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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Sampling System Design with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculates optimal sampling parameters using Gy's sampling theory.

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 · 4 capabilities

The complete Sampling System Design capability set.

These are the exact actions your AI can choose when you ask it to work with Sampling System Design.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Sampling System Design.

  1. 01

    Calculate required mass

    Determines the total mass of material needed to meet specific accuracy goals

  2. 02

    Determine sampling frequency

    Establishes how often the system should trigger a sampling event

  3. 03

    Optimize cutter speed

    Calculates the ideal speed for a mechanical sampling probe or cutter

  4. 04

    Validate sampling plan

    Performs a final sanity check on a complete set of parameters

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.

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? link.label

See all the AI clients this connector works with ↑

FAQ

Questions Sampling System Design owners ask.

  • 01

    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.

  • 02

    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.

  • 03

    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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