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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Multi-Language Token Estimator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Analyze text composition and estimate token counts across multiple languages.

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-Language Token Estimator capability set.

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

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Multi-Language Token Estimator.

  1. 01

    Estimate text composition

    Analyzes a text string to provide a granular breakdown of character counts, token estimates, and linguistic dominance

  2. 02

    Get language ratios

    Retrieves the current deterministic token-to-character ratios used by the system

  3. 03

    Validate unicode range

    Verifies if a specific character belongs to one of the supported linguistic ranges

Observed, not estimated

842ms average. Fast in production.

Multi-Language Token Estimator is checked daily against the live service.

Daily averagePeak 1002ms
Aug 20Today
Fastest day
624ms
Slowest day
1002ms
14-day trend
Slowing+33%

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-Language Token Estimator, so you can see the experience inside your AI.

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

Multi-Language Token Estimator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_pLbm2rECwSPhFXh58TUHdck6WZwlkcGQgQk3sOPb/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-Language Token Estimator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "multi-language-token-estimator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_pLbm2rECwSPhFXh58TUHdck6WZwlkcGQgQk3sOPb/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-Language Token Estimator owners ask.

  • 01

    How are tokens calculated?

    Tokens are estimated by multiplying the character count of each language by a specific deterministic ratio (e.g., 4.0 for English, 1.5 for Chinese).

  • 02

    Which languages are supported?

    The capability supports English, Chinese, Japanese, Korean, Cyrillic, and Arabic based on specific Unicode ranges.

  • 03

    Can I check specific character ranges?

    Yes, you can use validate_unicode_range to verify if a specific character belongs to a supported linguistic category.

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