Sloppify

ideas/media-entertainment/watchlist-ranker.md

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+# 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.