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Connect Glass Cutting Optimizer 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 precise 2D cutting layouts and minimize material waste.

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 · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Glass Cutting Optimizer.

  1. 01

    Calculate material requirements

    This capability calculates the total number of stock sheets and the overall weight for your order.

  2. 02

    Optimize cutting layout

    This capability generates a specific 2D layout and the exact cutting sequence for your materials.

  3. 03

    Suggest stock sizes

    This capability recommends alternative stock sheet dimensions to help you minimize wasted material.

Real work

What teams actually run

01

Job Costing

Calculate the exact weight and number of sheets needed before a job starts.

02

Production Planning

Generate a precise 2D layout and cutting sequence for the shop floor.

03

Inventory Optimization

Find the best stock sheet sizes to use for a specific set of custom glass pieces.

04

Waste Analysis

Check the waste percentage of a specific layout to see if it can be improved.

One connector, every AI

Glass Cutting Optimizer 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 Glass Cutting Optimizer 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

916ms average. Fast in production.

Glass Cutting Optimizer is checked daily against the live service.

Daily averagePeak 1176ms
Oct 3Today
Fastest day
673ms
Slowest day
1176ms
14-day trend
Slowing+26%

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

Guided setup for Claude? Set up Glass Cutting Optimizer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Glass Cutting Optimizer owners hand off.

This MCP is built for professionals in the glass and glazing industries who need to turn piece lists into actionable cutting plans.

  • 01

    Glass Fabricators

    They hand off piece dimensions to the AI to get immediate cutting sequences.

  • 02

    Production Managers

    They use the capability to estimate total material weight and sheet counts for job costing.

  • 03

    Estimators

    They use stock size suggestions to improve the accuracy of material quotes.

FAQ

Questions Glass Cutting Optimizer owners ask.

  • 01

    What kind of cutting logic does this MCP use?

    It uses deterministic guillotine-style algorithms, which means every cut is a straight line from one edge to the other.

  • 02

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any compatible client like Claude, Cursor, or Windsurf through the Vinkius platform.

  • 03

    Will these layouts work on my physical glass cutter?

    The layouts are designed for industrial glass fabrication and follow the physical constraints of straight-line cutting.

  • 04

    How does it help reduce material waste?

    It can suggest alternative stock sheet dimensions that better fit your specific piece sizes to minimize leftover scrap.

  • 05

    Does it calculate shipping weight?

    Yes, the capability can determine the total weight of an order based on the material requirements.

  • 06

    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.

  • 07

    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.

  • 08

    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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