Python PDF Parsing Libraries for Better RAG Implementations: A Complete Guide TL;DR: The success of your RAG system heavily depends on the quality of PDF parsing. This comprehensive guide explores the best Python libraries for extracting text, tables, and images from PDFs, comparing traditional rule-based parsers with modern pipeline-based solutions designed specifically for LLM applications.