# Personal Watchlist Ranker

Rank unwatched movies and shows based on mood, available time, genre preferences, and quality signals.

## Problem
Large watchlists create decision paralysis, especially when available time and mood vary day to day.

## Core capabilities
- Combine ratings, runtime, mood tags, and recency into a ranking score.
- Filter by constraints like time window and platform availability.
- Learn personal preferences from watch history and skips.
- Produce quick-pick recommendations for tonight, weekend, or deep-watch sessions.

## MVP scope
- Import watchlist from one source.
- Score and rank items with editable weighting.
- Weekly shortlist generation.

## Success criteria
- Less time spent choosing content.
- Higher satisfaction with watched items.

## Stretch ideas
- Group recommendation mode for multiple viewers.
- Surprise mode that balances novelty and confidence.