How the Text Summarizer Works
AnyTool Text Summarizer is an extractive summarizer that runs entirely in the browser. It splits the text into sentences (guarding against false breaks on abbreviations, decimals and initials), then ranks them with one of two methods. TextRank builds a graph in which sentences are nodes and edges are weighted by shared content words, then runs a damped PageRank power iteration so the most central sentences score highest. The frequency method scores each sentence by the summed, length-normalised frequency of its content words plus small position and length bonuses. The top-ranked sentences are kept verbatim and returned in their original document order.
- Extractive, not abstractive — selected sentences are kept word for word
- TextRank uses PageRank-style centrality over a sentence-similarity graph
- Frequency mode uses normalised term frequency with position and length bonuses
- Selected sentences are returned in original document order for natural flow
- All processing is client-side JavaScript — no server, no AI API, no upload
