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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Gross Profit Efficiency Calculator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Analyze SaaS unit economics, COGS breakdown, and simulate margin improvement levers.

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 Gross Profit Efficiency Calculator capability set.

These are the exact actions your AI can choose when you ask it to work with Gross Profit Efficiency Calculator.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Gross Profit Efficiency Calculator.

  1. 01

    Evaluate leverage impact

    Predict the impact of a cost reduction lever on the P&L

  2. 02

    Get cogs breakdown

    Identify the distribution of costs across COGS components

  3. 03

    Calculate customer profitability

    Calculate gross profit and margin percentage for a customer

  4. 04

    Project margin attainment

    Simulate changes required to reach a target gross margin

Observed, not estimated

637ms average. Fast in production.

Gross Profit Efficiency Calculator is checked daily against the live service.

Daily averagePeak 757ms
Aug 20Today
Fastest day
514ms
Slowest day
757ms
14-day trend
Slowing+11%

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 Gross Profit Efficiency Calculator, so you can see the experience inside your AI.

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

Gross Profit Efficiency Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_3679aGnREHwzgEuCyRvWJyCFApqrCgSPzl6RveCM/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 — Gross Profit Efficiency Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "gross-profit-efficiency-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_3679aGnREHwzgEuCyRvWJyCFApqrCgSPzl6RveCM/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 Gross Profit Efficiency Calculator owners ask.

  • 01

    How can I calculate the profitability of a specific customer cohort?

    Use the calculate_customer_profitability capability. You will need to provide a unique identifier for the customer or cohort, the total revenue recognized, and a JSON mapping of your COGS components (e.g., {"hosting": 500}).

  • 02

    How do I simulate the impact of reducing support costs?

    You can use the evaluate_leverage_impact capability. Provide the component type (e.g., 'support'), the intended percentage reduction, and your current total COGS to see the projected increase in gross profit.

  • 03

    What is required to reach a 75% gross margin target?

    The project_margin_attainment capability can calculate the exact amount of COGS reduction needed. Simply input your current revenue and total COGS to find the required reduction path.

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