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jeyjeyt/connect-four-ai-agent

AI agent for Connect Four using Minimax search, alpha-beta pruning, and heuristic evaluation strategies implemented in Python.

Python GitHub ↗
★ 0
stars
75
AI relevance
50
solo dev
0
tool sigs

SUMMARY AI summary by gpt-5-mini

Connect Four — AI Player is a Python/Pygame implementation of Connect Four (6×7) that supports Human vs Human and Human vs AI play. It’s aimed at developers, learners, or players who want a local playable game plus a readable example of a Minimax-based AI. Key features: - Pygame UI with mouse-driven moves. - Human vs Human and Human vs AI modes (AI is Player 1, red). - AI in aiplayer1.py: immediate win/block checks, Minimax with alpha‑beta pruning (depth 4 default), and center-first move ordering. - Handcrafted heuristic that scores 4/3/2-in-a-row patterns and center control (e.g., +100000 for 4-in-a-row, +5000 for 3-in-a-row, −70000 to prioritize blocking opponent). - aiplayer2.py provides a random baseline agent. - Simple file structure and install via pip (numpy, pygame). Limitations: fixed default depth for performance, AI move triggered by mouse click, draw states detected but not displayed in UI.

Language breakdown (by bytes)

Python
100%

Why this is classified AI-related

The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology

Repository name no match
Description +25 matched: ai
GitHub topics no match
README head +20 (derived from the score — README text is not stored)

Total AI relevance score: 75 / 100

Position among AI repos in the same language

We track 12,547 Python repos, of which 9,693 score 40 or above on AI relevance. 2,091 have more stars than this one (top 16.7%), and 563 score higher (top 4.5%).

Owner

Account
jeyjeyt
Type
User
Followers
1

Coding, creating, overthinking — usually with espresso nearby.

Dates

Created on GitHub 2026-05-23
Last push 2026-05-23
First seen here 2026-05-23
Last fetched 2026-08-19 16:15

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