Multi-Document RAG vs RAG Anything

Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient retrieval-augmented generation across multiple file formats including PDF, DOCX, PPTX, Excel, CSV, and images.

Provides RAG capabilities for processing and querying document directories using LightRAG with multimodal content extraction across PDF, DOCX, PPTX, TXT, and MD formats, supporting batch processing, persistent instances, and multiple query modes for research workflows and knowledge base construction

MCP Servers

MCP Servers

9

—

—

—

—

—

—

—

—

61

5