ClawHub
ResearchCreativeIntegrations

entertainment-discovery-research

Researches movies and TV titles across IMDb, TMDB, JustWatch, Rotten Tomatoes, and Metacritic using the Crawlora API. Use for title discovery, cast and crew, ratings, critic and audience reviews, streaming offers, similar titles, and release comparisons.

Crawlora@crawlora-org

Install

openclaw skills install @crawlora-org/entertainment-discovery-research

Entertainment discovery research

Find and compare movies and TV shows across public IMDb, TMDB, JustWatch, Rotten Tomatoes, and Metacritic data. Use the source that fits the question, then preserve each platform's title ID, score definition, locale, and retrieval time in the result.

When to use this skill

  • Identify a title, person, cast member, season, or episode.
  • Compare critic and audience scores across sources.
  • Find where a title is streaming, rentable, or purchasable in a region.
  • Discover similar titles, popular releases, genres, or review themes.

Research workflow

  1. Search first on IMDb or TMDB and keep the returned source ID. Do not assume an IMDb ID, TMDB ID, JustWatch ID, or Metacritic slug can be substituted.
  2. Fetch title, credits, ratings, and reviews from the relevant source. Keep critic scores, audience scores, star ratings, and review counts as separate measures; they are not interchangeable.
  3. Use JustWatch search or title-by-id to resolve its raw ID before requesting offers, similar titles, media, or provider lists. State the country/locale.
  4. Compare matched titles by release year, type, season, and edition. A review sample or provider snapshot does not establish overall popularity or quality.

Examples

sh
scripts/crawlora.sh /imdb/search query="Dune Part Two" | jq '.'
scripts/crawlora.sh /tmdb/search query="Dune Part Two" | jq '.'
scripts/crawlora.sh /justwatch/search query="Dune Part Two" | jq '.'
scripts/crawlora.sh /justwatch/title/offers id=<justwatch-id> country=us | jq '.'
scripts/crawlora.sh /metacritic/movie/dune-part-two/critic-reviews | jq '.'

Notes and limits

  • Public metadata and review pages only; no playback, purchase, account, or subscription actions are performed.
  • Streaming offers vary by country, date, plan, and provider. Record the requested locale and retrieval time.
  • Avoid averaging scores across platforms unless the score definitions and denominators are explicitly preserved.
  • Missing credits, reviews, or offers mean unavailable coverage, not zero.

See reference/endpoints.md for the complete generated endpoint list.

More in Research