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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Crop Yield Estimator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Estimates agricultural production by synthesizing planting metrics and soil constraints.

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 Crop Yield Estimator capability set.

These are the exact actions your AI can choose when you ask it to work with Crop Yield Estimator.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Crop Yield Estimator.

  1. 01

    Apply soil corrections

    Adjusts a biological yield estimate based on the physiological constraints of the specific soil type and crop

  2. 02

    Calculate biological yield

    Determines the theoretical yield based solely on planting and survival metrics

  3. 03

    Get production confidence

    Provides a statistical range for the estimated yield to account for environmental uncertainty

  4. 04

    Query crop metadata

    Retrieves the standard coefficients and variance data for a specific crop

Observed, not estimated

815ms average. Fast in production.

Crop Yield Estimator is checked daily against the live service.

Daily averagePeak 924ms
Aug 28Today
Fastest day
745ms
Slowest day
924ms
14-day trend
Improving-6%

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 Crop Yield Estimator, so you can see the experience inside your AI.

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

Crop Yield Estimator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_e9yrJ4gXa8dfvVgDwcn629TsodOsO4n6HMFB8ODc/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 — Crop Yield Estimator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "crop-yield-estimator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_e9yrJ4gXa8dfvVgDwcn629TsodOsO4n6HMFB8ODc/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 Crop Yield Estimator owners ask.

  • 01

    How does the engine account for soil quality?

    The engine uses apply_soil_corrections to adjust the base biological yield using specific coefficients for pH, organic matter, and Cation Exchange Capacity (CEC) tailored to the selected crop type.

  • 02

    Can I get a range for my yield estimates?

    Yes, by using get_production_confidence, you can retrieve a lower and upper bound for your estimated yield based on historical variance for that specific crop.

  • 03

    What inputs are required for the initial yield calculation?

    To use calculate_biological_yield, you need the planted area, seed density, germination rate, survival rate, and the average grain weight per plant.

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