I published a template on n8n, but I don’t know how to expand its influence. Maybe the n8n team can help me repost it?
Main overview:
How It Works
This n8n workflow builds an AI-powered web data pipeline that automates the entire process of:
- List item
Extraction
Structuring
Vectorization
Storage
It integrates multiple advanced tools to transform messy web pages into clean, searchable vector databases.
Integrated Tools
Scrapeless
Bypasses JavaScript-heavy websites and anti-bot protections to reliably extract HTML content.
Claude AI
Uses LLMs to analyze unstructured HTML and generate clean, structured JSON data.
Ollama Embeddings
Generates local vector embeddings from structured text using the all-minilm model.
Qdrant Vector DB
Stores semantic vector data for fast and meaningful search capabilities.
Webhook Notifications
Sends real-time updates when workflows complete or errors occur.
From messy webpages to structured vector data — this pipeline is perfect for building intelligent agents, knowledge bases, or research automation tools.