Grounded Document Agent: cited PDF Q&A with LlamaParse, LlamaIndex and local Ollama

Roger_M_Taylor · x · 2026-09-22

An open-source Grounded Document Agent (3.7k GitHub stars) answers questions on long PDFs with numbered citations traceable to exact pages. The author argues many failures happen at parsing — flattened tables, lost chart structure, broken reading order — before retrieval even matters. Stack: LlamaParse for layout-aware Markdown with page metadata, LlamaIndex for indexing/retrieval, Ollama running local qwen3:4b-instruct.

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