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ai-agent

AgriQuant-AI

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
836 stars21 forksPythonUpdated 5/26/2026100% free Β· open source
What it does

AgriQuant-AI predicts price moves 48-72 hours early for agricultural commodities like OJ, Coffee, and Wheat using AI-powered weather intelligence and satellite data

Install / run
git clone https://github.com/AgriQuantAI/AgriQuant-AI && cd AgriQuant-AI && pip install -r requirements.txt
When to use it
  • β€’You're a trader looking to make informed decisions about agricultural commodity futures
  • β€’You need to predict price fluctuations for commodities like Corn or Sugar
  • β€’You want to stay ahead of market trends with early warnings of price moves
Quick start
  1. 1Clone the AgriQuant-AI repository and navigate to the project directory
  2. 2Install the required dependencies by running `pip install -r requirements.txt`
  3. 3Configure your satellite data sources by editing the `config.py` file
  4. 4Run the prediction model using `python predict.py` with the desired commodity and time frame
  5. 5Review the predicted price moves in the generated output file
Ready-to-paste prompt
python predict.py --commodity OJ --timeframe 48h --satellite_data_path ./satellite_data
Heads up: You need to obtain and configure API keys for accessing satellite data and Claude Sonnet models, which require separate setup and may incur additional costs
Saves to your device

Topics

agricultural-commodities
claude-ai
futures-trading
machine-learning
noaa
python
quantitative-finance
satellite-data
timescaledb
weather-prediction
What's inside β€” free to inspect
No purchase needed

Read the entire source before you build β€” unlike paid marketplaces that hide it behind a buy button.

43
top-level files
0
folders
521K
repo size
β€”
license
Key files
config.py
config.yml
main.py
README.md
requirements_additions.txt
requirements.txt
File tree
agriquant_upload.zip
AGRIQUANT_WHITEPAPER.md
backfill_historical.sh
backtest_analysis.R
backtest.py
claude_engine.py
cocoa_westafrica_collector.py
coffee_brazil_collector.py
config.py
config.yml
correlation_analyzer.py
crypto_fundraise.py
dashboard_api.py
database.py
demo.py
deploy.sh
DEPLOYMENT_SUMMARY.md
docker-compose.yml
Dockerfile
el_nino_monitor.py
ensemble_predictor.py
grains_collector.py
icco_usda_scraper.py
investor_distribution.py
Quick Actions
Details
Creator
AgriQuantAI
Language
Python
Category
ai-agent
Published
2/1/2026

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