How the research works
Sports data comes from ESPN's unofficial public-facing endpoints, which can change or fail. Never assume a missing player stat is zero. Historical hit rates show only verified games, require at least five valid game lines, and are not calibrated forecasts. ESPN team win probabilities are displayed only when supplied by the feed. No sportsbook or Kalshi wager is placed by this application.
For production/commercial use, switch to a licensed statistics provider and verify the applicable rights. Database, AI, real-time rooms and email delivery must be connected in Cloudflare. Never put private API keys in the browser.