rag-mcp-server

purlieu-studios/rag-mcp-server

3.2

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The RAG MCP Server is a local Retrieval-Augmented Generation server that integrates with OLLAMA for embeddings and provides semantic search capabilities through the Model Context Protocol (MCP).

Tools

Functions exposed to the LLM to take actions

rag_index_document

Index a document for semantic search.

rag_search

Search for relevant documents using semantic similarity.

rag_get_document

Retrieve a specific document by ID.

rag_remove_document

Remove a document from the index.

rag_list_documents

List all indexed documents with their metadata.

rag_get_stats

Get statistics about the RAG index.

rag_clear_index

Clear all documents from the index.

Prompts

Interactive templates invoked by user choice

No prompts

Resources

Contextual data attached and managed by the client

No resources