Automate stock trades with AI-driven technical analysis & Alpaca Trading

📊 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 — all without manual intervention.

My results so far:

(100k paper trading account with the current template strategy)

🚀 What This Workflow Does

• Live AI-Driven Market Scanning
  Integrates with Danelfin’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.

🔗 Integrated Services

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

📥 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

💼 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 “What’s the trend on TSLA?” and get a concise, professional-grade market report instantly

💡 Why You’ll Love It

This isn’t just an automation — it’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, it’s all covered.

🔑 Get Started

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