# Wheat Protein Predictor AI Agent Connect

> Predict wheat grain protein content and optimize nitrogen application for maximum profit.

## Overview
- **Category:** agriculture
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_j6Y0EhF1Vs7f9b34MFavKTKq7563cHKHCVJ6gNfE/ai-agent-connect
- **Tags:** wheat, nitrogen, protein, agronomy, yield-prediction

## Description

This MCP server provides decision-support tools for wheat growers to manage nitrogen (N) application. By modeling nitrogen uptake, translocation, and environmental losses, it helps users predict grain protein levels and find the economic optimum for fertilizer use. Use `predict_grain_protein` to estimate protein and yield, `calculate_n_requirement` to hit specific targets, `optimize_economic_n` to maximize profit, and `estimate_protein_probability` to assess risk under environmental uncertainty.

## Tools

### calculate_n_requirement
Calculates the nitrogen application required to reach a specific protein target

### estimate_protein_probability
Estimates the probability of achieving a target protein level

### optimize_economic_n
Finds the most profitable nitrogen application rate

### predict_grain_protein
Predicts wheat grain protein content based on nitrogen availability and environmental factors

## Prompt Examples

**Prompt:** 
```
What will my grain protein be if I have 20 soil nitrate, 50 applied N, a timing factor of 0.9, 80 yield potential, and 0.1 loss coefficient?
```

**Response:** 
```
Based on your inputs, the predicted grain protein is 14.5% with an expected yield of 80 bushels per acre.
```

**Prompt:** 
```
How much nitrogen do I need to apply to reach a 15% protein target with 15 soil nitrate and 75 yield potential?
```

**Response:** 
```
To achieve a 15% protein target, you need to apply 65 units of nitrogen fertilizer.
```

**Prompt:** 
```
What is the most profitable N rate if fertilizer costs 0.5 per unit and the protein premium is 2.0 per unit?
```

**Response:** 
```
The optimal nitrogen application rate to maximize your profit is 42 units.
```

## Frequently Asked Questions

**How does this tool account for nitrogen loss?**
The tools use a `lossCoefficient` to model environmental losses such as volatilization, leaching, and denitrification based on your soil and weather conditions.

**Can I use this to find the most profitable nitrogen rate?**
Yes, the `optimize_economic_n` tool calculates the application rate that maximizes profit by balancing fertilizer costs against the protein premium.

**What inputs are required for protein prediction?**
To use `predict_grain_protein`, you need to provide soil nitrate, applied nitrogen, a timing factor, yield potential, and a loss coefficient.