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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Long-Tail Extractor with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Identify recurring word sequences (n-grams) to discover potential long-tail keyword candidates within any text.

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 Long-Tail Extractor capability set.

These are the exact actions your AI can choose when you ask it to work with Long-Tail Extractor.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Long-Tail Extractor.

  1. 01

    Calculate pattern density

    Calculate the density of N-grams within a text

  2. 02

    Filter high frequency patterns

    Filter N-grams by a minimum frequency threshold

  3. 03

    Extract ngram sequences

    Returns phrases with their counts and positions. Identify recurring sequences of words within a text

Observed, not estimated

632ms average. Fast in production.

Long-Tail Extractor is checked daily against the live service.

Daily averagePeak 847ms
Aug 20Today
Fastest day
511ms
Slowest day
847ms
14-day trend
Slowing+5%

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 Long-Tail Extractor, so you can see the experience inside your AI.

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

Long-Tail Extractor Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_C9KvCRnQRkMIt9JmZl1RL6gQADHKTCr9uzYj4nO7/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 — Long-Tail Extractor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "long-tail-extractor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_C9KvCRnQRkMIt9JmZl1RL6gQADHKTCr9uzYj4nO7/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 Long-Tail Extractor owners ask.

  • 01

    What are n-grams?

    N-grams are contiguous sequences of $n$ items from a given sample of text. In this capability, we focus on sequences of 3, 4, and 5 words.

  • 02

    How can I use extract_ngram_sequences?

    Provide the raw text you want to analyze via the sourceText parameter. You can also specify a minimum and maximum n-gram size.

  • 03

    What is the purpose of density calculation?

    The calculate_pattern_density capability calculates how often a phrase appears relative to the total word count, helping you distinguish significant patterns from isolated occurrences.

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