Developer Builds Clash of Clans War Outcome Simulator Using Official Game API

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A developer discovered the Clash of Clans public API and used it to build a war simulation tool called WarOracle. The tool analyzes a clan's current war data, including player Town Hall levels, heroes, equipment, and past attack history, to estimate how individual attacks might perform. It then runs Monte Carlo simulations across remaining war attacks to produce win, loss, or draw probabilities along with projected star counts and score ranges. For ongoing wars, already-completed attacks are treated as fixed outcomes, with only the remaining attacks being simulated. The backend is built with Spring Boot and Java, while the frontend uses React, and the developer is still evaluating whether the tool offers genuine value to active Clash of Clans players.

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