Embedding Generator

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by jmsktm · vlatest · Repository

This skill generates vector embeddings from text, enabling semantic similarity searches and powering AI applications needing contextual understanding.

Install on your platform

We auto-selected Claude Code based on this skill’s supported platforms.

1

Run in terminal (recommended)

terminal
claude mcp add jmsktm-embedding-generator npx -- -y @trustedskills/jmsktm-embedding-generator
2

Or manually add to ~/.claude/settings.json

~/.claude/settings.json
{
  "mcpServers": {
    "jmsktm-embedding-generator": {
      "command": "npx",
      "args": [
        "-y",
        "@trustedskills/jmsktm-embedding-generator"
      ]
    }
  }
}

Requires Claude Code (claude CLI). Run claude --version to verify your install.

About This Skill

What it does

This skill, the Embedding Generator, creates vector embeddings from text. Embeddings are numerical representations of text that capture semantic meaning, allowing for tasks like similarity search and clustering. It leverages Claude settings to generate these embeddings.

When to use it

  • Semantic Search: Find documents or passages similar in meaning to a given query.
  • Content Clustering: Group related content together based on their underlying themes.
  • Recommendation Systems: Suggest relevant items (e.g., articles, products) based on user preferences expressed as text.
  • Knowledge Base Indexing: Create an index of your knowledge base for efficient retrieval using semantic search.

Key capabilities

  • Generates vector embeddings from text input.
  • Utilizes Claude settings for embedding creation.

Example prompts

  • "Generate an embedding for the following sentence: 'The quick brown fox jumps over the lazy dog.'"
  • "Create a vector representation of this product description: [product description]"
  • "Embed this customer review: [customer review]"

Tips & gotchas

This skill requires access to and configuration with Claude. Ensure your AI agent is properly connected to Claude before using the Embedding Generator.

Tags

🛡️

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Details

Version
vlatest
License
Author
jmsktm
Installs
4

🌐 Community

Passed automated security scans.