# Ore Sorting Optimization AI Agent Connect

> Optimize ore sorting circuit design through grade distribution analysis and capacity modeling.

## Overview
- **Category:** engineering
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_s5kI0QPK3oXRSWPV9otTmSGtrIdyxqlpxz8Zv1qh/ai-agent-connect
- **Tags:** ore-sorting, mining-tech, circuit-design, mass-balance, grade-optimization

## Description

This MCP server provides specialized tools for mining engineers to optimize ore sorting circuits. It allows for detailed analysis of ore quality using `analyze_ore_distribution`, determination of optimal cut-off grades via `calculate_sorting_parameters`, and physical hardware verification with `evaluate_circuit_capacity`. Additionally, it ensures logistical feasibility through `perform_mass_water_balance` to manage material and water flows accurately.

## Tools

### analyze_ore_distribution
Analyze the statistical distribution of ore grades in the raw feed

### calculate_sorting_parameters
Calculate optimal cut-off grade and predicted recovery

### evaluate_circuit_capacity
Evaluate the physical capacity of the sorting circuit

### perform_mass_water_balance
Perform mass and water balance calculations

## Prompt Examples

**Prompt:** 
```
Analyze this ore grade data: [1.2, 0.5, 2.1, 0.8, 1.5]
```

**Response:** 
```
The ore distribution analysis shows a mean grade of 1.22 and a maximum grade of 2.1.
```

**Prompt:** 
```
What is the capacity for a 1.5m belt moving at 2m/s with ore density of 2.5 t/m3 and 0.05m thickness?
```

**Response:** 
```
The calculated throughput capacity is 37.5 tonnes per second.
```

**Prompt:** 
```
Calculate the mass yield for 1000 tonnes of input with a 0.85 mass yield.
```

**Response:** 
```
The resulting product mass is 850 tonnes and the waste mass is 150 tonnes.
```

## Frequently Asked Questions

**How can I determine the best cut-off grade for my sensor?**
You can use the `calculate_sorting_parameters` tool, providing your grade data, sensor accuracy, and target recovery to find the optimal threshold.

**Can I check if my conveyor belt is wide enough for the ore throughput?**
Yes, the `evaluate_circuit_capacity` tool calculates throughput capacity based on belt width, speed, ore density, and material thickness.

**How do I calculate the water requirements for the sorting process?**
Use the `perform_mass_water_balance` tool to calculate total water requirements and losses based on input mass and moisture content.