CropProphEU
@DasClown
About CropProphEU
No overview available yet
Config
Add this server to your MCP-compatible client using the configuration below.
{
"mcpServers": {
"CropProphEU": {
"command": "docker",
"args": [
"build",
"-t",
"crop-mcp",
"."
]
}
}
}Tools
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Overview
What is CropProphEU?
A free MCP server that provides yield forecasts, market values (€/ha), risk analysis, environmental risk scoring, and portfolio optimization for European agriculture. It covers 5 crops across 26 EU countries and 123 NUTS2 regions, built for AI agents using only free, public data sources.
How to use CropProphEU?
Install via pip install git+https://github.com/DasClown/CropProphEU.git, then run as an MCP server using the crop-mcp CLI command (stdio) or crop-mcp --http --port 8080 for HTTP/SSE. Integrate with Claude Desktop or Cursor by adding a JSON configuration with the command python3 -m crop_mcp.server. Alternatively, use the Python API directly for yield predictions.
Key features of CropProphEU
- 13 MCP tools for yield, value, risk, and optimization
- Yield-at-Risk (P10/P50/P90) with NDVI satellite correction
- Live market prices from CBOT/MATIF via Yahoo Finance
- Portfolio optimizer for budget allocation across regions and crops
- Environmental Risk Score (ERS) and wild boar damage risk (DE)
- Zero API keys required – all data sources are free and public
Use cases of CropProphEU
- Agri-trading desks: query crop value in specific regions at current market prices
- Farm advisory: compare current season to historical years
- Portfolio optimization: find best €/ha allocation across 100+ ha
- Environmental risk assessment: evaluate forest, erosion, storm, hail, and wild boar risk
- Climate scenario analysis: what-if simulations (+2°C, -20% rain, etc.)
FAQ from CropProphEU
What crops and regions are supported?
Five crops: wheat, corn, barley, rapeseed, sunflower – across 26 EU countries (including Ukraine and UK) and 123 NUTS2 regions.
Does CropProphEU require API keys?
No. All data sources (Eurostat, NASA POWER, Open-Meteo, SoilGrids, Sentinel-2 NDVI, Yahoo Finance) are free and public.
How accurate are the yield forecasts?
Leave-One-Year-Out MAE ranges from 10.8% (rapeseed) to 16.1% (sunflower), with R² values between 0.72 and 0.87. Forward validation (2023-24) shows MAE of 15.0% for wheat.
How can I run CropProphEU as an HTTP server?
Install with pip install crop-mcp[http] and run crop-mcp --http --port 8080. Connect via SSE at http://your-server:8080/sse.
What data sources are used for the predictions?
Eurostat verified crop codes, NASA POWER for weather, Open-Meteo for forecasts, SoilGrids v2 for soil properties, Sentinel-2 NDVI for vegetation correction, and Yahoo Finance for live commodity prices.
Frequently asked questions
What crops and regions are supported?
Five crops: wheat, corn, barley, rapeseed, sunflower – across 26 EU countries (including Ukraine and UK) and 123 NUTS2 regions.
Does CropProphEU require API keys?
No. All data sources (Eurostat, NASA POWER, Open-Meteo, SoilGrids, Sentinel-2 NDVI, Yahoo Finance) are free and public.
How accurate are the yield forecasts?
Leave-One-Year-Out MAE ranges from 10.8% (rapeseed) to 16.1% (sunflower), with R² values between 0.72 and 0.87. Forward validation (2023-24) shows MAE of 15.0% for wheat.
How can I run CropProphEU as an HTTP server?
Install with `pip install crop-mcp[http]` and run `crop-mcp --http --port 8080`. Connect via SSE at `http://your-server:8080/sse`.
What data sources are used for the predictions?
Eurostat verified crop codes, NASA POWER for weather, Open-Meteo for forecasts, SoilGrids v2 for soil properties, Sentinel-2 NDVI for vegetation correction, and Yahoo Finance for live commodity prices.
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