Production-grade football scouting platform covering 15,000+ players across Europe's top 5 leagues — role-based scoring engine, player similarity engine, and an AI Scout Assistant that answers natural language recruitment queries via the Anthropic API. -13 positional profiles scored across 20+ per-90 metrics (xG, xA, progressive carries, PPDA, pressures) — benchmarked by position and league; automated nightly Airflow pipeline with deduplication across 5 data providers - AI Scout Assistant: NL-to-SQL pipeline powered by Claude API — recruitment staff query 15,000+ player database in plain English; validated SELECT-only execution layer prevents destructive queries -Full-stack: FastAPI backend · PostgreSQL + DuckDB · React/Vite frontend · Dockerised deployment · CI pipeline · open-source on GitHub. Tech: Python · FastAPI · PostgreSQL · DuckDB · Anthropic API · RAG · NL-to-SQL · React · Airflow · Docker · dbt