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Community Insights with Qdrant, Python and Information Extractor

Research and product teams that want to see what a community thinks about a topic, including common positives and negatives.

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community-insights-using-qdrant-python-and-information-extractor.json

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What it does

An n8n template that imports Hacker News comments, stores their embeddings in Qdrant and groups them by similarity with a Python clustering step. An AI agent then summarises each group and the insights are saved to a Google Sheet.

Use cases

  1. 01Group Hacker News comments by theme
  2. 02Summarise community opinion on a product
  3. 03Collect recurring praise and complaints in a sheet

Connects

Google Sheets · HTTP Request · Hacker News · Code · Embeddings OpenAI · OpenAI Chat Model · Recursive Character Text Splitter · Default Data Loader · Qdrant Vector Store

Questions about
Community Insights with Qdrant, Python and Information Extractor.

What is Community Insights with Qdrant, Python and Information Extractor used for?

Research and product teams that want to see what a community thinks about a topic, including common positives and negatives. An n8n template that imports Hacker News comments, stores their embeddings in Qdrant and groups them by similarity with a Python clustering step. An AI agent then summarises each group and the insights are saved to a Google Sheet.

How do I import Community Insights with Qdrant, Python and Information Extractor into n8n?

Copy the workflow JSON from this page and paste it onto the n8n canvas with Ctrl+V or Cmd+V. Then connect your credentials in each node.

Is Community Insights with Qdrant, Python and Information Extractor safe to use?

It passed our automatic scan for credential theft, hidden instructions and risky install commands. Third party open source software. Sabemos AI does not maintain it. Check the code and permissions before you connect it to company data.

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