# Embroidery Stitch Count Utility AI Agent Connect

> Embroidery Stitch Count Utility handles the math for your embroidery production. It connects your design assets to your planning workflow, letting your AI client pull design metadata, calculate total batch workloads, and find specific designs based on stitch density.

## Overview
- **Category:** manufacturing
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_5LbAoR8ZsgipSa7OZkgxE7v5XtW7QyoC5DxBfahk/ai-agent-connect
- **Tags:** embroidery, stitch-count, production, textile-design, manufacturing-tools

## Description

You can stop manually calculating stitch counts for every new order. This MCP bridges the gap between your design files and your production schedule by giving your AI client direct access to design metadata. When you're prepping a large run, you can ask your agent to aggregate the total workload for an entire batch or find specific designs that meet certain density requirements. It also handles complexity scaling, so you can adjust your estimates based on how intricate a design is. Instead of jumping between spreadsheets and design software, you just ask your AI client to run the numbers for you.

## Tools

### calculate_batch_total
Calculates the cumulative stitch count for a specific production batch. Use this to figure out total machine time needed for a group of designs.

### get_complexity_multiplier
Retrieves the scaling factor for different design difficulty levels. This helps you adjust stitch counts based on how complex a pattern is.

### get_design_details
Fetches specific metadata for an individual design. It provides the raw data needed for accurate production planning.

### search_designs_by_density
Filters your design library by stitch density. Use this to find patterns that fit specific fabric types or production constraints.

## Prompt Examples

**Prompt:** 
```
What is the total stitch count for designs ID-101 and ID-102?
```

**Response:** 
```
The total stitch count for the requested designs is 15,450 stitches.
```

**Prompt:** 
```
How many stitches are in design ID-505?
```

**Response:** 
```
Design ID-505 has a total stitch count of 8,200.
```

**Prompt:** 
```
What is the multiplier for an Advanced complexity tier?
```

**Response:** 
```
The multiplier for the Advanced complexity tier is 1.5.
```

## Capabilities

### Batch Workload Aggregation
Your agent sums up stitch counts across multiple designs to estimate total production time.

### Design Metadata Retrieval
Your AI client pulls specific technical details for any individual design on demand.

### Complexity Scaling
The MCP applies multipliers to adjust stitch estimates based on design intricacy.

### Density Filtering
Your agent searches the design library for patterns that match specific density profiles.

## Use Cases

### Batch Scheduling
Calculate the total stitch count for a group of orders to set realistic production deadlines.

### Fabric Compatibility Checks
Search for designs with specific density levels to ensure they work with your current fabric stock.

### Cost Estimation
Use complexity multipliers to adjust stitch counts for more intricate designs during quoting.

### Inventory Management
Retrieve specific design details to verify metadata before starting a production run.

## Benefits

- Reduces manual math errors in production planning.
- Connects design metadata directly to your AI agent.
- Speeds up batch workload calculations.
- Automates complexity adjustments for different design tiers.

## How It Works

The MCP connects your design data to your preferred AI client for instant calculations.

1. Connect your AI client to the Vinkius hosted MCP.
2. Ask your agent to retrieve details for a specific design ID.
3. Request a total stitch count for a batch of designs.
4. Apply complexity multipliers to adjust your production estimates.
5. Get your final production plan from your AI client.

## Frequently Asked Questions

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

**How does the complexity multiplier work?**
The multiplier provides a scaling factor based on the difficulty tier of a design, allowing you to adjust stitch counts for more complex patterns.

**Can I search for designs based on how dense they are?**
Yes, the search_designs_by_density tool lets your agent find designs that meet specific density requirements.

**Do I need to host the MCP myself?**
No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the tools.

**Can this help me estimate machine time?**
Yes, by using the batch total tool to get cumulative stitch counts, you can better estimate how long a production run will take.