diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 40e96164..0e2cfa4c 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -432,7 +432,7 @@ nav:
       - Yahoo Finance: "swarms/examples/yahoo_finance.md"
 
     - RAG:
-      - RAG with Qdrant: "swarms/rag/qdrant_rag.md"
+      - RAG with Qdrant: "swarms/RAG/qdrant_rag.md"
 
     - Apps:
       - Smart Database: "examples/smart_database.md"