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Connect First-Fit Decreasing Cutter 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. Cut raw stock with minimal 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 First-Fit Decreasing Cutter.

  1. 01

    Analyze plan efficiency

    This capability calculates your waste percentage and how much of the total stock you actually used.

  2. 02

    Calculate cutting plan

    This capability determines the best way to distribute your required pieces across multiple boards to minimize total stock consumption.

  3. 03

    Verify piece compatibility

    This capability checks if a specific requested piece is actually small enough to be cut from your available stock length.

Real work

What teams actually run

01

Lumber Yard Optimization

A yard manager uses the capability to figure out how to cut a batch of custom lengths from standard 20-foot beams.

02

Metal Fabrication

A fabricator checks if a list of steel rod requirements can be met with the current inventory of stock.

03

Plastic Sheet Cutting

A manufacturer calculates the most efficient way to cut smaller panels from large industrial sheets.

04

Waste Auditing

A supervisor analyzes previous cutting plans to see where material loss is highest.

One connector, every AI

First-Fit Decreasing Cutter 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 First-Fit Decreasing Cutter 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

753ms average. Fast in production.

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

Daily averagePeak 876ms
Oct 3Today
Fastest day
594ms
Slowest day
876ms
14-day trend
Stable-3%

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

Guided setup for Claude? Set up First-Fit Decreasing Cutter in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work First-Fit Decreasing Cutter owners hand off.

This MCP is built for professionals managing physical inventory and cutting operations.

  • 01

    Production Managers

    They hand off material lists to the AI to get optimized cutting schedules.

  • 02

    Inventory Controllers

    They use the capability to verify if existing stock can satisfy new orders.

  • 03

    Fabricators

    They use the generated plans to reduce manual math during the cutting process.

FAQ

Questions First-Fit Decreasing Cutter owners ask.

  • 01

    What algorithm does this MCP use?

    It uses the First-Fit Decreasing (FFD) algorithm to distribute pieces across boards.

  • 02

    Can I use this with Claude or Cursor?

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

  • 03

    How do I know if my pieces will fit my stock?

    You can use the verify_piece_compatibility capability to check if any requested piece exceeds your stock length.

  • 04

    Does this help me reduce scrap?

    Yes, the capability is designed to minimize total stock consumption and reduce waste percentages.

  • 05

    Where is the MCP hosted?

    Vinkius hosts and manages the MCP, so you don't have to run it locally.

  • 06

    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.

  • 07

    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.

  • 08

    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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