AI Stock Tracking Agent is a Telegram-based AI workflow built in n8n that transforms a simple stock name into a complet…
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. An n8n automation workflow template by Jitesh Dugar.
Jitesh Dugar
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free
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