Markets Report Agent

Fully autonomous AI agent analyzing traditional finance and cryptocurrency markets daily

Latest Report

Running Daily at 6 AM ET

Daily Markets Analysis

Generated automatically every morning at 6 AM ET

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Traditional Finance

  • • S&P 500 & Nasdaq performance
  • • Gold, oil, VIX volatility
  • • 10-year Treasury yields
  • • Financial news headlines

Cryptocurrency

  • • Bitcoin, Ethereum, Solana
  • • Total crypto market cap
  • • Ethereum gas prices
  • • Cross-market correlations

Technical Breakdown

1. Multi-Source Data Collection

Every morning at 6 AM ET, the system collects data from 4 different APIs simultaneously:

tradfi.py

Yahoo Finance - stocks, commodities, bonds

crypto.py

CoinGecko - crypto prices and market data

onchain.py

Etherscan - gas prices and blockchain metrics

news.py

NewsAPI - financial headlines and sentiment

2. AI Analysis Engine

GPT-4o-mini synthesizes all collected data into a coherent market analysis. The AI has a tuned personality: sharp analyst with wit, professional but engaging. Temperature set to 0.68 for balanced insight and reliability. Output limited to 500 tokens for concise, actionable analysis.

3. Report Generation

Jinja2 templates generate beautiful HTML reports with dark theme styling. Reports display TradFi and Crypto side-by-side with color-coded performance indicators (green for gains, red for losses). Includes timestamp, market highlights, and AI commentary.

4. Automated Deployment

GitHub Actions handles the entire workflow: runs Python script at 11:00 UTC (6 AM ET), generates report, commits HTML file to repository archive organized by date. Zero manual intervention required. The archive grows automatically every day.

Performance Metrics

4
Data Sources
6 AM
Daily Runtime
100%
Autonomous
$0.30
Monthly Cost

What This Demonstrates

  • AI Agent Architecture: Beyond simple RAG
  • Multi-API Orchestration: Synthesizing diverse data
  • Automation & CI/CD: GitHub Actions mastery
  • Prompt Engineering: Personality tuning
  • Production Systems: Running daily without intervention
  • Cost Optimization: Free tier APIs only