# Glass Composition Calculator AI Agent Connect

> Predict glass properties and calculate batch formulations.

## Overview
- **Category:** science
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_axcFp5TQVvMWyFmanWUT62puhn53Om8Eq9YN8pHF/ai-agent-connect
- **Tags:** glass, chemistry, materials-science, manufacturing, physics

## Description

This MCP server provides specialized tools for glass manufacturing and material science. It allows AI agents to calculate precise batch formulations from target oxide compositions using `get_batch_formulation`. Users can predict physical behaviors such as flow resistance with `calculate_viscosity`, estimate thermal expansion via `predict_thermal_properties`, and evaluate the stability of chemical mixes with `analyze_composition_stability` to prevent unwanted crystallization.

## Tools

### calculate_viscosity
Predicts the flow resistance of a specific glass composition at a specific temperature

### analyze_composition_stability
Evaluates if a specific oxide mix will form a stable glass or a crystalline material

### get_batch_formulation
Converts a target oxide percentage composition into a practical raw material recipe

### predict_thermal_properties
Estimates the thermal expansion behavior of the glass

## Prompt Examples

**Prompt:** 
```
Calculate the batch formulation for a composition of 70% SiO2 and 30% Na2O using standard sand and soda ash.
```

**Response:** 
```
To achieve 70% SiO2 and 30% Na2O, you will need 145.2kg of Sand and 62.8kg of Soda Ash for a total batch weight of 208.0kg.
```

**Prompt:** 
```
What is the viscosity of a glass with 75% SiO2 at 1200 degrees Celsius?
```

**Response:** 
```
The predicted viscosity at 1200°C for this composition is 4.52 Pa·s.
```

**Prompt:** 
```
Is a composition of 80% SiO2 and 20% CaO stable?
```

**Response:** 
```
The stability score is 0.92, indicating a highly stable glass with no significant risk of devitrification.
```

## Frequently Asked Questions

**How do I calculate a raw material recipe?**
Use the `get_batch_formulation` tool by providing your target oxide percentages and the available raw materials in your inventory.

**Can I predict how the glass will expand?**
Yes, the `predict_thermal_properties` tool estimates the coefficient of thermal expansion and the glass transition temperature.

**How is viscosity determined?**
The `calculate_viscosity` tool predicts flow resistance based on the oxide composition and the specific target temperature provided.