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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Embedding Economics with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate the economic impact of embedding generation, including setup, maintenance, and optimization.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 4 capabilities

The complete Embedding Economics capability set.

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

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Embedding Economics.

  1. 01

    Calculate initial setup costs

    Determines the one-time cost to embed an initial dataset

  2. 02

    Calculate maintenance costs

    Estimates the recurring costs for updates and storage over a specific period

  3. 03

    Get cost summary report

    Provides a high-level overview of the entire economic profile of the AI application

  4. 04

    Simulate optimization impact

    Evaluates how much money can be saved by applying batching and caching

Observed, not estimated

829ms average. Fast in production.

Embedding Economics is checked daily against the live service.

Daily averagePeak 929ms
Aug 28Today
Fastest day
768ms
Slowest day
929ms
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 Embedding Economics, so you can see the experience inside your AI.

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

Embedding Economics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_vIv6itu4zFeLNhPaaV8Ole867bKlxITRmagkFkHQ/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 — Embedding Economics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "embedding-economics-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_vIv6itu4zFeLNhPaaV8Ole867bKlxITRmagkFkHQ/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 Embedding Economics owners ask.

  • 01

    How do I calculate the initial cost of embedding my data?

    You can use the calculate_initial_setup_costs capability by providing the total number of items, the average tokens per item, and the cost per 1,000 tokens.

  • 02

    Can I estimate savings from using a cache?

    Yes, the simulate_optimization_impact capability allows you to input a cache hit rate to see the potential reduction in monthly update costs.

  • 03

    Does this account for vector database storage fees?

    Yes, the calculate_maintenance_costs capability includes a parameter for monthly storage cost per item to provide a complete recurring cost estimate.

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