# Chickpea Quality Grader AI Agent Connect

> Grades chickpea quality and predicts market suitability and value.

## Overview
- **Category:** supply-chain
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_TulibSGoyjTGYcuqxYyMERAkEwHiMKuRwI2RPSBO/ai-agent-connect
- **Tags:** chickpeas, grading, agriculture, commodity, quality-assurance

## Description

This MCP server provides specialized tools for the chickpea industry to assess physical quality and commercial potential. Use `classify_variety` to distinguish between Kabuli and Desi types, `grade_chickpeas` to assign USDA-style quality grades based on defect profiles, `predict_market_suitability` to determine if a batch is best for Whole Seed, Canning, or Flour markets, and `calculate_market_value` to estimate commercial pricing.

## Tools

### calculate_market_value
Estimates the commercial value of the batch

### classify_variety
Determines if a batch of chickpeas belongs to the Kabuli or Desi variety

### grade_chickpeas
Assigns a formal USDA-style quality grade

### predict_market_suitability
Estimates which industrial markets the batch is best suited for

## Prompt Examples

**Prompt:** 
```
Classify this batch: large cream-colored seeds.
```

**Response:** 
```
The variety is Kabuli with a high confidence score.
```

**Prompt:** 
```
Grade these chickpeas: medium size, round shape, 5% defect rate with cracked seeds.
```

**Response:** 
```
The assigned grade is Standard quality.
```

**Prompt:** 
```
What is the market suitability for a Premium grade batch with 12% moisture?
```

**Response:** 
```
The primary market is Whole Seed.
```

## Frequently Asked Questions

**How does the grading work?**
The `grade_chickpeas` tool evaluates size, shape, and the percentage of defects like cracked or shriveled seeds to assign a formal grade.

**Can I predict the price of my batch?**
Yes, use `calculate_market_value` by providing the grade, variety, and defect percentage to get an estimated price per unit.

**Which markets are supported?**
The `predict_market_suitability` tool identifies suitability for Whole Seed, Canning, and Flour markets.