
Connect Embroidery Thread Calculator to ChatGPT and Claude
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Get exact thread requirements for every embroidery design.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through Embroidery Thread Calculator.
- 01
Calculate skein count
This capability calculates the exact number of full skeins you need to purchase for a design.
- 02
Get material efficiency ratio
This capability evaluates how much of a single skein is actually used by a specific embroidery design.
- 03
Get total thread requirement
This capability finds the total length of thread needed for a specific embroidery task, including waste factors.
- 04
Validate stitch parameters
This capability checks if your stitch counts and lengths are within realistic bounds for embroidery machines.
Real work
What teams actually run
Pre-Production Planning
Calculate the total thread needed for a large batch of embroidered items before starting the machines.
Material Costing
Determine how many skeins to buy to ensure you have enough for a specific design.
Design Verification
Check if a new design's stitch density and length are within machine limits.
Waste Reduction
Analyze the efficiency ratio to see how much thread is being wasted per skein.
One connector, every AI
Embroidery Thread Calculator works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Embroidery Thread Calculator to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Observed, not estimated
853ms average. Fast in production.
Embroidery Thread Calculator is checked daily against the live service.
- Fastest day
- 729ms
- Slowest day
- 977ms
- 14-day trend
- Slowing+11%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Embroidery Thread Calculator, so you can see the experience inside your AI.
It does not authenticate your account with Embroidery Thread Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Embroidery Thread Calculator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_p4hi8vI4nZrfHpOd6HP6X37nT5RbarkmWbvjWUuI/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Embroidery Thread Calculator capabilities are ready to use.
{
"mcpServers": {
"embroidery-thread-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_p4hi8vI4nZrfHpOd6HP6X37nT5RbarkmWbvjWUuI/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
Guided setup for Claude? Set up Embroidery Thread Calculator in Claude and other AIs
Who it's for
Built for the work Embroidery Thread Calculator owners hand off.
This MCP is built for professionals in textile manufacturing and custom embroidery businesses.
- 01
Production Managers
They hand off stitch data to the AI to plan material orders.
- 02
Embroidery Designers
They use the AI to check if their design parameters are realistic before production.
- 03
Inventory Specialists
They use the AI to calculate exactly how many skeins to add to stock.
FAQ
Questions Embroidery Thread Calculator owners ask.
- 01
How does this MCP handle thread waste?
You can include a configurable waste factor when calculating the total thread requirement to ensure you have enough extra thread for the job.
- 02
Can I use this with Claude or Cursor?
Yes, this MCP works with any MCP-compatible client including Claude, Cursor, Windsurf, and VS Code.
- 03
What if my stitch parameters are impossible?
The validate_stitch_parameters capability checks your inputs against realistic operational bounds to tell you if the values are realistic.
- 04
Does this help with ordering supplies?
Yes, the calculate_skein_count capability tells you exactly how many full skeins you need to purchase for a design.
- 05
How do I know if I am wasting too much thread?
You can use the get_material_efficiency_ratio capability to see how much of a purchased skein is actually used by your design.
- 06
How do I calculate the total thread needed?
You can use the get_total_thread_requirement capability by providing the total stitch count, the length of thread used per stitch, and an optional waste percentage.
- 07
How many skeins should I buy?
Use the calculate_skein_count capability. Provide the total required length (including waste) and the length of a single skein to get the minimum number of whole skeins required.
- 08
Can I account for thread waste?
Yes, the get_total_thread_requirement capability includes a wastePercentage parameter to account for machine threading, starts, stops, and breakage.
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Connect Embroidery Thread Calculator to Claude, Cursor, ChatGPT & more
