LlamaParse

Advanced document parser for RAG — extract text, tables, and structure from PDFs with LLM accuracy

LlamaParse is LlamaIndex's document parsing service for RAG pipelines. Unlike basic PDF text extractors, LlamaParse uses LLMs to intelligently extract structured content — tables become proper tables (not garbled text), multi-column layouts are handled correctly, figures are described, and page structure is preserved. Dramatically improves RAG accuracy for complex documents like reports, contracts, and technical documentation.

Key specs

35,000 GitHub stars (LlamaIndex) source

as of 2026-03-27