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Semantic search engine for Studio Ghibli movie

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Hi HN! I built Ghibli Search, a semantic search engine for Studio Ghibli movie scenes (e.g. Spirited Away, My Neighbor Totoro, Howl's Moving Castle, etc.).Describe a dreamscape like "flying through clouds at sunset" or upload an image, and it finds visually similar scenes from the films.Live demo: https://ghibli-search.anini.workers.dev/Full Cloudflare stack: Workers, AI Search, R2, Workers AIOpen source: https://github.com/aninibread/ghibli-searchWould love feedback on the search quality and any ideas for improvements!

HN · launched Jan 21, 2026 · 46 upvotes (top 22%) · 0 views

Niche: multimedia and records search engines · 74 launches, 4 in the last 7 days · Explore this niche →

Category and tags

  • Media & entertainment
  • Search & retrieval
  • B2C
  • AI-native
  • Hobby / open-source project

Visit website ↗ Source listing ↗

Could you build this?

Yes Extracting movie frames, generating embeddings with an off-the-shelf multimodal model (like CLIP), and querying via a vector database/Cloudflare AI Search is a classic weekend AI project.

Discussion

10 comments analyzed.

Competitors mentioned: Cloudflare AI Search

Concerns raised: Lacks legal rights to distribute Ghibli media frames, Search relevance poor for specific character queries, Generic image descriptions missing character/name references, Decontextualizes Ghibli's creative studio culture philosophy

Feature requests: Multiple ranking steps to improve relevance, Movie-specific metadata for character identification, Expand domain beyond workers.dev

Competitors

Other products that read as similar to this one : 57 launches clear the similarity bar, closest 8 shown.

Attention rank: #10 of 58 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Looks like the first mover among its competitors.

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