# Handmade Production Planner AI Agent Connect

> Handmade Production Planner MCP connects your AI client to your artisanal production data. It handles the heavy lifting of calculating raw material volumes, estimating labor hours, and forecasting profit margins for every batch you run. Instead of manual math, you use your agent to check stock levels and predict costs before you start production.

## Overview
- **Category:** inventory-management
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_Te3KmeuVdtNp4KjqdI19m54t9hxOzD5lG3rSzdnE/ai-agent-connect
- **Tags:** artisanal, production, planning, profitability, inventory

## Description

Running an artisanal business means balancing craft with math. This MCP gives your AI client the ability to act as a production manager by accessing your specific batch data. You can ask your agent to figure out exactly how much clay or glaze you need for a specific run, or how many hours of labor it will take to finish a set of mugs. It goes beyond simple lists by calculating the total cost of goods sold, including packaging and labor, so you know your margins before you commit to a batch. You can also verify if you actually have enough materials in stock to avoid mid-production shortages. It's about getting clear, actionable numbers from your agent so you can focus on making your products.

## Tools

### check_inventory_availability
This tool checks if you have enough raw materials in stock to cover your planned batch.

### estimate_profitability
Your agent uses this to predict the financial outcome of a production run based on your set selling price.

### get_labor_estimate
This tool calculates the total human time required to complete a specific batch.

### get_material_requirements
This tool determines the exact volume of raw materials needed for a specific production run.

### calculate_production_costs
This tool aggregates all expenses, including materials, packaging, and labor, to find your total cost of goods sold.

## Prompt Examples

**Prompt:** 
```
How many materials do I need to make 50 units of product_001?
```

**Response:** 
```
To produce 50 units of product_001, you will need 5.0 kg of Clay and 100 units of Glaze.
```

**Prompt:** 
```
What is the total labor time for a batch of 10 ceramic mugs?
```

**Response:** 
```
The total labor required for a batch of 10 ceramic mugs is 15 hours.
```

**Prompt:** 
```
Will I make a profit if I sell 20 units of product_002 at $25 each?
```

**Response:** 
```
Yes, selling 20 units at $25 each will result in a total profit of $150.00 with a profit margin of 30%.
```

## Capabilities

### Material Calculation
Your agent calculates the exact volume of raw materials required for any batch size.

### Labor Forecasting
The AI estimates the total human hours needed to complete a production run.

### Cost Aggregation
Your agent sums up materials, packaging, and labor to find the total cost of goods sold.

### Profit Prediction
The AI forecasts margins based on your planned selling price.

### Stock Verification
Your agent checks current inventory levels against your production needs.

## Use Cases

### Pre-production Check
Check if you have enough raw materials in stock before you commit to a large batch.

### Pricing Strategy
Calculate the cost of goods sold to ensure your selling price covers all expenses.

### Staffing Plans
Estimate the total labor hours needed to schedule your team for a production run.

### Margin Analysis
Predict the total profit for a specific number of units at a specific price point.

## Benefits

- Reduces manual math by letting your agent handle material and labor calculations.
- Prevents production delays by checking inventory availability before you start.
- Provides clear profit forecasts based on real cost data.
- Centralizes production costs including labor and packaging.

## How It Works

You connect the MCP to your AI client and start asking questions about your production data.

1. Connect your preferred MCP-compatible client to Vinkius.
2. The MCP links your agent to your production and inventory data.
3. Ask your agent questions about material needs, labor, or costs.
4. The agent uses the specific tools to perform the math and return results.

## Frequently Asked Questions

**What can this MCP do for my handmade business?**
It allows your AI client to calculate material needs, estimate labor hours, find total production costs, and predict profit margins.

**How does it handle labor costs?**
The MCP uses a labor estimate tool to calculate the total human time required to finish a batch.

**Can I check my stock levels with my AI agent?**
Yes, you can use the inventory availability tool to see if you have enough materials for a planned run.

**Does it calculate profit margins?**
Yes, the profitability tool predicts financial outcomes based on your selling price.

**Which AI clients can I use with this MCP?**
You can use any MCP-compatible client like Claude, Cursor, Windsurf, or VS Code.

**How do I know if I have enough materials for a batch?**
You can use the `check_inventory_availability` tool to verify if your current stock can support the requested batch size.

**Can I calculate the profit for a specific order?**
Yes, use the `estimate_profitability` tool by providing the product ID, batch size, and your intended selling price.

**Does this include packaging costs?**
Yes, the `calculate_production_costs` tool aggregates material, packaging, and labor costs into a single total.