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Use N-gram Frequency Analyzer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Extracts exact N-grams from English text and calculates diversity metrics.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 3 capabilities

The complete N-gram Frequency Analyzer capability set.

These are the exact actions your AI can choose when you ask it to work with N-gram Frequency Analyzer.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through N-gram Frequency Analyzer.

  1. 01

    Assess linguistic diversity

    Categorizes the text into a complexity tier based on its linguistic variety

  2. 02

    Compute ngram frequencies

    Provides a detailed breakdown of how often each specific N-gram appears and to calculate overall variety metrics

  3. 03

    Extract top patterns

    Quickly identifies the most frequent sequences in a text without retrieving the entire dataset

Observed, not estimated

800ms average. Fast in production.

N-gram Frequency Analyzer is checked daily against the live service.

Daily averagePeak 958ms
Aug 21Today
Fastest day
635ms
Slowest day
958ms
14-day trend
Slowing+8%

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 N-gram Frequency Analyzer, so you can see the experience inside your AI.

It does not authenticate your account with N-gram Frequency Analyzer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

N-gram Frequency Analyzer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_3AzBZIrhX06RFCONh5nmasWdxskAtoiwPPesbk87/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 — N-gram Frequency Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "n-gram-frequency-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_3AzBZIrhX06RFCONh5nmasWdxskAtoiwPPesbk87/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 N-gram Frequency Analyzer owners ask.

  • 01

    How can I find the most frequent word sequences?

    Use the extract_top_patterns capability to identify top N-grams.

  • 02

    Is this analyzer compatible with all languages?

    No, it is specifically designed for English text processing.

  • 03

    How is text complexity measured?

    Complexity is determined by the diversity ratio provided by assess_linguistic_diversity.

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