Document Clustering Skill

Analyze a repository of documents to group them based on content similarity, topic, or purpose. This skill helps organize large collections, identify redundancies, and discover relationships.

Inputs

• PATH - The repository to analyze (e.g., "/repository")
• SIMILARITY_THRESHOLD - (Optional) Float (0.0-1.0), threshold for grouping (default: 0.8)
• VISUALIZATION - (Optional) Boolean, whether to generate a visual representation (default: false)

Workflow

Step 1: Text Processing

Ingest documents from PATH.

• Normalize text (remove stop words, stemming/lemmatization).
• Generate embeddings or TF-IDF vectors for each document.

Step 2: Clustering Analysis