Module3 Rag Embedding
This skill generates dense vector embeddings from text modules for semantic similarity searches and enhanced retrieval within RAG systems.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add module3-rag-embedding npx -- -y @trustedskills/module3-rag-embedding
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"module3-rag-embedding": {
"command": "npx",
"args": [
"-y",
"@trustedskills/module3-rag-embedding"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill enables Retrieval Augmented Generation (RAG) using embeddings. It allows an AI agent to retrieve relevant information from a knowledge base and incorporate that information into its responses, improving accuracy and context awareness. The skill facilitates semantic search by converting text into vector representations (embeddings).
When to use it
- Answering questions about internal documentation: Provide the agent with access to company documents and have it answer employee queries.
- Summarizing research papers: Feed the agent a collection of scientific articles and request concise summaries.
- Building chatbots for specific domains: Integrate domain-specific knowledge bases to create more informed and helpful chatbot interactions.
- Generating content based on provided data: Allow the agent to write blog posts or reports using information from a given dataset.
Key capabilities
- Embedding generation
- Semantic search
- Retrieval Augmented Generation (RAG)
Example prompts
- "Answer this question: [question], using these documents: [list of documents]"
- "Summarize the key findings in these research papers: [paper URLs/titles]"
- “Generate a blog post about [topic] based on information from [data source]."
Tips & gotchas
The quality of results depends heavily on the quality and relevance of the knowledge base used for retrieval. Ensure your data is well-structured and accurately represents the desired information.
Tags
TrustedSkills Verification
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.