GameCraft-Bench - Functional Visuals: leaderboard

Metric: Functional Visuals score (%): rubric score for functional visuals (visual feedback that reflects game state), on the 140 GameCraft-Bench tasks (15 game families; complete Godot projects built from natural-language game specifications): a project that fails to launch or submits no parsable demonstration trace scores zero; otherwise the verifier replays the agent's mouse and keyboard traces into gameplay video and frames and a GPT-5.5 multimodal judge scores them against hidden rubric items; higher is better. Source: arxiv.org. Saturation forecast: Around 2028. 7 models tracked.

Top models

#ModelScore
1Claude Opus 4.7 (High)42.78
2GPT-5.5 (High)41.84
3Kimi K2.633.66
4MiMo-V2.5-Pro27.45

Interactive version: theaggregate.ai/benchmark?slug=gamecraft-bench-functional-visuals · How It Works · Data refreshed daily, snapshot 2026-09-29.