Hitesh-Saha/langchain-agent
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The RAG MCP server is a lightweight server that provides tools for embedding, searching, listing, and managing documents, facilitating seamless integration with agents for efficient retrieval-augmented generation (RAG) tasks.
Tools
Functions exposed to the LLM to take actions
embed_document
Adds a file and creates embedding chunks
search_documents
Retrieves similar chunks and scores based on a query
ask_question
Runs an end-to-end RAG Q/A and provides an answer with sources
list_documents
Lists all files in the database
delete_document
Removes a file's chunks from the database
Prompts
Interactive templates invoked by user choice
No prompts
Resources
Contextual data attached and managed by the client