Shotit

Self-hosted screenshot-to-video search engine that finds the TV/film scene a screenshot is from.

Servicefreeglobal

Shotit is a self-hosted search engine that takes a screenshot and finds the matching scene in your own indexed library of TV shows or films, using vector similarity search over video frames. It's a genre-neutral, compute-efficient alternative to anime-only tools like trace.moe, aimed at self-hosters with a personal video archive.

Website

Full match profile

Behind the summary, Matchbox keeps a richer profile of Shotit - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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