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Dev.to
7/25/2026
Building an AI Trend Analysis Tool with RSS Feeds and Gemini 2.5 Flash

Building an AI Trend Analysis Tool with RSS Feeds and Gemini 2.5 Flash

Original: "Take the Well-Maintained Road Over Risky Shortcuts": Ditching Web Scraping for an AI App Powered by Official RSS & Gemini (Lessons from Logistics)

Short summary

A Japanese truck driver turned Python beginner built 'Puoppo,' an automated AI trend analysis tool that aggregates RSS feeds and summarizes up to 100 articles using Gemini 2.5 Flash in 10-15 seconds. The article explains why RSS feeds beat web scraping for reliability and includes setup instructions for local deployment. Built with Flask, plain HTML/CSS, and Gemini API.

  • Puoppo aggregates RSS feeds and summarizes articles via Gemini 2.5 Flash in ~10-15s
  • RSS chosen over web scraping to avoid IP blocking and maintenance costs
  • Includes local setup instructions for Linux/macOS/Windows; open-source on GitHub

Generated with AI, which can make mistakes.

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