Download PDFMarkdown Version
ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use natural with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Exact deterministic unigram, bigram, and trigram counting over huge texts. Save tokens and guarantee 100% accurate phrase counts.

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 · 1 capability

The complete natural capability set.

These are the exact actions your AI can choose when you ask it to work with natural.

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through natural.

  1. 01

    Extract ngram frequencies

    Extracts the top most frequent N-Grams (e.g. bigrams, trigrams) from a text deterministically

Observed, not estimated

809ms average. Fast in production.

natural is checked daily against the live service.

Daily averagePeak 948ms
Aug 20Today
Fastest day
680ms
Slowest day
948ms
14-day trend
Slowing+10%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 1 capability arrives 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 natural, so you can see the experience inside your AI.

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

natural Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_9T1etKMahiW8NnGArHZFRlQgidDXjNxOPOUMepVx/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 — natural capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "n-gram-frequency-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_9T1etKMahiW8NnGArHZFRlQgidDXjNxOPOUMepVx/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 natural owners ask.

  • 01

    What are Bigrams and Trigrams?

    A bigram is a sequence of two adjacent words (e.g., 'machine learning'). A trigram is three (e.g., 'natural language processing').

  • 02

    Does it lowercase the text automatically?

    Yes, all text is automatically lowercased and tokenized natively to ensure accurate aggregation of phrases.

  • 03

    Is this faster than asking Claude?

    Significantly faster and 100% accurate. LLMs cannot count occurrences across thousands of tokens reliably.

Explore

More in Developer Tools

Suggestions