MCP RAG with ChromaDB

Example Use Cases

• 1

  Ingest and semantically search documents in multiple formats.

• 2

  That require integration with Claude Desktop for enhanced retrieval-augmented generation.

• 3

  Flexible embedding options with local or cloud providers.

Description

This MCP server enables ingestion, embedding, and semantic search of documents in multiple formats including PDF, Word, PowerPoint, Excel, HTML, Markdown, and more. It supports dual embedding providers (OpenAI and Ollama) and stores vector embeddings persistently in ChromaDB. The server offers concurrent processing, batch database writes, and seamless integration with Claude Desktop for enhanced retrieval-augmented generation workflows.