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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Fill Rate Calculator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate Order, Line, and Unit Fill Rate metrics along with stockout costs.

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 Fill Rate Calculator capability set.

These are the exact actions your AI can choose when you ask it to work with Fill Rate Calculator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Fill Rate Calculator.

  1. 01

    Calculate fill rate metrics

    Calculate Order, Line, and Unit Fill Rate metrics

  2. 02

    Compare to benchmarks

    Evaluate performance against industry benchmarks

  3. 03

    Estimate stockout impact

    Quantify the financial and reputational damage of unfulfilled demand

Observed, not estimated

606ms average. Fast in production.

Fill Rate Calculator is checked daily against the live service.

Daily averagePeak 700ms
Aug 24Today
Fastest day
547ms
Slowest day
700ms
14-day trend
Stable+1%

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 Fill Rate Calculator, so you can see the experience inside your AI.

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

Fill Rate Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_OE2N24XvYYTngbPExAiHfE3LFL7g5EJ924FMAQe6/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 — Fill Rate Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "fill-rate-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_OE2N24XvYYTngbPExAiHfE3LFL7g5EJ924FMAQe6/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 Fill Rate Calculator owners ask.

  • 01

    What is the difference between Order, Line, and Unit Fill Rate?

    Order Fill Rate tracks complete orders; Line Fill Rate measures accuracy at the SKU level; and Unit Fill Rate calculates the total volume of items delivered versus requested.

  • 02

    How can I estimate the cost of unfulfilled orders?

    Use the estimate_stockout_impact capability by providing the number of unfilled orders, the estimated cost per failed order, and the severity level of the service failure.

  • 03

    Does this capability support industry benchmarking?

    Yes, the compare_to_benchmarks capability compares your current unit fill rate against standard targets for sectors such as retail, pharmaceutical, electronics, and food & beverage.

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