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How to Use the Extractive Text Summarizer — WebdevToolbox Guide

Summarize text using a transparent frequency-based sentence-scoring algorithm — no AI, just statistics you can inspect.

WebdevToolbox Team2 min read

Not every summarization tool needs to be a language model. Long before LLMs, a simple statistical technique — scoring sentences by the frequency of their key words — could produce surprisingly useful extractive summaries. This tool implements that classic approach transparently, entirely in your browser.

What Is the Extractive Text Summarizer?

Paste in a passage of text, choose how many sentences to keep, and the tool scores every sentence by the normalized frequency of its non-stopword content, then returns the highest-scoring sentences in their original order — a real, deterministic algorithm, not an AI-generated summary.

How to Use It

  1. Open the tool at /tools/extractive-summarizer.
  2. Paste in your text (or try the included sample).
  3. Adjust how many sentences you want in the summary.
  4. Read the extracted summary, generated live as you type.

Key Features

  • No AI, no external API calls — a fully transparent, inspectable statistical algorithm.
  • Frequency-based sentence scoring, in the tradition of Luhn’s classic 1958 summarization method.
  • Original sentence order preserved in the output for readability.
  • Runs entirely client-side — your text never leaves your browser.

When to Use This Tool

  • Getting a quick extractive summary of a long article or report without sending your text to a third-party AI service.
  • Understanding how frequency-based summarization actually works, since the method is fully deterministic and explainable.
  • Skimming long-form content to identify its most statistically emphasized sentences.

Try It Now

Open Extractive Text Summarizer directly, or press ⌘K and type the tool name from anywhere on the site.


Part of the Text Tools collection on WebdevToolbox — free, browser-based developer tools with no login required.

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