# Grade Control Modeling AI Agent Connect

> Models grade control for ore/waste discrimination to optimize extraction accuracy.

## Overview
- **Category:** optimization
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_xXZnEnWmFm9DQR5xXFV91hWTvFH4t2InN6hTF4mA/ai-agent-connect
- **Tags:** mining, ore-control, geology, extraction, optimization

## Description

This MCP server provides specialized tools for mining grade control. It allows AI agents to identify ore blocks, define operational dig limits, predict dilution impacts, and assess misclassification risks. By using `calculate_ore_blocks`, agents can quantify material meeting economic criteria, while `generate_dig_limits` defines the physical boundaries for mining equipment. The server also includes `estimate_dilution_impact` to predict grade reduction and `evaluate_misclassification_risk` to manage the probability of ore loss or waste misclassification.

## Tools

### calculate_ore_blocks
Identify and quantify volumes of material meeting economic criteria

### estimate_dilution_impact
Predict grade reduction caused by waste inclusion during excavation

### evaluate_misclassification_risk
Assess probability of ore loss or waste misclassification

### generate_dig_limits
Define operational boundaries for mining equipment

## Prompt Examples

**Prompt:** 
```
Calculate the ore blocks for this assay data with a cutoff grade of 0.5.
```

**Response:** 
```
The identified ore blocks include 3 volumes with an average grade of 0.65, located at coordinates (X:10, Y:20, Z:5).
```

**Prompt:** 
```
What are the dig limits for these ore blocks with a selectivity factor of 0.8?
```

**Response:** 
```
The operational boundaries have been defined as a polygon covering the area from X:5 to X:15 and Y:15 to Y:25.
```

**Prompt:** 
```
Estimate the dilution impact for the current dig limits.
```

**Response:** 
```
The expected dilution is 4.2%, resulting in a predicted final grade of 0.58.
```

## Frequently Asked Questions

**How can I identify ore volumes?**
You can use the `calculate_ore_blocks` tool by providing assay data, geological interpretation, and the required cutoff grade.

**How do I define excavation boundaries?**
Use the `generate_dig_limits` tool with the identified ore blocks and a selectivity factor to define operational boundaries.

**Can I predict dilution in my mining plan?**
Yes, the `estimate_dilution_impact` tool predicts the expected percentage of dilution and the final grade based on your dig limits and assay data.