diff --git a/recipes/use_cases/agents/langchain/README.md b/recipes/use_cases/agents/langchain/README.md
index 1f931ce664bb412427a74ad90e69ed81d3b7a9f5..2cdccfef137afb735cc5a8aeb6ba2b0a32de63b5 100644
--- a/recipes/use_cases/agents/langchain/README.md
+++ b/recipes/use_cases/agents/langchain/README.md
@@ -59,6 +59,7 @@ We implement each approach as a control flow in LangGraph:
 
 We will build from CRAG (blue, below) to Self-RAG (green) and finally to Adaptive RAG (red):
 
+![langgraph_rag_agent_](https://github.com/rlancemartin/llama-recipes/assets/122662504/ec4aa1cd-3c7e-4cd1-a1e7-7deddc4033a8)
 
 ---