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Movie Recommendation Assistant

Life Service Updated 2026.08.30

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Please follow https://skillhub.cn/install/skillhub.md to install @user_ecbd3b70/movie-recommendation.

About this skill

Problem

Users often provide vague constraints such as "sci-fi", "Nolan", or "high-rated new films", while IMDB, Douban, and Baidu Baike can block direct scraping. Scores, reviews, and canonical links are also scattered across Chinese and English sources, so a single page scrape or a single-language search is fragile.

How It Works

  • Intent parsing: extract title, genre, director, actors, and preferences; fall back to high-rated popular films when no keyword is present.
  • Parallel search: run Chinese and English WebSearch requests together, then pull IMDB, Douban scores and tt_id / subject_id from snippets.
  • Detail enrichment: prefer Rotten Tomatoes for Western titles, and use search snippets to fill Chinese scores and reviews.
  • Translation and ranking: translate English synopses, reviews, and genre labels into Chinese; rank by keyword match and score when constraints exist, otherwise filter IMDB >= 7.0 or Douban >= 7.0.

Boundaries

Missing scores are shown as unavailable and missing reviews are omitted. If show_widget is unavailable, output degrades to plain text. The workflow is suitable for candidate recommendation, score aggregation, and Chinese review summaries, not for manual row-level validation across film databases.

Use Cases

  • A user asks for Nolan sci-fi films and needs Chinese-English searches, IMDB/Douban scores, and Top 5 picks.
  • English reviews or Rotten Tomatoes pages need to be summarized in Chinese and paired with Douban sentiment.
  • A film series needs years, directors, scores, short reviews, and clickable IMDB/Douban links.
  • Without keywords, filter high-rated popular films above IMDB 7.0 or Douban 7.0 with Chinese synopses.

Best For

  • Content editors: need to turn English reviews and Chinese sentiment into publishable recommendation copy.
  • Front-end demo developers: need chat-rendered movie cards with clickable IMDB/Douban links.
  • Multilingual product operators: need English titles, genres, and reviews translated into Chinese recommendation text.
  • Film-data assistant users: need fast IMDB, Douban, and Rotten Tomatoes score aggregation instead of manual scraping.