• VERIFIED
  • ACCURATE
  • EFFICIENT
  • HUMAN

How to summarize documents with your AI client

Connect this MCP to your AI client once. From then on, your agent pulls direct quotes from any document to keep its summaries factually accurate.

Ask AI about this page

Short answer

How can I summarize documents without hallucinations?

Use extractive summarization to pull the original, unchanged sentences directly from your source files. This prevents your AI from rephrasing things into errors. You'll get a breakdown of the extracted text below.

The results of extraction.

Where your data lands.

This is what your agent produces after processing a file.

VERIFIED

Zero hallucination summaries

The agent uses extractive_summary to grab actual text. You get a summary that uses the author's original words instead of the AI's guesses.

ACCURATE

Direct quote extraction

Your agent identifies the most important sentences. It pulls them exactly as they appear in the document for total accuracy.

EFFICIENT

Condensed long files

The agent strips away the fluff. You get the core points of a massive document without reading every single page.

HUMAN

Manual verification

You decide which extracted sentences are useful. The AI provides the raw material, but you make the final call on the context.

The workflow

What your AI does when a document arrives.

The agent follows a strict process to ensure it doesn't invent new information.

  1. Scan the source

    The agent reads through the entire document to understand the structure and content.

    extractive_summary

  2. Identify key sentences

    It looks for the most significant, information-dense sentences within the text.

    extractive_summary

  3. Extract original text

    The agent pulls those specific sentences out without changing a single character.

    extractive_summary

  4. Compile the summary

    The agent organizes the extracted sentences into a readable format for you.

    extractive_summary

Try it

Copy these to start.

Use these prompts once you have connected the MCP.

Starting points

Swap out the bracketed text for your specific file names or document paths.

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

  • Summarize the key points in [document_name.pdf] using only original sentences.

  • Extract the most important sentences from [meeting_notes.txt] to create a summary.

  • Find the core arguments in [legal_contract.docx] without rephrasing the text.

  • Give me an extractive summary of [research_paper.pdf] focusing on the results section.

  • 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 find the full technical details on the Connector page.

Connect Deterministic Text Summarizer & Extractor to your AI

FAQ

How this task behaves.

  • 01

    Will the AI rewrite the sentences to be shorter?

    No. This tool is extractive, meaning it only pulls existing sentences. It does not paraphrase or rewrite them.

  • 02

    Can the AI change the meaning of the document?

    No. Because the agent only uses unmodified sentences from the source, it cannot invent new meanings or facts.

  • 03

    Does the AI delete parts of my original file?

    No. The agent only reads your files. It does not have the capability to modify or delete your original documents.

  • 04

    Can I use this for any file type?

    The agent can process any text-based document that your AI client can read.

  • 05

    How does this prevent hallucinations?

    Hallucinations usually happen when an AI tries to generate new text. By forcing the agent to only use exact sentences from the source, the risk of invention is removed.

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

Connect Deterministic Text Summarizer & Extractor to Claude, Cursor, ChatGPT & more