Data Processing & Analysisadvanced
September 23, 2025
5 min read
55 minutes
News Aggregator AI Agent - n8n Workflow
Automate news aggregation with n8n. Collect from TikTok, Reddit, RSS, and APIs, filter with AI, and deliver polished newsletters instantly.
By Kazi Sakib

Information overload is the silent productivity killer of our digital age. Every day, thousands of news articles, social media posts, and updates flood the internet, making it nearly impossible to stay informed without drowning in irrelevant content. For professionals, researchers, and curious minds alike, manually sifting through multiple news sources, social platforms, and RSS feeds has become an exhausting daily ritual that consumes precious hours while delivering inconsistent results.
Enter the world of intelligent automation with N8N's powerful news aggregation workflow. This sophisticated system transforms the chaotic landscape of information gathering into a streamlined, AI-powered process that automatically collects, analyzes, and curates high-quality content from diverse sources. By combining multiple data streams with artificial intelligence filtering, this workflow delivers personalized newsletters that cut through the noise and focus on what truly matters to you.
Prerequisites: Setting Up Your News Aggregation Arsenal
Before diving into the workflow construction, you'll need access to several key services and APIs that power this intelligent news aggregation system:
- N8N Platform: Your automation headquarters for orchestrating the entire workflow
- Apify API: Handles TikTok and Reddit content scraping with professional-grade reliability
- Tavily Search API: Provides advanced news search capabilities with topic-specific filtering
- OpenAI API: Powers the intelligent content filtering and relevance scoring
- Google Gemini API: Manages audio transcription and HTML newsletter generation
- Pexels API: Sources high-quality thumbnail images for visual appeal
- Gmail API: Delivers your finished newsletter directly to subscribers
Key Components: The Building Blocks of Intelligent News Curation
This N8N workflow leverages a comprehensive suite of nodes that work together seamlessly:
- HTTP Request Nodes: Interface with external APIs for data collection
- AI Language Model Nodes: OpenAI GPT-4.1 and Google Gemini for content analysis
- Split in Batches Nodes: Handle large datasets efficiently without overwhelming APIs
- Filter and Conditional Nodes: Apply intelligent content selection criteria
- Set and Edit Fields Nodes: Standardize data formats across different sources
- Wait Nodes: Implement rate limiting to respect API constraints
- Merge and Aggregate Nodes: Combine multiple data streams into unified output
Step-by-Step Implementation: Building Your News Aggregation Engine
Step 1: Multi-Source Data Collection
The workflow begins with parallel data collection from four distinct sources. TikTok scraping targets specific crypto-focused profiles like "cryptomasun" and "virtualbacon" to capture the latest video content. Simultaneously, Reddit scraping searches for trending crypto discussions using advanced parameters that filter by recency and relevance. The Tavily Search API performs sophisticated news queries with topic-specific depth, while the CoinDesk RSS feed provides authoritative industry updates. This parallel approach ensures comprehensive coverage while maximizing efficiency.

Step 2: Content Processing and Standardization
Raw data from different sources arrives in various formats, requiring intelligent processing for uniformity. TikTok videos undergo automatic transcription using Google Gemini's audio processing capabilities, converting spoken content into searchable text. Reddit posts are cleaned and formatted to extract meaningful discussions. All content streams are then standardized into consistent data structures containing essential fields: content text, source URLs, and metadata. This standardization is crucial for the subsequent AI analysis phases.
Step 3: AI-Powered Content Filtering
The heart of the workflow lies in its intelligent filtering system powered by OpenAI's GPT-4.1 model. Each piece of content undergoes rigorous analysis to determine relevance, quality, and authenticity. The AI evaluates factors such as information accuracy, source credibility, and topical alignment. Articles are scored and classified, with only high-quality, verified content advancing to the next stage. This eliminates clickbait, misinformation, and irrelevant posts that would otherwise clutter your newsletter.
Step 4: Visual Enhancement and Optimization
Approved articles receive visual enhancement through automated image selection. The system generates relevant keywords for each piece of content, then uses these keywords to search the Pexels API for professional-quality thumbnail images. This process ensures that every article in your newsletter has appropriate visual representation, significantly improving reader engagement and the overall professional appearance of your publication.

Step 5: Newsletter Generation and Distribution
The final stage transforms curated content into a polished HTML newsletter. Google Gemini's advanced language model creates responsive email templates with modern styling, proper formatting, and mobile-friendly design. The system automatically generates compelling headlines, organizes content logically, and includes all necessary metadata. Once the newsletter is complete, it's delivered via Gmail API to your subscriber list, maintaining professional presentation and deliverability standards.

Customization: Beyond Crypto News
While this workflow focuses on cryptocurrency news as an example, its modular design allows for easy customization to any topic or industry. Simply modify the search parameters, source selections, and filtering criteria to create specialized newsletters for technology, healthcare, finance, or any other field of interest.
Benefits and Use Cases: Transforming Information Consumption
This intelligent news aggregation system delivers substantial benefits across multiple use cases:
- Time Efficiency: Reduces manual news gathering from hours to minutes while improving content quality
- Comprehensive Coverage: Monitors multiple sources simultaneously, ensuring no important developments are missed
- Quality Assurance: AI filtering eliminates low-quality content, focusing only on valuable information
- Professional Presentation: Automatically formatted newsletters maintain consistent, professional appearance
- Scalable Operation: Handles increasing data volumes without proportional time investment
Investment professionals use this system to track market developments across social media, traditional news, and industry publications. Research teams deploy it for comprehensive literature monitoring in their fields. Marketing professionals leverage it to stay current with industry trends and competitive intelligence. Content creators utilize it to discover trending topics and maintain thought leadership in their niches.
The Future of Intelligent Information Curation
This N8N workflow represents more than just a news aggregator; it's a glimpse into the future of intelligent information consumption. By combining multiple data sources with advanced AI processing, it creates a personalized intelligence system that adapts to your specific needs and interests. The result is a transformation from information overload to curated insight, enabling better decision-making and deeper understanding in our rapidly evolving digital landscape.
Whether you're a financial analyst tracking cryptocurrency trends, a researcher monitoring scientific developments, or a business professional staying current with industry changes, this workflow provides the foundation for building your own intelligent news curation system. The power to transform chaos into clarity is now within reach, one automated workflow at a time.
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