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Connect Sampling System Design to ChatGPT, Claude and Gemini

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. Calculate precise sampling parameters using Gy's theory.

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 · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Sampling System Design.

  1. 01

    Calculate required mass

    This capability determines the total mass of material you need to reach your specific accuracy targets.

  2. 02

    Determine sampling frequency

    Use this to establish how often your system should trigger a sampling event based on flow and stability.

  3. 03

    Optimize cutter speed

    This capability calculates the ideal speed for a mechanical sampling probe or cutter.

  4. 04

    Validate sampling plan

    This capability performs a final sanity check on your complete set of sampling parameters.

Real work

What teams actually run

01

Mechanical Probe Setup

Calculate the exact cutter speed needed for a specific probe diameter and sample mass.

02

Process Monitoring Design

Determine how frequently a system should sample to maintain stability in material flow.

03

Accuracy Verification

Check if your planned sample mass is enough to hit a specific target accuracy.

04

Quality Audit

Validate a complete sampling plan to ensure it meets statistical requirements.

One connector, every AI

Sampling System Design 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 Sampling System Design 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

850ms average. Fast in production.

Sampling System Design is checked daily against the live service.

Daily averagePeak 1012ms
Oct 3Today
Fastest day
733ms
Slowest day
1012ms
14-day trend
Stable0%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 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 Sampling System Design, so you can see the experience inside your AI.

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

Sampling System Design Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_bOqxEtvzjWi9qpz6mB6XkyX6cjFdcPlDPUkwNHGf/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 — Sampling System Design capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "sampling-system-design-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_bOqxEtvzjWi9qpz6mB6XkyX6cjFdcPlDPUkwNHGf/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 Sampling System Design in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Sampling System Design owners hand off.

This MCP is built for professionals managing material testing and process control. You hand off the heavy mathematical lifting of sampling theory to your agent.

  • 01

    Process Engineers

    They use the capability to set parameters for automated monitoring systems.

  • 02

    Quality Control Technicians

    They use it to validate that sampling plans meet accuracy standards.

  • 03

    Material Scientists

    They use it to apply Gy's theory to heterogeneous material analysis.

FAQ

Questions Sampling System Design owners ask.

  • 01

    What theory does this MCP use for calculations?

    This MCP uses Gy's sampling theory to perform all calculations regarding mass, speed, and frequency.

  • 02

    Can I use this with Claude or Cursor?

    Yes, you can use this MCP with any MCP-compatible client including Claude, Cursor, and Windsurf.

  • 03

    What kind of hardware can I optimize?

    The capability can optimize the speed for mechanical sampling probes and cutters.

  • 04

    How do I know if my sampling plan is statistically sound?

    You can use the validate_sampling_plan capability to perform a final sanity check on your parameters.

  • 05

    Does this require me to host the code?

    No, Vinkius hosts and manages the MCP for you, so it is ready to use once you connect.

  • 06

    How does the system handle material heterogeneity?

    The calculate_required_mass capability uses a heterogeneity coefficient to adjust the required sample mass, ensuring higher variance materials are captured accurately.

  • 07

    Can I verify if my sampling plan is valid?

    Yes, use the validate_sampling_plan capability to perform a statistical sanity check on your mass, frequency, and accuracy parameters.

  • 08

    What determines the cutter speed?

    The optimize_cutter_speed capability calculates speed based on the required sampling mass, material density, and the diameter of the probe.

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