Metrics

Selected league Teams ranked across the Four Factors: Offense (ORtg, eFG%, AST%, TOV%, ORB%, FT rate) and Defense (DRtg, opp eFG%, opp AST%, opp TOV%, DRB%, opp FT rate). Every cell carries a colored percentile rank.

Toggle Adjusted to switch values into deltas from league average. Filter by date range, regular season vs playoffs, or limit to games against Top 5 / Bottom 5. Standings panel adds Top 5 / Bot 5 records — the kind of split that tells you whether a hot start is real or padded by easy matchups. Six tabs: Basics · Overall · Net · Offense · Defense · Shooting · Opp Shooting.

Every 5-player combination the team has fielded, with minutes together, GP, all the shooting splits, plus-minus — filterable by minimum offensive possessions. Season sparklines (pick any stat, see per-game evolution for every player overlapped with the league average). Minute-by-minute court presence heatmap partitioned by quarter, with color intensity as usage indicator. Roster payroll, contract years, cap percentage.

Five seasons stacked vertically with career row. 6-axis radar (Scoring · Playmaking · Rebounding · Defense · Shooting · Discipline) against position-bucket peers. Lineups featuring this player — best and worst NetRtg chemistry by teammate. Shot charts (shots taken + shots created via assists). Assist network (outgoing and incoming). Full career game log, every row linkable to the game page. Season trends sparklines with rolling window (3 / 5 / 10 games).

Month calendar with per-day game counts. Sidebar on each day: season series record, last 5 form line, tip-off times. On played days: final score, score progression line chart, top performers. Dedicated game page: by-quarter table, score arc, top performers, Four Factors mirrored across both teams, full box score with percentile ranks. Six tabs: Basics · Advanced · Shooting · Offense · Playmaking · Defense.

Every WNBA player who's logged a minute this season. Two hundred players. One sortable table with Four Factors per player, percentile ranks baked in under each value. Filter by date range, playoffs, vs Top 5 / Bot 5. Compare modal, scatter chart export, glossary.

A cron runs every 5 minutes and evaluates six rules against the metrics_history table (itself populated every 10 minutes via psutil + journalctl): memory above 90% for 10+ minutes, disk above 85%, CPU above 85% for 15+ minutes, 5xx errors above 20 per hour, workers below 1, fewer than 10 cache files written today. Anti-flap cooldown built in. Alert emails go out via Brevo the moment a rule fires. No third-party monitoring service needed.

Routine admin tasks — subscription management, email list operations, deployment triggers, beta approvals — are handled through a set of MCP servers connected to the product's external services: Lemon Squeezy (payments), Brevo (transactional email + lists), GitLab (CI/CD pipeline).

This means an LLM can be instructed to approve a batch of beta applicants, trigger a deployment, resync a subscription, or send a newsletter — through natural language, without touching the codebase. The MCP layer sits alongside the runtime app as a maintenance agent, used exclusively for operator-side tasks. FastAPI talks directly to the external APIs at runtime; MCP handles the human-in-the-loop operations.

In practice: what used to be 15 minutes of manual API calls across three dashboards is now a single instruction. This is MCP in production — not as a developer tool, but as an operational layer that reduces maintenance overhead at scale.