=gamereplica · How It Works · Data refreshed daily, snapshot 2026-09-26.