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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use AI Model Distribution Economics with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate cost structures, margins, and optimal distribution strategies for AI models.

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 AI Model Distribution Economics capability set.

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

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through AI Model Distribution Economics.

  1. 01

    Optimize distribution mix

    Determines the ideal distribution strategy to maximize total profit

  2. 02

    Validate model parameters

    Ensures that the provided economic variables are logically consistent

  3. 03

    Analyze channel economics

    Calculates the fundamental cost and margin metrics for a specific distribution channel

  4. 04

    Compare channel performance

    Compares the profitability and efficiency of multiple channels

One connector, every AI

AI Model Distribution 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 AI Model Distribution 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

960ms average. Fast in production.

AI Model Distribution Economics is checked daily against the live service.

Daily averagePeak 975ms
Sep 5Today
Fastest day
918ms
Slowest day
975ms
14-day trend
Slowing+6%

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 AI Model Distribution Economics, so you can see the experience inside your AI.

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

AI Model Distribution Economics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_VN3kIQUdji6otzaZ72TA9yTHzoy6M5YgOyhIIppU/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 — AI Model Distribution Economics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "ai-model-distribution-economics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_VN3kIQUdji6otzaZ72TA9yTHzoy6M5YgOyhIIppU/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 AI Model Distribution Economics owners ask.

  • 01

    How do I calculate the margin for a specific channel?

    You can use the analyze_channel_economics capability. It takes gross revenue, marketplace fees, partner shares, and direct sales costs to return the net margin and CPA.

  • 02

    Can I find the best way to allocate my sales budget?

    Yes, the optimize_distribution_mix capability determines the ideal distribution strategy to maximize total profit based on your target volume and budget constraints.

  • 03

    How does the capability handle enterprise vs self-service models?

    The analyze_channel_economics capability includes an isEnterprise parameter to distinguish between high-touch sales and automated self-service distribution.

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