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MarketFlow

Financial Data Monitoring & Analysis

golangpythondiscordopenaideepseekedgar APIalpaca
MarketFlow

A Discord server dedicated to financial data monitoring and analysis. MarketFlow scans market data in real-time to provide insights and facilitate informed financial discussions within our community.

Tech Stack

  • Go & Python Backend
  • React & TypeScript Frontend
  • Discord Integration
  • Multiple Financial APIs

Key Attributes

  • Market data scanning and monitoring
  • AI-powered market insights and trend analysis
  • Custom alerts for significant market movements
  • Community-driven discussion channels
  • Congress Member Tracker with trade lookups and notifications

Development Process

  • Learned Go while building production services
  • Reverse-engineered financial APIs
  • Built real-time data pipelines
  • Monitoring dashboard for system health

Core Features

  • Candlestick charting
  • Custom news feeds
  • Websocket powered data streaming

AI Integration

  • Using AI to explain what the insights mean to a newbie
  • AI also pulls and generates news sentiment

Thinking Process

  • Some challenges faced included having to learn Go while building this and working on Python license. However, it actually helped reverse engineer APIs and improve data handling with live streaming and time series data.