Download PDFMarkdown Version
ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Token Cost Estimator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate precise LLM usage costs and optimization targets.

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 · 3 capabilities

The complete Token Cost Estimator capability set.

These are the exact actions your AI can choose when you ask it to work with Token Cost Estimator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Token Cost Estimator.

  1. 01

    Get exact costs

    Calculate specific financial breakdown

  2. 02

    Get comprehensive estimate

    Full end-to-end cost analysis

  3. 03

    Get usage metrics

    Calculate efficiency and scaling metrics

Observed, not estimated

796ms average. Fast in production.

Token Cost Estimator is checked daily against the live service.

Daily averagePeak 963ms
Aug 20Today
Fastest day
676ms
Slowest day
963ms
14-day trend
Slowing+10%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Token Cost Estimator, so you can see the experience inside your AI.

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

Token Cost Estimator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_18WwlQ3hHVt6znNqBh8IYiq95Yuyr0fEg5y81Thv/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 — Token Cost Estimator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "token-cost-estimator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_18WwlQ3hHVt6znNqBh8IYiq95Yuyr0fEg5y81Thv/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 Token Cost Estimator owners ask.

  • 01

    How accurate are the cost calculations?

    The calculations are deterministic and exact based on the token counts and unit prices provided to the get_exact_costs capability.

  • 02

    What is an optimization target?

    An optimization target is a recommendation generated by get_usage_metrics. If input costs dominate, it suggests reducing input; otherwise, it suggests reducing output.

  • 03

    Which AI clients can use this capability?

    You can connect this via Vinkius Edge to Cursor, VS Code, Claude Desktop, Windsurf, and any MCP-compatible client.

Explore

More in Developer Tools

Suggestions