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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Special Character Token Analyzer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Analyze the impact of special characters on tokenization density.

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 Special Character Token Analyzer capability set.

These are the exact actions your AI can choose when you ask it to work with Special Character Token Analyzer.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Special Character Token Analyzer.

  1. 01

    Analyze text density

    Perform a full breakdown of special character counts and their resulting token weights

  2. 02

    Get category counts

    Retrieve raw counts of a specific character category

  3. 03

    Validate character coverage

    Verify if a string contains any special characters

Observed, not estimated

806ms average. Fast in production.

Special Character Token Analyzer is checked daily against the live service.

Daily averagePeak 952ms
Aug 20Today
Fastest day
649ms
Slowest day
952ms
14-day trend
Slowing+16%

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 Special Character Token Analyzer, so you can see the experience inside your AI.

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

Special Character Token Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_patd6fBVugNI2nZ9AujeqFiu7tcwIa7hD4EcEVAl/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 — Special Character Token Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "special-character-token-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_patd6fBVugNI2nZ9AujeqFiu7tcwIa7hD4EcEVAl/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 Special Character Token Analyzer owners ask.

  • 01

    How are emojis weighted?

    Each emoji is weighted as being equivalent to two tokens.

  • 02

    What is the special ratio?

    The special ratio is the total weighted special tokens divided by one-fourth of the input text length.

  • 03

    Can I get counts for specific categories?

    Yes, you can use get_category_counts to retrieve raw counts for emojis, accented characters, punctuation, or symbols.

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