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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Infra Marginal Cost Analyzer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculates unit costs and capacity risks for new customer acquisition.

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 Infra Marginal Cost Analyzer capability set.

These are the exact actions your AI can choose when you ask it to work with Infra Marginal Cost Analyzer.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Infra Marginal Cost Analyzer.

  1. 01

    Analyze scale efficiency

    Analyzes if the system is benefiting from scale or facing diminishing returns

  2. 02

    Calculate marginal costs

    Calculates the unit cost of adding specific new customers given current resource constraints

  3. 03

    Capacity risk assessment

    Assesses the financial risk of adding customers near the capacity limit

  4. 04

    Evaluate capacity utilization

    Evaluates how much of the remaining capacity will be consumed by new customers

One connector, every AI

Infra Marginal Cost Analyzer 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 Infra Marginal Cost Analyzer 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

997ms average. Fast in production.

Infra Marginal Cost Analyzer is checked daily against the live service.

Daily averagePeak 997ms
Sep 6Today
Fastest day
997ms
Slowest day
997ms
14-day trend
Stable0%

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 Infra Marginal Cost Analyzer, so you can see the experience inside your AI.

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

Infra Marginal Cost Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_iVacMp8HKSwcRvldfPkfA0dY0x1MptlF1B7QxmOh/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 — Infra Marginal Cost Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "infra-marginal-cost-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_iVacMp8HKSwcRvldfPkfA0dY0x1MptlF1B7QxmOh/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? link.label

See all the AI clients this connector works with ↑

FAQ

Questions Infra Marginal Cost Analyzer owners ask.

  • 01

    How do I calculate the cost of adding new customers?

    You can use the calculate_marginal_costs capability by providing the incremental Capex, incremental Opex, number of new customers, and current capacity headroom.

  • 02

    Can this capability help with capacity planning?

    Yes, evaluate_capacity_utilization and capacity_risk_assessment are designed to help you understand how much headroom remains and the financial risks of exceeding it.

  • 03

    What is the difference between Capex and Opex in this capability?

    Capex refers to the capital investment for new infrastructure, while Opex refers to the operational expenses required to support the new customer volume.

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