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natural-language - Analyze and translate text with Apple frameworks

Tokenize, identify, tag, score, embed, and translate text using NaturalLanguage and Translation on Apple platforms.

Tags

Updated: 2026-09-28

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Tokenize text
  • Identify languages
  • Tag parts of speech
  • Extract named entities
  • Analyze sentiment
  • Generate text embeddings
  • Translate text
  • Check language availability

Inputs

  • Natural language text
  • Source language
  • Target language
  • Expected languages
  • Embedding language
  • Translation requests

Outputs

  • Tokens
  • Language identifications
  • Part-of-speech tags
  • Named entities
  • Sentiment scores
  • Embedding distances
  • Translated text
  • Language availability status

Requirements

  • Swift 6.3
  • iOS 26 or later
  • NaturalLanguage framework
  • Translation framework
  • iOS 18 or later for TranslationSession
  • macOS 15 or later for TranslationSession

Source

  • Spec: SKILL.md

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natural language processing
tokenization
language identification
part-of-speech tagging
named entity recognition
sentiment analysis
text embeddings
machine translation
Apple platforms
Swift
Tokenize text
Identify languages
Tag parts of speech
Extract named entities
Natural language text
Source language
Target language
Tokens
Language identifications
Part-of-speech tags