Competitor Analysis
Maps your main competitors and shows where you can stand out
by Pawel Huryn
Content Aggregator (Langflow)
Finds recent news on a topic, sums up each article and saves a tidy digest to a file
What it does
Content Aggregator is an official Langflow starter template. You type a topic; the flow searches Google News for recent articles, an AI model writes a one-line summary of each, and an agent groups them into a digest with an overview, titles, dates and links. The digest shows in the chat and is saved as a file on your computer (JSON by default; Markdown, CSV, Excel, text or HTML also work). It suits anyone who wants a quick briefing on a subject without opening every article.
Every item keeps its source link and date, and the digest is written to a file you can keep or share, not just shown in a chat.
Before you start
- 1langflow, on your own server or the platform's cloud.
- 2Langflow on your computer: Langflow Desktop (macOS, Windows), Docker or the Python package
- 3An API key from an AI model provider, such as OpenAI, Anthropic or Google
- 4Optional: an AWS or Google Drive account if you want the digest saved there instead
- !Pay per use. The AI service it calls charges for what you use.
How to start
- Open langflowYour own server or the platform's cloud.
- Import the templateDownload it from the creator's page and import it or follow the official guide. An AI agent can walk you through it with the install request.
- Run it once with test dataConnect your accounts, try it on something small and check the result.
Steps follow the creator's instructions.
Stuck setting it up?
Tell us what happened. We confirm scope and price before any paid work.
