Templates / Vector database as a big data analysis tool for AI agents [3/3 - anomaly]

Vector database as a big data analysis tool for AI agents [3/3 - anomaly]

Ready for 3.0

by Jenny ✓ · 3,310 views · created 2024-12-19 · Engineering, AI Summarization

Ready for 3.0. This template uses no nodes that n8n 3.0 removes. No removed nodes, versions or helpers found. Static check, last run 2026-10-19.

What this workflow does

This workflow has 9 nodes and runs when another workflow calls it. It uses only n8n's built-in nodes. It also calls api.voyageai.com over HTTP.

How it runs

Trigger: When another workflow calls it.

  1. Image URL hardcode (Edit Fields (Set)): sets 1 field: imageURL
  2. Variables for medoids (Edit Fields (Set)): sets 4 fields: clusterCenterType, qdrantCloudURL, collectionName…
  3. Total Points in Collection (HTTP Request): calls an HTTP API (POST)
  4. Each Crop Counts (HTTP Request): calls an HTTP API (POST)
  5. Info About Crop Labeled Clusters (Edit Fields (Set)): sets or maps fields
  6. Embed image (HTTP Request): calls api.voyageai.com (POST)
  7. Get similarity of medoids (HTTP Request): calls an HTTP API (POST)
  8. Compare scores (Code): runs custom Python code

HTTP calls to: api.voyageai.com

Before you upgrade to n8n 3.0

Nothing in this workflow is removed in n8n 3.0, so it should import and run after the upgrade.

Nodes used (4)

From the author

Vector Database as a Big Data Analysis Tool for AI Agents Workflows from the webinar "Build production-ready AI Agents with Qdrant and n8n". This series of workflows shows how to build big data analysis tools for production-ready AI agents with the help of…

Excerpt from Jenny 's description on n8n.io.

View the original on n8n.io → Check your own copy

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