PropsBot

PropsBot predicts player prop outcomes across MLB, NBA and NHL. We work across the platform: the Express/MongoDB backend and its prediction endpoints, the advanced-stat ingestion pipelines behind them, and the production operations that keep the data flowing.

• Player-prop prediction API across MLB, NBA and NHL, fed by Statcast/Baseball Savant and NBA advanced-metric pipelines
• Data-sync services for player mappings, headshots and shot charts, reconciling ESPN and MLBAM ID spaces
• Subscription and account management on the Express/MongoDB backend
• Read-replica recovery and Mongo sync tooling after a production replication failure
• Robustness audit, tech-debt resolution plan, and an ongoing PR review and QA pipeline