Create AI-Ready Vector Datasets from Web Content with Claude, Ollama & Qdrant - n8n Workflow | Neura Market
Create AI-Ready Vector Datasets from Web Content with Claude, Ollama & Qdrant
Automates extraction of web content via Scrapeless, structures it with Claude AI, generates embeddings using Ollama, and stores in Qdrant for semantic search.
This n8n workflow creates an AI-powered pipeline that transforms unstructured web content into clean, searchable vector datasets. It starts by bypassing anti-bot measures with Scrapeless to reliably scrape HTML from JavaScript-heavy sites. Claude AI then analyzes and structures the raw HTML into JSON format, making data usable for downstream applications.
Next, Ollama generates high-quality vector embeddings locally using the all-minilm model, enabling semantic similarity searches without cloud
Platform
n8n
Category
E-commerce
Price
$24.99
Creator
Jose Maurino
n8n
AI Pipeline
Web Scraping
Vector Database
Qdrant
Claude AI
Ollama
Embeddings
Data Extraction
Scrapeless
How to import this workflow into n8n
1Purchase or download the workflow to get the n8n workflow JSON file.
2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
3Open each node marked with a credential warning and connect your own accounts and API keys.
4Run the workflow once manually to verify the data flow, then toggle it to Active.