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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Infra Unit Economics with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate gross margin, cost breakdowns, and identify margin improvement levers for infrastructure businesses.

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 Unit Economics capability set.

These are the exact actions your AI can choose when you ask it to work with Infra Unit Economics.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Infra Unit Economics.

  1. 01

    Analyze cost breakdown

    Analyze cost distribution across categories

  2. 02

    Calculate gross margin

    Calculate gross margin and total COGS

  3. 03

    Identify margin levers

    Identify primary cost levers for margin improvement

  4. 04

    Validate infrastructure health

    Validate infrastructure margin health

One connector, every AI

Infra Unit Economics 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 Unit Economics 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

1090ms average. Fast in production.

Infra Unit Economics is checked daily against the live service.

Daily averagePeak 1090ms
Sep 6Today
Fastest day
1090ms
Slowest day
1090ms
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 Unit Economics, so you can see the experience inside your AI.

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

Infra Unit Economics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_jSUuJkvR0nNmtytYKFEh9iq2osLPjQsdZsAutZ80/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 Unit Economics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "infra-unit-economics-gross-margin-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_jSUuJkvR0nNmtytYKFEh9iq2osLPjQsdZsAutZ80/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 Unit Economics owners ask.

  • 01

    What is included in the COGS calculation?

    The total Cost of Goods Sold (COGS) includes maintenance costs, energy costs, direct labor, and depreciation amounts.

  • 02

    How can I find ways to improve my profit margins?

    You can use the identify_margin_levers capability to pinpoint which cost categories are most significant and offer the best opportunities for reduction.

  • 03

    Can I check if my business is meeting its financial targets?

    Yes, the validate_infrastructure_health capability compares your current gross margin against a target margin to determine if your operations are healthy.

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