GACL - Connect4: leaderboard

Game Agent Coding League: Connect4 sub-benchmark. LLMs write code agents to play Connect Four against each other.

Metric: Normalized tournament points (0-100); source-selected best generated agent. Source: gameagentcodingleague.com. Saturation forecast: Around January 2027. 21 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)76.3#58
2Claude Opus 4.773.23#49
3GLM-5.171.2#97
4GPT-5.569.64#31
5GPT-5.469.32#79
6Kimi K2.666.46#104
7Claude Opus 4.665.57#63
8Claude Sonnet 4.657.81#90
9Qwen 3.6 Max Preview56.41#85
10Qwen 3.6 35B A3B55.83#226
11Qwen 3.6 Plus55#120
12DeepSeek V4 Pro54.38#102
13MiMo-V2.5-Pro45.05#158
14Qwen 3.6 27B43.54#170
15MiniMax-M2.742.76#258

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

Interactive version: theaggregate.ai/benchmark?slug=gacl-connect4 · How It Works · Data refreshed daily, snapshot 2026-10-20.