diff --git a/README.md b/README.md
index 3488470..025acda 100644
--- a/README.md
+++ b/README.md
@@ -20,3 +20,4 @@ It's crucial to the success of a RAG application.
 
 1. [RAG on Semi-structured data](./01_semi_structured_data.ipynb)
 2. [Multi-Modal RAG](./02_multi_modal.ipynb)
+3. [Multi-Document RAG with LlamaIndex](./03_llama-index_multi_doc_agent.ipynb)