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AI Stock Tracking Agent is a Telegram-based AI workflow built in n8n that transforms a simple stock name into a complete trading analysis report.
Users send a stock/company name through Telegram, and the workflow automatically:
- Converts the company name into a stock symbol
- Fetches multi-timeframe market data
- Collects recent stock news
- Performs AI-powered sentiment analysis
- Generates a chart image
- Creates a professional BUY / SELL / HOLD report
- Sends the final analysis back to Telegram
Node-by-Node Explanation
1. Telegram Stock Request Trigger
What This Node Does
This is the entry point of the workflow.
It listens for incoming Telegram messages and starts the workflow automatically whenever a user sends a stock/company name.
Example
Apple
Tesla
Nvidia
2. Convert to Stock Symbol
What This Node Does
Uses OpenAI to convert a company name into a valid stock ticker symbol.
Example
| User Input | AI Output |
|---|---|
| Apple | AAPL |
| Tesla | TSLA |
| Microsoft | MSFT |
Why This Node Matters
Users do not need to know the exact stock ticker symbol.
The AI intelligently maps company names into valid trading symbols.
3. Fetch 4H Market Data
What This Node Does
Fetches 4-hour interval market data from the TwelveData API.
Data Returned
- Open Price
- High Price
- Low Price
- Close Price
- Volume
Why This Node Matters
Helps analyze:
- Short-term momentum
- Intraday trends
- Swing trading opportunities
4. Fetch Daily Market Data
What This Node Does
Retrieves daily stock candle data from TwelveData.
Why This Node Matters
Daily candles help identify:
- Medium-term trends
- Support and resistance
- Trend direction
- Market strength
5. Fetch Weekly Market Data
What This Node Does
Fetches weekly timeframe stock data.
Why This Node Matters
Weekly charts help analyze:
- Long-term market structure
- Major breakouts
- Investor sentiment
- Macro trend direction
6. Merge Multi-Timeframe Data
What This Node Does
Combines:
- 4H chart data
- Daily chart data
- Weekly chart data
into one unified dataset.
Why This Node Matters
Creates a complete technical analysis context for the AI model.
7. Structure Technical Dataset
What This Node Does
Organizes all merged technical data into a clean structured object.
Why This Node Matters
Makes it easier for downstream AI nodes to process the technical dataset efficiently.
8. Fetch Stock News
What This Node Does
Fetches recent stock-related news using NewsAPI.
Data Collected
- Headlines
- Article descriptions
- Sources
- Publication dates
9. News Sentiment Analyzer
What This Node Does
Uses OpenAI to evaluate how recent news may impact the stock price.
AI Analysis Includes
- Bullish sentiment
- Bearish sentiment
- Neutral sentiment
- Confidence score
- Market rationale
Why This Node Matters
Transforms raw news into actionable trading insight.
10. Merge Technical and News Data
What This Node Does
Combines:
- Technical market data
- News sentiment analysis
into one AI-ready context.
Why This Node Matters
Allows the AI agent to analyze both technical and fundamental signals together.
11. Final AI Context Builder
What This Node Does
Structures all combined stock intelligence into a clean dataset.
Why This Node Matters
Prepares the final AI context before advanced trading analysis begins.
12. AI Stock Tracking
What This Node Does
Acts as the master AI trading analyst.
AI Responsibilities
- Analyze technical data
- Analyze news sentiment
- Detect bullish/bearish setups
- Generate trading verdicts
- Suggest entry zones
- Calculate stop losses
- Generate target prices
- Calculate risk/reward ratio
Output Includes
- BUY / SELL / HOLD verdict
- Confidence score
- Technical rationale
- Trade setup
- Risk analysis
- Chart link
13. Get Chart Image for Stock
What This Node Does
Generates a TradingView-style chart image using the Chart-IMG API.
Features
- Professional chart visualization
- Weekly timeframe chart
- Shareable chart image
Why This Node Matters
Adds visual confirmation to the AI trading analysis.
14. Send Telegram Analysis Report
What This Node Does
Sends the final AI-generated stock analysis report back to the Telegram user.
Final Output Includes
- Trading verdict
- Confidence score
- Entry zone
- Stop loss
- Target price
- Risk/reward ratio
- Chart link