metadata

title: Stock Predictions
emoji: 📈
colorFrom: red
colorTo: purple
sdk: gradio
sdk_version: 5.44.0
app_file: app.py
pinned: true
license: mit
short_description: Use Amazon Chronos To Predict Stock Prices
tags:
  - mcp-server-track

Structured Product & Crypto Prediction App

This Gradio-based app allows users to analyze stocks for structured financial products using advanced predictive models (Chronos T5), technical indicators, and visualize results. It also supports simple cryptocurrency predictions and provides affiliate links for automated trading bots.

Features

Stock & Structured Product Analysis

Historical stock data fetching (daily, hourly, 15-minute intervals)
Technical indicators: SMA, RSI, MACD, Bollinger Bands
Volatility, drawdown, liquidity, and risk metrics
Predictive analysis using Chronos T5 pipeline
Automatic fallback to technical strategy if prediction fails
Interactive Plotly visualizations
Trading signals generation

Crypto Predictions

Pulls historical crypto data (BTC, ETH, etc.) from Yahoo Finance
Calculates SMA20 and SMA50 for trend signals
Provides buy/sell indicators

Affiliate Links

Links to popular crypto bots for automated trading:
- Pionex
- Cornix
- Cryptohopper
- 3Commas

Installation

Clone the repository and create a virtual environment:

git clone <repository-url>
cd crypto-prediction
python -m venv .venv
source .venv/bin/activate  # Windows: .venv\Scripts\activate
pip install -r requirements.txt