Automate Stock Trades with AI-Driven Technical Analysis & Alpaca Trading
Last edited 58 days ago
📊 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.
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