AgriQuantAI

AgriQuant AI

Name: AgriQuant AI
Author: AgriQuantAI

Data community

SOURCE https://github.com/AgriQuantAI/AgriQuant-AI

Description

AI-powered weather intelligence for agricultural commodity futures. Predicts price moves 48-72 hours early across OJ, Coffee, Cocoa, Sugar, Corn and Wheat using Claude Sonnet + satellite data

Installation

This entry records only its repository, not the path inside it, so there is no exact command to give. Open the source below and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

README

AgriQuant AI

[![Python](https://img.shields.io/badge/Python-3.9%2B-blue)](https://www.python.org/) [![License](https://img.shields.io/badge/License-MIT-green)](LICENSE) [![Models](https://img.shields.io/badge/ML%20Models-8-brightgreen)](https://github.com/agriquant-ai/AgriQuant-AI) [![Accuracy](https://img.shields.io/badge/Win%20Rate-70%25-success)](https://github.com/agriquant-ai/AgriQuant-AI) [![Markets](https://img.shields.io/badge/Markets-6-blue)](https://github.com/agriquant-ai/AgriQuant-AI)

**AI-driven weather intelligence for agricultural commodity futures.**

AgriQuant AI analyzes satellite weather data and 40 years of price patterns to predict agricultural commodity moves 48–72 hours before traditional analysts react. Built on Claude Sonnet, NOAA real-time feeds, and a multi-spectral satellite pipeline covering six global markets.

Overview

AgriQuant AI monitors weather events across six agricultural commodity markets and generates probabilistic price impact signals before official USDA and agency reports are published.

The system processes NOAA weather forecasts, satellite imagery, and market data continuously, cross-referencing against a 40-year historical database of weather-driven commodity price moves.

**Backtest Performance (2023–2025):**

+223% total return (2.5x leveraged futures strategy)
70% win rate across 23 trades
2.6:1 win/loss ratio
1.8 Sharpe ratio
-21% max drawdown

Markets Covered

Commodity	Ticker	Exchange	Region	Primary Risk
Orange Juice	FCOJ-A	ICE	Florida, USA	Freeze, hurricane, disease
Coffee (Arabica)	KC	ICE	Minas Gerais, Brazil	Frost, drought
Cocoa	CC	ICE	Ghana / Ivory Coast	Drought, Harmattan winds
Sugar #11	SB	ICE	Brazil / India	Monsoon, drought
Corn	ZC	CME	US Midwest	Drought, derecho, frost
Wheat	ZW	CME	Great Plains	Drought, Black Sea risk