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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Cotton Quality Predictor with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Predicts cotton fiber quality metrics and market value from growing conditions.

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 Cotton Quality Predictor capability set.

These are the exact actions your AI can choose when you ask it to work with Cotton Quality Predictor.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Cotton Quality Predictor.

  1. 01

    Analyze stress impact

    Isolates and quantifies the specific impact of water stress and heat on the predicted fiber metrics

  2. 02

    Estimate market value

    Calculates the economic premium or discount based on the predicted fiber quality compared to standard HVI grades

  3. 03

    Get regional coefficients

    Retrieves the specific regression multipliers and baseline constants for a given region

  4. 04

    Predict fiber quality

    Predicts the core physical quality parameters of the cotton fiber based on specific growing conditions

Observed, not estimated

916ms average. Fast in production.

Cotton Quality Predictor is checked daily against the live service.

Daily averagePeak 1031ms
Aug 26Today
Fastest day
627ms
Slowest day
1031ms
14-day trend
Slowing+22%

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 Cotton Quality Predictor, so you can see the experience inside your AI.

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

Cotton Quality Predictor Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_YeRbmyLqH2KBpSaVR1CCGijlRe9XV7ajBaSezLiS/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 — Cotton Quality Predictor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "cotton-fiber-quality-predictor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_YeRbmyLqH2KBpSaVR1CCGijlRe9XV7ajBaSezLiS/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 Cotton Quality Predictor owners ask.

  • 01

    How accurate are the quality predictions?

    Predictions are based on regional regression models that account for specific climate and soil variables, providing high-fidelity estimates of physical fiber properties.

  • 02

    Can I calculate the economic impact of my crop?

    Yes, by using estimate_market_value with the output from the quality prediction capability, you can determine the expected market premium or discount.

  • 03

    Which regions are supported?

    The server supports US_DELTA, US_WEST, EU_CENTRAL, and EU_SOUTH regions.

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