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Connect Fabric Pattern Repeat Calculator to your AI

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. Calculate pattern repeats and material efficiency for textile production.

Ask AI about this Connector

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

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.

A futuristic MCP client docking bay
V8 Isolate01

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.

Kill Switch02

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.

FinOps per User03

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.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Fabric Pattern Repeat.

  1. 01

    Estimate production yield

    This capability predicts how many individual units you can produce based on the number of pattern repeats per unit.

  2. 02

    Get pattern efficiency

    This capability calculates the percentage of fabric used for complete pattern repeats compared to the waste produced.

  3. 03

    Get repeat count

    This capability determines how many times a pattern can be fully repeated within a specific length of fabric.

  4. 04

    Validate pattern fit

    This capability checks if a required number of pattern repeats can actually be cut from a specific fabric roll.

Real work

What teams actually run

01

Material Planning

Determine if a single roll of fabric is enough to meet a specific order quantity.

02

Waste Reduction

Analyze the efficiency of a pattern to see how much fabric is being lost to incomplete repeats.

03

Production Scheduling

Estimate the total number of finished units you can get from a batch of fabric rolls.

04

Design Validation

Check if a large pattern motif will fit correctly within the constraints of a standard fabric roll.

One connector, every AI

Fabric Pattern Repeat 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.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Fabric Pattern Repeat 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

965ms average. Fast in production.

Fabric Pattern Repeat is checked daily against the live service.

Daily averagePeak 1285ms
Oct 10Today
Fastest day
755ms
Slowest day
1285ms
14-day trend
Slowing+19%

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 Fabric Pattern Repeat, so you can see the experience inside your AI.

It does not authenticate your account with Fabric Pattern Repeat. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Fabric Pattern Repeat Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_IuI6W6MGRDcGQgKX2KDiIQQpYO6NnNT8j3gJ7svN/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Fabric Pattern Repeat capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "fabric-pattern-repeat-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_IuI6W6MGRDcGQgKX2KDiIQQpYO6NnNT8j3gJ7svN/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 Fabric Pattern Repeat in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Fabric Pattern Repeat owners hand off.

Textile professionals use this MCP to bridge the gap between design patterns and physical production limits.

  • 01

    Textile Designers

    They hand off pattern dimensions to the AI to check if designs work with standard roll lengths.

  • 02

    Production Managers

    They use the AI to estimate unit yields and plan material requirements for upcoming runs.

  • 03

    Fabric Manufacturers

    They use the capability to calculate material efficiency and minimize waste during cutting.

FAQ

Questions Fabric Pattern Repeat owners ask.

  • 01

    What can this MCP calculate for textile production?

    It calculates pattern repeat counts, fabric efficiency percentages, production feasibility, and total unit yields.

  • 02

    How does the capability handle leftover fabric?

    The get_repeat_count capability identifies the number of full repeats and the remaining length left over in the roll.

  • 03

    Can I use this with Claude or Cursor?

    Yes, you can use this MCP with any MCP-compatible client like Claude, Cursor, or Windsurf.

  • 04

    How is fabric efficiency determined?

    The capability compares the length used for complete pattern repeats against the total fabric length to find the waste percentage.

  • 05

    Do I need to host the MCP myself?

    No, Vinkius hosts and manages the MCP so it is ready to use as soon as you connect your client.

  • 06

    How do I calculate the number of full pattern repeats?

    You can use the get_repeat_count capability by providing the total fabric length and the size of a single pattern repeat.

  • 07

    Can I check if I have enough fabric for a specific production run?

    Yes, the validate_pattern_fit capability checks if the required number of repeats fits within your total fabric length.

  • 08

    How is fabric waste calculated?

    The get_pattern_efficiency capability calculates the waste percentage by comparing the remaining length to the total fabric length.

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