Find Your Next Movie After a Favorite
Start from one movie you already love and turn it into a shortlist of films with similar tone, genre, and audience response.
Discover Hidden Gems from a Cult Classic
Use a cult classic as the seed and surface lesser-known films that share its tone, rather than the same obvious picks everyone already knows.
ToolMost recommendation engines surface the same canonical titles for every popular seed. If you start from a cult classic, you usually get back the blockbusters that inspired it, not the quieter films that share its actual sensibility.
Using `find_similar` with a quality filter and a modest result page, you can pull back a shortlist that includes non-franchise and non-sequel alternatives. That makes it useful for cinephile watchlists, editorial discovery features, and any agent that needs to go deeper than the obvious top-five.
Agent Guides
Claude
- Connect ToolRouter in Claude: claude mcp add toolrouter -- npx -y toolrouter-mcp
- Choose a cult classic as the seed and set a quality floor with `min_vote_average`.
- Run `similar-movies.find_similar` and inspect the shortlist beyond the first two results.
ChatGPT
- Configure ToolRouter in ChatGPT.
- Tell ChatGPT the cult classic seed and any minimum quality threshold.
- Run `similar-movies.find_similar` and inspect the full shortlist.
Copilot
- Add ToolRouter to Copilot MCP config.
- Set the seed title and quality floor before running.
- Run `similar-movies.find_similar` and keep the score, reason, and vote fields intact.
OpenClaw
- Connect ToolRouter in OpenClaw: openclaw mcp add toolrouter -- npx -y toolrouter-mcp
- Define the seed, quality floor, and output size before running.
- Run `similar-movies.find_similar` and normalize the result fields across seed films.
Related Use Cases
Blend Several Favorite Movies Into One Shortlist
Combine two to five seed movies and rank the films that sit at the intersection of those tastes instead of following only one reference title.
Plan a Movie Marathon
Pick two or three anchor films that set the tone and build a coherent marathon lineup where every film belongs.
Build a Watchlist from a Mood
Name two or three films that match your current mood and turn them into a watchlist instead of scrolling through a streaming catalog.