Embeddings

🌐Community
by alsk1992 · vlatest · Repository

This skill generates vector embeddings of text, enabling semantic similarity searches and powerful AI applications like clustering & recommendation.

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 alsk1992-embeddings npx -- -y @trustedskills/alsk1992-embeddings
2

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

~/.claude/settings.json
{
  "mcpServers": {
    "alsk1992-embeddings": {
      "command": "npx",
      "args": [
        "-y",
        "@trustedskills/alsk1992-embeddings"
      ]
    }
  }
}

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

About This Skill

What it does

This skill generates vector embeddings from text. Embeddings represent the semantic meaning of text as numerical vectors, allowing AI agents to perform tasks like similarity search and clustering. It can be used to find documents or phrases with similar meanings or to categorize text based on its content.

When to use it

  • Semantic Search: Find articles related to a specific topic even if they don't share the same keywords.
  • Document Clustering: Group similar documents together for better organization and analysis.
  • Content Recommendation: Suggest relevant content to users based on their previous interactions or preferences.
  • Anomaly Detection: Identify unusual text patterns that deviate from typical language usage.

Key capabilities

  • Text embedding generation
  • Semantic understanding of text
  • Numerical vector representation of text

Example prompts

  • "Generate an embedding for the following sentence: 'The quick brown fox jumps over the lazy dog.'"
  • "Create embeddings for these articles and find the most similar ones."
  • "Embed this product description to compare it with others in our catalog."

Tips & gotchas

  • This skill requires a basic understanding of vector representations. The quality of results depends on the underlying embedding model used.

Tags

🛡️

TrustedSkills Verification

Unlike other registries that point to live repositories, TrustedSkills pins every skill to a verified commit hash. This protects you from malicious updates — what you install today is exactly what was reviewed and verified.

Security Audits

Gen Agent Trust HubPass
SocketPass
SnykPass

Details

Version
vlatest
License
Author
alsk1992
Installs
5

🌐 Community

Passed automated security scans.