community-automations/movie-recommender

Research & Intel

PublicClaude subagent

Movie Recommender

Star ratings can't tell you what to watch tonight when you're in a specific mood. This recommender asks a couple of questions and answers from how films actually feel.

sonnet4 daysQdrantOpenAISentence TransformersFastAPI
ClaudeClaude
ROI for
README.md

Why this subagent

Star ratings can't tell you what to watch tonight when you're in a specific mood. This recommender asks a couple of questions and answers from how films actually feel.

Plot and tone embeddings live in Qdrant; a short chat captures mood, runtime, and what you've already seen, then the search excludes repeats. You get a ranked shortlist where each pick comes with a sentence explaining why it matches.

How it runs

    • Read

      Used at step 01 to kick off the pipeline.

    • Write

      Used at step 01 to kick off the pipeline.

    • WebFetch

      Used at step 01 to kick off the pipeline.

    • WebSearch

      Used at step 01 to kick off the pipeline.

Sample output

json
// Sample output
// (generated when the pipeline finishes)

Run a short conversation about taste, then return ranked films from Qdrant with a per-title reason and no repeats.

Unlock the rest

The full agent definition, install snippet, and starter task are gated for community members.

Members get the full `.md` agent file, the npm / pnpm install one-liners, a starter prompt that we've tuned against real runs, and the open-source repo when this automation ships there. One email, magic link, done.