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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Glass Cutting Optimizer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Deterministic 2D guillotine-style cutting optimizer for industrial glass fabrication.

Included with plan

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

Complete set · 3 capabilities

The complete Glass Cutting Optimizer capability set.

These are the exact actions your AI can choose when you ask it to work with Glass Cutting Optimizer.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Glass Cutting Optimizer.

  1. 01

    Calculate material requirements

    Determines the total number of stock sheets needed and the total weight of the order

  2. 02

    Optimize cutting layout

    Generates the specific 2D layout and cutting sequence for a given set of materials

  3. 03

    Suggest stock sizes

    Recommends alternative stock sheet dimensions to minimize wasted material

Observed, not estimated

786ms average. Fast in production.

Glass Cutting Optimizer is checked daily against the live service.

Daily averagePeak 953ms
Aug 24Today
Fastest day
700ms
Slowest day
953ms
14-day trend
Stable+4%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Glass Cutting Optimizer, so you can see the experience inside your AI.

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

Glass Cutting Optimizer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_G4aSsIHS3dzhuCumdXPZOQoviYkb3s81yTMeLzZS/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 — Glass Cutting Optimizer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "glass-cutting-optimizer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_G4aSsIHS3dzhuCumdXPZOQoviYkb3s81yTMeLzZS/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

FAQ

Questions Glass Cutting Optimizer owners ask.

  • 01

    What are guillotine cuts?

    Guillotine cuts are straight lines that span from one edge of a piece of material to the opposite edge. This ensures the optimizer follows the physical limitations of glass cutting capabilities.

  • 02

    How is waste calculated?

    Waste percentage is the ratio of the total area of all required pieces to the total area of all stock sheets used, accounting for the saw kerf and edge clearance.

  • 03

    Can I use this to calculate glass weight?

    Yes, by using the calculate_material_requirements capability, you can determine the total weight of the order based on the provided thickness and dimensions.

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