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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use First-Fit Decreasing Cutter with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Optimize material usage by calculating the most efficient cutting plans for raw stock.

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 First-Fit Decreasing Cutter capability set.

These are the exact actions your AI can choose when you ask it to work with First-Fit Decreasing Cutter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through First-Fit Decreasing Cutter.

  1. 01

    Analyze plan efficiency

    Evaluates the material waste percentage and utilization rate of a completed cutting plan

  2. 02

    Calculate cutting plan

    Determines how to distribute required pieces across multiple boards to minimize total stock consumption

  3. 03

    Verify piece compatibility

    Validates whether every requested piece is physically capable of being cut from a single unit of stock

Observed, not estimated

627ms average. Fast in production.

First-Fit Decreasing Cutter is checked daily against the live service.

Daily averagePeak 708ms
Aug 20Today
Fastest day
482ms
Slowest day
708ms
14-day trend
Slowing+18%

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 First-Fit Decreasing Cutter, so you can see the experience inside your AI.

It does not authenticate your account with First-Fit Decreasing Cutter. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

First-Fit Decreasing Cutter Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_yXCrpHsuj8qtPLyUodpNQw8bKv0ontkOk4aiYoGR/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 — First-Fit Decreasing Cutter capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "first-fit-decreasing-cutter-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_yXCrpHsuj8qtPLyUodpNQw8bKv0ontkOk4aiYoGR/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 First-Fit Decreasing Cutter owners ask.

  • 01

    How does the optimization algorithm work?

    The engine uses the First-Fit Decreasing (FFD) algorithm. It sorts all required pieces from largest to smallest and then places each piece into the first available board that has enough remaining capacity.

  • 02

    Can I verify if my pieces are too large for my stock?

    Yes, you can use the verify_piece_compatibility capability to check if any piece in your list exceeds the provided stock length.

  • 03

    What information is included in a cutting plan?

    The calculate_cutting_plan capability returns the total number of boards used, the exact sequence of cuts performed on each board, and the remaining waste for every board.

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