Automate Stock Trades with AI-Driven Technical Analysis & Alpaca Trading

๐Ÿ“Š AI-Powered Stock Analysis & Auto-Trading Workflow

Supercharge your trading decisions with this end-to-end AI automation that connects market intelligence, technical analysis, and automated trade execution โ€” all without manual intervention.
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My results so far:

(100k paper trading account with the current template strategy)
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๐Ÿš€ What This Workflow Does

  • Live AI-Driven Market Scanning
    Integrates with Danelfinโ€™s AI scoring system to identify top stocks daily based on technical, fundamental, sentiment, and risk scores.

  • Advanced Technical & Trend Analysis
    Combines chart patterns, Fibonacci retracements, Bollinger Bands, MACD, RSI, EMA trends, and support/resistance detection with real-time news sentiment to produce clear, professional-grade analysis reports.

  • Chart Image AI Analysis
    Uses LLM-powered vision models to interpret candlestick charts visually and extract pattern, trend, and indicator insights.

  • Automated Trade Execution
    Integrates with Alpaca Paper Trading API for secure, rule-based buy/sell execution.
    Includes:

    • Risk management (position sizing, stop-loss/take-profit)
    • Account balance & buying power checks
    • No-repeat-loss policy
  • Data Storage & Strategy Memory
    Logs trades, PnL, and objectives in PostgreSQL for ongoing strategy refinement.

  • Automated Reporting
    Sends deep-dive market and trade reports directly to your email.


๐Ÿ”— Integrated Services

  • Danelfin API โ€“ AI-based stock ranking
  • Supabase Vector Store โ€“ Strategy and knowledge retrieval
  • TwelveData API โ€“ Market prices & indicators
  • Chart-img API โ€“ TradingView chart generation
  • Alphavantage โ€“ News sentiment feed
  • Alpaca API โ€“ Automated order execution
  • OpenAI, Anthropic, Cohere, OpenRouter โ€“ Multi-model AI reasoning

๐Ÿ“ฅ Perfect For

  • Quantitative analysts testing strategies
  • Investors looking for data-backed, automated execution
  • Educational environments for learning AI-based market strategies
  • People that want to know Real results Results

๐Ÿ’ผ What You Get

Full Setup

  • Pre-configured n8n workflow with all nodes and logic ready to run
  • Step-by-step API key integration guide for Danelfin, Alpaca, TwelveData, Alphavantage, Chart-img
  • Database logging setup with PostgreSQL schema
  • Automated email reporting template

Detailed Description

  • Explanation of every sub-agent and AI integration
  • How the strategy agent selects stocks based on AI scores and past trades
  • Deep technical indicators breakdown (EMA, RSI, MACD, Fibonacci, Bollinger, Support/Resistance)
  • Risk management methodology and allocation rules

Examples

  • Daily Automated Analysis: Every morning the system emails you the top 3 stocks to watch, with price, chart, and sentiment score
  • Trade Execution: System buys AAPL with a defined stop-loss and take-profit based on technical setup
  • Chatbot Mode: Ask โ€œWhatโ€™s the trend on TSLA?โ€ and get a concise, professional-grade market report instantly

๐Ÿ’ก Why Youโ€™ll Love It

This isnโ€™t just an automation โ€” itโ€™s a full-stack AI trading assistant that thinks, analyzes, and executes while keeping risk in check. From sourcing the idea to placing the trade, itโ€™s all covered.


๐Ÿ”‘ Get Started

Replace the placeholder API keys, set your trading preferences, and let the automation do the heavy lifting.