tungetti/rag-mcp-server

3.3

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RAG MCP Server is a Model Context Protocol server designed for Retrieval-Augmented Generation operations, enabling semantic search and document retrieval from vector-based knowledge bases.

Tools

Functions exposed to the LLM to take actions

initialize_knowledge_base

Initialize a knowledge base from a directory of documents.

semantic_search

Perform semantic search on the knowledge base.

refresh_knowledge_base

Update the knowledge base with new or changed documents.

get_knowledge_base_stats

Get detailed statistics about the knowledge base.

list_documents

List all documents in the knowledge base with metadata.

Prompts

Interactive templates invoked by user choice

No prompts

Resources

Contextual data attached and managed by the client

No resources

Author

tungetti

Claim Ownership

Verify you have write access to the repository

Repository

https://github.com/tungetti/rag-mcp-server

GitHub Stars

License

MIT License

Last publish date

2025-06-22

Last update date

2025-09-10

Server configs

in claude desktop

{
  "mcpServers": {
    "rag": {
      "command": "uvx",
      "args": ["rag-mcp-server"]
    }
  }
}

in claude code

bash
claude mcp add rag


bash
claude mcp add-json rag '{"command":"uvx","args":["rag-mcp-server","--knowledge-base","/path/to/your/docs","--embedding-model","all-MiniLM-L6-v2","--chunk-size","1000","--chunk-overlap","200"]}'

in cursor

{
  "mcpServers": {
    "rag": {
      "command": "uvx",
      "args": ["rag-mcp-server"]
    }
  }
}

in cline

{
  "mcpServers": {
    "rag": {
      "command": "uvx",
      "args": ["rag-mcp-server"]
    }
  }
}

in windsurf

{
  "mcpServers": {
    "rag": {
      "command": "uvx",
      "args": ["rag-mcp-server"]
    }
  }
}