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content-analysis - Analyze text content with NLP and LLM techniques

Analyze text content using traditional NLP and LLM methods to extract sentiment, topics, keywords, and actionable insights.

Tags

Updated: 2026-09-17
text-analysissentiment-analysisnlpllmtopic-modeling

Capabilities

Analyze text sentimentExtract topics and keywordsClassify and cluster contentIdentify viral content patterns

Typical Inputs

Text contentContent metadataNLTK data

Typical Outputs

Sentiment analysis reportsTopic models and keyword extractionsContent classification results

What this skill does

  • Analyze text sentiment
  • Extract topics and keywords
  • Classify and cluster content
  • Identify viral content patterns
  • Generate content optimization insights

Inputs

  • Text content
  • Content metadata
  • NLTK data
  • OpenAI or DashScope API keys

Outputs

  • Sentiment analysis reports
  • Topic models and keyword extractions
  • Content classification results
  • Viral content pattern analysis
  • Optimization recommendations

Requirements

  • Python environment
  • Python libraries pandas numpy scikit-learn nltk wordcloud
  • OpenAI or DashScope SDKs

Source

  • Spec: SKILL.md

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