• TOPICS
  • PHRASES
  • SEO
  • HUMAN

How to extract keywords and bigrams with your AI

Connect this MCP to your AI client to pull specific linguistic patterns from raw text. Once connected, your agent handles the pattern recognition.

Ask AI about this page

Short answer

How can I pull keywords and bigrams using AI?

Your AI uses specific extraction tools to scan text for frequent single words and two-word sequences. This gives you a clean list of topics and phrases for SEO or content analysis. You'll see the specific patterns and themes identified below.

The results

What you get from the extraction

The AI processes your text into structured data points.

TOPICS

Core keyword lists

The AI identifies the most frequent single words. You get a clear view of the primary subjects in your text.

PHRASES

Two-word bigram patterns

The agent finds recurring word pairs. This helps you see how concepts are linked in the writing.

SEO

Topic modeling data

Use the extracted terms to map out content gaps. This provides the raw data needed for SEO strategy.

HUMAN

Manual content audit

You take the extracted patterns and decide if they match your intended brand voice. The AI provides the data, but you provide the judgment.

The workflow

What your AI does when the text arrives.

The AI moves from raw text to structured linguistic data through two specific steps.

  1. Identify single words

    The agent scans the provided text to find the most frequent individual terms. This isolates the main subjects.

    extract_top_keywords

  2. Find word pairs

    The agent looks for two-word sequences that appear often. This reveals the specific phrasing used in the document.

    extract_top_bigrams

  3. Organize patterns

    The AI groups these findings so they are easy to read. You get a structured list instead of a wall of text.

    extract_top_keywordsextract_top_bigrams

  4. Prepare for analysis

    The agent presents the final lists to your chat interface. You can then ask follow-up questions about these specific terms.

    extract_top_keywords

Try it

Copy these to start.

Use these prompts once you have connected the MCP.

Starting points

These are opening lines. Replace the bracketed text with your actual document or file name.

Deterministic Text Summarizer & Extractor Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_x32zMiM6lRsYu5lv1NDLGVRYYFMM8douF0KY03eU/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 — Deterministic Text Summarizer & Extractor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "deterministic-text-summarizer-extractor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_x32zMiM6lRsYu5lv1NDLGVRYYFMM8douF0KY03eU/mcp"
    }
  }
}
Copy into chat04

  • Extract the top keywords from the transcript in my Google Doc.

  • Find the most frequent bigrams in the technical whitepaper I just uploaded.

  • Look at the text in this markdown file and list the top keywords for SEO.

  • Analyze the content in my project notes and give me the top bigrams.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Deterministic Text Summarizer & Extractor once, then ask.

Click the link to connect the MCP to your client. Your credentials stay encrypted, and you can start prompting immediately.

Connect Deterministic Text Summarizer & Extractor to your AI

FAQ

How this task behaves

  • 01

    Can the AI rewrite the text based on the keywords?

    No. This MCP only extracts existing patterns; it does not modify your original text.

  • 02

    Does the AI save these keywords to a database?

    No. The extraction happens in the moment within your chat session.

  • 03

    Can I extract three-word phrases?

    No. The tools are limited to single keywords and two-word bigrams.

  • 04

    Will the AI delete any part of my document?

    No. The tools are read-only and cannot change or delete your files.

  • 05

    How does the AI know which words are important?

    It uses frequency-based logic to identify which words and pairs appear most often in the text.

  • More questions about Deterministic Text Summarizer & Extractor? The Connector page answers them. See everything the Deterministic Text Summarizer & Extractor Connector can do

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