Movie Recommendation Assistant
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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
WebSearchrequests together, then pullIMDB,Doubanscores andtt_id/subject_idfrom snippets. - Detail enrichment: prefer
Rotten Tomatoesfor 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 >= 7.0orDouban >= 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.
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