Use this text operation when its stated character encoding, token boundaries, normalization, case handling, and output format match the surrounding workflow.

Text

Required string.

The cited overview of Text processing supplies background for the terminology and domain context used by this tool.^[1]

Extract all mention tokens without the @ symbol, in order of appearance. Inputs are interpreted exactly in the displayed units and the calculation returns the following fields without presentation rounding.

Mentions

Returned list.

• Unicode normalization, locale, grapheme clusters, malformed input, ambiguous syntax, and implementation-specific conventions can change text-processing results.
• Use finite inputs in the displayed units, preserve source measurements and assumptions, and independently verify consequential decisions.

Preserve the original text, test representative non-ASCII and malformed cases, and use a standards-aware parser or serializer when interoperability matters.

• Hashtag Extractor

  Extract all hashtag tokens without the # symbol, in order of appearance.

• Stopword Remover

  Remove common English stopwords from text, preserving original tokens and order.

• Concatenate Two Strings

  Join two strings without inserting or removing characters.