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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Multi-Modal Token Calculator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Deterministic token estimation for text, image, and audio across major LLM architectures.

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 Multi-Modal Token Calculator capability set.

These are the exact actions your AI can choose when you ask it to work with Multi-Modal Token Calculator.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Multi-Modal Token Calculator.

  1. 01

    Analyze modality balance

    Analyzes how heavily a prompt relies on non-textual data

  2. 02

    Calculate token usage

    Provides a comprehensive breakdown of total tokens, cost, and modality distribution

  3. 03

    Optimize image resolution

    Suggests new image dimensions to minimize token usage while maintaining quality

Observed, not estimated

821ms average. Fast in production.

Multi-Modal Token Calculator is checked daily against the live service.

Daily averagePeak 1031ms
Aug 20Today
Fastest day
696ms
Slowest day
1031ms
14-day trend
Stable-1%

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 Multi-Modal Token Calculator, so you can see the experience inside your AI.

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

Multi-Modal Token Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_1r0g4WBe58Ril66BXrC5yzypcWjCpxOcEoKmnu7q/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 — Multi-Modal Token Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "multi-modal-token-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_1r0g4WBe58Ril66BXrC5yzypcWjCpxOcEoKmnu7q/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 Multi-Modal Token Calculator owners ask.

  • 01

    How does the capability handle image tokenization for GPT-4V?

    For GPT-4V, the calculate_token_usage capability partitions images into 512x512 tiles, where each tile costs 85 tokens, with a maximum of 4 tiles per image.

  • 02

    Can I reduce my token costs for large images?

    Yes, you can use the optimize_image_resolution capability to suggest new dimensions that minimize token usage while maintaining your required quality threshold.

  • 03

    What is included in the modality balance report?

    The analyze_modality_balance capability provides a report identifying if the prompt is text-dominant, visual-dominant, or audio-dominant based on the token counts provided.

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