Card Collection

Scan cards with AI vision, manage your collection, and track inventory with price data.

Deck Builder

Build and refine Commander decks with mana curve analysis and category management.

Auto Generator

AI-powered automatic deck generation from your collection or the full card pool.

Deck Simulator

Monte Carlo testing engine — simulate games against AI opponents and analyze winrates.

Deck Coach

AI-powered coaching that analyzes your deck, suggests improvements, and explains strategy.

ML Training

Train AI opponents with supervised learning and PPO reinforcement learning pipeline.

Batch Simulation

Idle