How are emojis weighted?

Each emoji is weighted as being equivalent to two tokens.

What is the special ratio?

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

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.

Special Character Token Analyzer MCP Connector for Claude

A+

Analyze the impact of special characters on tokenization density.

3 tools Official Updated Oct 1, 2026 Official Vinkius Partner

More Details Connect to Claude

This MCP server provides deterministic analysis of how special characters affect tokenization weight. It calculates the density of emojis, accented characters, punctuation, and symbols to estimate their impact on LLM token counts. Use analyze_text_density for a full breakdown of weighted token contributions, get_category_counts to isolate specific character types, or validate_character_coverage for a quick check of special character presence.

tokensunicodeemojistext-densityanalysis

Connect to Claude

Subscribe on Vinkius, then add this connector to Claude.ai or Claude Code.

① Claude.ai (web app)

Go to Settings → Connectors → Add custom connector
Paste the MCP endpoint URL below

https://edge.vinkius.com/vk_preview_patd6fBVugNI2nZ9AujeqFiu7tcwIa7hD4EcEVAl/mcp

② Claude Code (terminal)

claude mcp add --transport http special-character-token-analyzer https://edge.vinkius.com/vk_preview_patd6fBVugNI2nZ9AujeqFiu7tcwIa7hD4EcEVAl/mcp

③ Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "special-character-token-analyzer": {
      "url": "https://edge.vinkius.com/vk_preview_patd6fBVugNI2nZ9AujeqFiu7tcwIa7hD4EcEVAl/mcp"
    }
  }
}

Get full access on Vinkius

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