How can I estimate the total workload for a production run?

You can use the `calculate_batch_total` tool by providing a list of design IDs to get the cumulative stitch count.

Can I find designs with specific density levels?

Yes, the `search_designs_by_density` tool allows you to filter designs within a specified minimum and maximum density range.

What information is included in a design's details?

Using `get_design_details` provides the design name, unique ID, total stitch count, complexity level, and density factor.

Embroidery Stitch Count Utility MCP Connector for Claude

A+

Calculate and aggregate stitch counts for embroidery production planning.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides specialized tools for embroidery production management. It allows users to retrieve specific metadata for individual designs using get_design_details, calculate cumulative workloads for production batches with calculate_batch_total, find complexity scaling factors via get_complexity_multiplier, and filter designs by density using search_designs_by_density. It acts as a bridge between design assets and production planning workflows.

embroiderystitch-countproductiontextile-designmanufacturing-tools

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_5LbAoR8ZsgipSa7OZkgxE7v5XtW7QyoC5DxBfahk/mcp

② Claude Code (terminal)

claude mcp add --transport http embroidery-stitch-count-utility https://edge.vinkius.com/vk_preview_5LbAoR8ZsgipSa7OZkgxE7v5XtW7QyoC5DxBfahk/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "embroidery-stitch-count-utility": {
      "url": "https://edge.vinkius.com/vk_preview_5LbAoR8ZsgipSa7OZkgxE7v5XtW7QyoC5DxBfahk/mcp"
    }
  }
}

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