Extractive Summary — Top Sentences
Score sentences by word frequency overlap and return the top N sentences in original order.
How it works
- 1Paste or type your text in the input field
- 2Click "Summarize" — processing happens in your browser
- 3Copy the result or download as a text file
What to do next
About Extractive Text Summarizer
Extractive Text Summarizer is built for text processing jobs that fit cleanly into a browser tab. Score sentences by word frequency overlap and return the top N sentences in original order. The processing runs in the page itself, which is why the controls update instantly when you change settings and why a freshly loaded page is ready to do real work the moment it becomes interactive.
Extractive Text Summarizer is shaped for the gap between "I'll do it by hand" and "I'll script it." When the job is small enough that automating it would take longer than doing it, but annoying enough to want a focused tool — that is the situation this page is built for.
Extractive Text Summarizer parses your file with standard browser APIs entirely inside the browser, applies the options you selected, and returns a download. The processing has no network step, which means a slow or intermittent connection does not slow down the work — once the page is loaded, only your CPU and RAM are involved.
Technically, the work is done by standard browser APIs, loaded as part of the page. Inputs are recognised automatically and validated before the engine begins processing. Files up to 0 MB are supported per run; that ceiling keeps browser memory usage stable on a wide range of devices.
The hard constraints are easy to remember. Maximum input: 0 MB. Multiple files per run: no — one input at a time, by design, to keep results predictable. The same controls apply on every run.
The heaviest users of Extractive Text Summarizer tend to be students formatting essays, marketers polishing product copy and writers cleaning copy before publishing. Each group brings slightly different expectations to the tool, but the same single-page architecture serves every one of them with the same response time.
Extractive Text Summarizer returns the result as a download. If you are running multiple jobs, the output names will not collide as long as the input names differ. You can re-run with different settings as many times as you like; each run produces a fresh file with no caching trickery in between.
If your task needs more than one step, chain Extractive Text Summarizer with Readability Score, Filler Word Highlighter, and Truncate String. Each tool produces output that is a clean input to the next, so multi-step workflows are just a matter of opening the next tool in a new tab and continuing.
Some notes on the design of Extractive Text Summarizer. The page is intentionally narrow: one input, the controls relevant to the task, and one output. Adding unrelated features would make the common case slower for the majority of users, so the surface is held to what people actually use.
Some background on the design choices behind Extractive Text Summarizer: every option you see on the page is there because a real workflow needs it, and every option that is not shown has been deliberately omitted to keep the common case fast. The bias is toward minimal-but-complete.
As a single-page tool, Extractive Text Summarizer stays focused on one text processing step. Multi-step workflows are composed by chaining adjacent tools — each tool produces a standard file the next one can read directly, so a longer pipeline is just a sequence of short tab-and-tab visits.
If you want to get the most out of Extractive Text Summarizer, three small habits help. Drag-and-drop is faster than the file picker once you get used to it. The keyboard shortcut for downloading the result is whatever your browser uses for "save link as," because the result is a normal download. And if you are working on a sensitive file, processing in an Incognito or Private window is a good extra layer — it leaves no trace in browser history when the tab closes.
For most failure modes, refreshing the page and re-running the job is enough — the engine has no persistent state to corrupt. If the same input fails twice in a row, the input itself is most likely the problem (a truncated file, an unexpected variant of the format, or a stream the engine does not recognise).
Extractive Text Summarizer is intentionally narrow in scope so the common case is fast and the result is predictable. If you ever need a variation it does not cover, browse the rest of the catalog — there is a good chance an adjacent tool already exists, and switching between tools is just a matter of opening another tab.
How it works
- 1Open the Extractive Text Summarizer workspace above. The interface is a single page, so there is nothing to navigate.
- 2Add your text input by dropping it onto the page or browsing for it.
- 3Tweak the controls if the defaults are not quite right for your input. The options are kept short and labelled in plain language.
- 4Trigger processing. standard browser APIs reads your input, applies the transformation, and writes the result back into the page.
- 5Grab the output as soon as the run completes. You can also copy the result instead of downloading if the next tool in your workflow accepts pasted input.
- 6Re-run with different settings as often as you want. Each run produces a fresh output and the original file on disk is never modified.
Common use cases
- Convert a column of names into a comma-separated list for a script using Extractive Text Summarizer.
- Sort a list of items alphabetically before publishing it.
- Diff two drafts of a document side by side.
- Generate a slug from a long article title.
- Strip messy formatting out of copy pasted from a PDF.
- Count the words in a draft to check it fits a brief.
- De-duplicate a list of email addresses pulled from a form export.
- Encode user input safely before pasting it into HTML.
- Find and replace dozens of variants of a phrase in one pass.
- Translate plain text into Markdown for a static-site post.
FAQ
Abstractive summary?
No new sentences are written; existing sentences are selected only.
Bias?
Frequency scoring favors repeated keywords, which may not equal importance.
HTML input?
Strip HTML first for best sentence segmentation.
Local only?
Yes — nothing is uploaded.
Very long docs?
Processing time grows with length; summarize chapter by chapter if needed.
Bullet lists?
Lists may be treated oddly; convert bullets to sentences first for cleaner picks.
Is there a desktop version of Extractive Text Summarizer?
No installation is needed. Extractive Text Summarizer runs as a normal web page, with no browser extension, no native helper, and no separate desktop client to download. That is partly a privacy choice — extensions can request broad permissions, while a regular page is sandboxed by default — and partly a convenience one: you can use Extractive Text Summarizer on any computer you have temporary access to without leaving anything installed on it.
Is Extractive Text Summarizer licensed for business use?
Extractive Text Summarizer can be used for personal and commercial work alike — there is no separate "business" licence to purchase. The output you generate is yours to use however you want, including in client deliverables, internal documents, or commercial products. Favtoo's only ask is fair, individual use; the tool is not designed to be embedded as a backend service or wrapped behind an API for resale.
Does Extractive Text Summarizer work in Safari, Firefox, Chrome and Edge?
Extractive Text Summarizer works in any modern browser released in the last few years — Chrome, Edge, Firefox, Safari, Brave, Arc and the major Chromium derivatives are all supported. The underlying engine relies on widely-supported web APIs, so there is nothing exotic to install. If you are on a very old browser version and the tool fails to load, updating to the latest release of your preferred browser is the only fix needed.
Why use Extractive Text Summarizer instead of a paid online tool?
Desktop apps usually have more advanced features but require installation, maintenance and (often) a licence. Paid online tools are convenient but route your file through their servers and gate downloads behind accounts. Extractive Text Summarizer sits in between: free, instant, and private, but intentionally narrow in scope. For one-off jobs and the common text processing operations, it is usually the lowest-friction choice; for highly specialised work, a dedicated app is still the right answer.
Why is my browser prompting me when I open Extractive Text Summarizer?
Extractive Text Summarizer only needs the standard web platform — file picker access for the inputs you choose to load, and optionally clipboard access if you copy the result rather than downloading it. There is no microphone, camera, geolocation or background-permission request, because none of those are needed for the work the tool does.
Can Extractive Text Summarizer run inside a corporate firewall?
Extractive Text Summarizer is a static page running an open-source engine in your browser, so a typical corporate firewall does not get in the way as long as it allows JavaScript to load from Favtoo. For teams that need to host it themselves on an internal network, the underlying engine (standard browser APIs) is open-source and can be packaged into a private build with the same behaviour. Reach out via the Contact page if that is something you are exploring.
Does Extractive Text Summarizer upload my file to a server?
Your file is processed inside your browser by standard browser APIs. The engine reads the file's bytes from your tab's memory, computes the result, and writes the result back into the tab. You can confirm what the page does by opening developer tools and watching the Network tab during a run — the requests you see are for the tool's static assets only.
Does Extractive Text Summarizer work with screen readers?
Extractive Text Summarizer uses native HTML controls wherever possible, which means keyboard navigation, focus rings, and screen-reader labels work the way the platform expects. The drop zone accepts files via the keyboard-accessible file picker as well as drag-and-drop, and result downloads use standard browser download flows. If you spot an accessibility gap, Favtoo treats it as a bug worth fixing.