# Collection Display Capacity Planner AI Agent Connect

> Collection Display Capacity Planner MCP handles the spatial math for your retail or collection management. It calculates how many items fit on a shelf, finds the best way to rotate products for maximum density, and determines exactly how many shelves you need for a specific inventory count.

## Overview
- **Category:** logistics
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_mhKJcYFGjoooivjPhZWzxUO9473jz8VeCoUWSqxy/ai-agent-connect
- **Tags:** capacity, shelving, optimization, spatial, retail-management

## Description

Managing physical space shouldn't involve manual guesswork or messy spreadsheets. This MCP gives your AI client the ability to perform precise spatial calculations for retail displays and storage layouts. You can use it to figure out how many units will fit on a specific shelf based on their dimensions and orientation. If you are planning a large restock, it can calculate the total number of shelves required to house your entire inventory. It also helps you find wasted space by analyzing unused volume, ensuring your displays are as efficient as possible. Instead of manually rotating items to see what fits, you can let your agent find the optimal orientation to maximize density. It is a practical tool for anyone managing physical goods who needs to turn dimensions into actionable floor or shelf plans.

## Tools

### calculate_multi_shelf_requirement
This tool calculates the total number of shelves you need to hold a specific quantity of items.

### calculate_shelf_fit
Use this to determine exactly how many items of a specific size and orientation fit onto a single shelf.

### get_buffer_analysis
This tool analyzes how much empty or wasted space exists on a shelf relative to the size of your items.

### optimize_item_orientation
This tool finds the best rotation for an item to maximize the total number of units that fit on a shelf.

## Prompt Examples

**Prompt:** 
```
How many 10x10x10cm items can fit on a 100x50x50cm shelf with 2cm spacing and 5 reserved slots?
```

**Response:** 
```
You can fit 12 items on this shelf after accounting for the 5 reserved slots.
```

**Prompt:** 
```
What is the best orientation for a 5x10x20cm item on a 50x50x50cm shelf?
```

**Response:** 
```
The optimal orientation is 20cm width, 10cm depth, and 5cm height, allowing for a maximum of 50 items.
```

**Prompt:** 
```
I have 100 items and each shelf holds 15. How many shelves do I need if I want 2 empty slots per shelf?
```

**Response:** 
```
You will need 8 shelves to accommodate all 100 items while maintaining 2 reserved slots per shelf.
```

## Capabilities

### Spatial Math
Your agent calculates item counts based on physical dimensions and shelf volume.

### Density Optimization
The AI finds the best item rotation to fit more products in the same space.

### Inventory Planning
Your agent determines total shelving requirements for large batches of items.

### Efficiency Audits
The AI identifies wasted volume and empty space on existing shelves.

## Use Cases

### New Product Launches
Calculate how many units of a new product will fit on existing retail shelves.

### Warehouse Restocking
Determine the total number of shelves required before a large shipment arrives.

### Display Optimization
Find the best way to rotate items to fit more stock on a single display unit.

### Space Auditing
Check how much empty space is left on shelves to improve storage efficiency.

## Benefits

- Reduces manual math errors in shelf planning.
- Maximizes product density through orientation optimization.
- Provides clear counts for total shelving needs.
- Identifies wasted space in retail displays.

## How It Works

Connecting to this MCP gives your AI client immediate access to spatial calculation tools.

1. Connect your preferred AI client to Vinkius.
2. Provide the item dimensions and shelf measurements to your agent.
3. Ask the agent to calculate fit, orientation, or total shelf needs.
4. Receive precise counts and layout recommendations.

## Frequently Asked Questions

**What can this MCP calculate?**
It calculates shelf fit, item orientation for maximum density, total shelving requirements, and wasted space analysis.

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

**How does it help with retail space?**
It helps you figure out exactly how many products fit on a shelf and how many shelves you need for your total inventory.

**Can it optimize how I place items?**
Yes, the optimization tool finds the best rotation for an item to maximize the number of units that fit on a shelf.

**Do I need to host this myself?**
No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately after you connect.

**How does the tool account for spacing?**
The `calculate_shelf_fit` tool treats spacing as a mandatory buffer around each item and between items and the shelf walls to ensure physical clearance.

**Can I find the best way to rotate my items?**
Yes, use `optimize_item_orientation` to evaluate all 3D rotations and identify the configuration that maximizes the total item count.

**How do I plan for a large collection?**
Use `calculate_multi_shelf_requirement` by providing the total number of items and the capacity per shelf to determine the total number of shelves needed.