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Connect Laundry Cycle 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. Group your laundry loads to save water and energy.

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 Laundry Cycle Optimizer.

  1. 01

    Calculate load count

    This capability tells you exactly how many separate washing machine cycles you'll need to finish your laundry.

  2. 02

    Get load groupings

    Use this to see a specific breakdown of which items should be placed into each individual load.

  3. 03

    Verify compatibility

    This capability checks if two specific pieces of clothing are safe to wash together in the same cycle.

Real work

What teams actually run

01

Weekly Laundry Planning

Input your entire week's worth of laundry to get a complete sorting plan.

02

Preventing Fabric Damage

Check if a delicate item can handle a specific temperature before you start the machine.

03

Color Protection

Ensure red or dark items stay separated from light colors to avoid staining.

04

Utility Savings

Minimize the number of loads to keep water and electricity usage down.

One connector, every AI

Laundry Cycle 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 Laundry Cycle 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

703ms average. Fast in production.

Laundry Cycle Optimizer is checked daily against the live service.

Daily averagePeak 843ms
Oct 3Today
Fastest day
569ms
Slowest day
843ms
14-day trend
Improving-11%

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 Laundry Cycle Optimizer, so you can see the experience inside your AI.

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

Laundry Cycle Optimizer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_AWXka6qq5jmcBb5sImaNmGGF7bbxX8NqLMghVVId/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 — Laundry Cycle Optimizer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "laundry-cycle-optimizer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_AWXka6qq5jmcBb5sImaNmGGF7bbxX8NqLMghVVId/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 Laundry Cycle Optimizer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Laundry Cycle Optimizer owners hand off.

This is for anyone looking to automate household chores or reduce utility costs through smarter sorting.

  • 01

    Home Managers

    They hand off laundry lists to the AI to get a clear washing plan.

  • 02

    Efficiency Enthusiasts

    They use the capability to minimize water and energy consumption per week.

  • 03

    Smart Home Users

    They integrate laundry logic into their broader automated household workflows.

FAQ

Questions Laundry Cycle Optimizer owners ask.

  • 01

    How does this MCP save me money?

    It calculates the minimum number of loads required, which reduces the amount of water and electricity you use for laundry.

  • 02

    Can I use this with Claude?

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

  • 03

    Will it prevent my clothes from being ruined?

    Yes, it uses material and temperature requirements to ensure items are grouped safely.

  • 04

    Do I need to install anything on my computer?

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

  • 05

    What information do I need to provide?

    You need to tell your agent the color group, material type, and temperature requirement for each item.

  • 06

    How does the capability determine the number of loads?

    The calculate_load_count capability identifies unique combinations of color, material, and temperature. Each unique combination requires its own machine cycle.

  • 07

    Can I check if two specific shirts can be washed together?

    Yes, you can use the verify_compatibility capability by providing the properties for both items to check if they are compatible.

  • 08

    How do I see which clothes go in which load?

    Use the get_load_groupings capability. It provides a detailed breakdown of each load ID and the specific items assigned to it.

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