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Connect Fill Rate Calculator to ChatGPT, Claude and Gemini

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Get precise logistics metrics and stockout cost estimates instantly.

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

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

A futuristic MCP client docking bay
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Fill Rate Calculator.

  1. 01

    Calculate fill rate metrics

    This capability computes Order, Line, and Unit Fill Rates from your fulfillment data.

  2. 02

    Compare to benchmarks

    Use this to check your performance against specific industry standards like retail or pharma.

  3. 03

    Estimate stockout impact

    This capability calculates the financial loss and potential brand damage caused by unfulfilled demand.

Real work

What teams actually run

01

Stockout Cost Analysis

Calculate how much money you are losing when items are out of stock.

02

Performance Benchmarking

Check if your current fill rates meet the standards for your specific industry.

03

Fulfillment Auditing

Run raw order data through the MCP to find your exact unit and line fill rates.

04

NPS Risk Assessment

Determine how unfulfilled orders might damage your customer satisfaction scores.

Automate a task

Put Fill Rate Calculator to work on one thing.

Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.

One connector, every AI

Fill Rate Calculator 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 Fill Rate Calculator 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.

Observed, not estimated

739ms average. Fast in production.

Fill Rate Calculator is checked daily against the live service.

Daily averagePeak 859ms
Oct 3Today
Fastest day
545ms
Slowest day
859ms
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. 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

Guided setup for Claude? Set up Fill Rate Calculator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Fill Rate Calculator owners hand off.

This MCP is built for logistics professionals who need to turn raw data into performance reports using AI.

  • 01

    Supply Chain Manager

    Hands raw fulfillment logs to the AI to generate weekly performance reports.

  • 02

    Logistics Analyst

    Uses the capability to compare internal KPIs against industry benchmarks.

  • 03

    Inventory Planner

    Asks the AI to quantify the cost of stockouts to justify inventory adjustments.

FAQ

Questions Fill Rate Calculator owners ask.

  • 01

    What metrics can this MCP calculate?

    It calculates Order Fill Rate, Line Fill Rate, and Unit Fill Rate.

  • 02

    Can I compare my performance to other industries?

    Yes, you can use the benchmarking capability to compare your results against targets in retail, pharma, electronics, and food and beverage.

  • 03

    How does it handle stockout costs?

    The MCP estimates both the direct financial loss and the potential impact on your NPS.

  • 04

    Which AI clients can use this MCP?

    You can use this with any MCP-compatible client like Claude, Cursor, or Windsurf.

  • 05

    Do I need to host the MCP myself?

    No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately after connection.

  • 06

    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.

  • 07

    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.

  • 08

    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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