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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Productivity Gap Analyzer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Identify agricultural yield gaps and potential revenue increases.

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 · 3 capabilities

The complete Productivity Gap Analyzer capability set.

These are the exact actions your AI can choose when you ask it to work with Productivity Gap Analyzer.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Productivity Gap Analyzer.

  1. 01

    Bottleneck analysis tool

    ) are below the 80% optimal threshold. Analyze production bottlenecks based on environmental/management scores

  2. 02

    Financial uplift tool

    Project the financial revenue increase from closing a yield gap

  3. 03

    Yield gap tool

    Calculate the yield gap for a specific region and cultivar

Observed, not estimated

643ms average. Fast in production.

Productivity Gap Analyzer is checked daily against the live service.

Daily averagePeak 777ms
Aug 20Today
Fastest day
464ms
Slowest day
777ms
14-day trend
Slowing+21%

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 Productivity Gap Analyzer, so you can see the experience inside your AI.

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

Productivity Gap Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_6r96NXPKHE3SZUrxiMwu6WMPxTXPyAMnc5nSZpxk/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 — Productivity Gap Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "productivity-gap-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_6r96NXPKHE3SZUrxiMwu6WMPxTXPyAMnc5nSZpxk/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 Productivity Gap Analyzer owners ask.

  • 01

    How do I calculate my current yield gap?

    Use the yield_gap_tool by providing your current harvested bags per hectare, the cultivar's potential yield, and the appropriate region code.

  • 02

    Can this capability identify specific production problems?

    Yes, the bottleneck_analysis_tool identifies if nutrition, density, sanitation, or climate factors are falling below optimal thresholds.

  • 03

    How can I estimate potential profit increases?

    Use the financial_uplift_tool with your identified yield gap and current market price per bag to see projected revenue gains.

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