Analyze stocks from Telegram using GPT-4, TwelveData, NewsAPI and Chart-IMG
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Jitesh Dugar
Description
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