diff --git a/libs/langchain/langchain/_api/deprecation.py b/libs/langchain/langchain/_api/deprecation.py
index ecd5a71b896..6d5f2cf6895 100644
--- a/libs/langchain/langchain/_api/deprecation.py
+++ b/libs/langchain/langchain/_api/deprecation.py
@@ -11,11 +11,13 @@ AGENT_DEPRECATION_WARNING = (
     "LangChain agents will continue to be supported, but it is recommended for new "
     "use cases to be built with LangGraph. LangGraph offers a more flexible and "
     "full-featured framework for building agents, including support for "
-    "tool-calling, persistence of state, and human-in-the-loop workflows. See "
-    "LangGraph documentation for more details: "
-    "https://langchain-ai.github.io/langgraph/. Refer here for its pre-built "
-    "ReAct agent: "
-    "https://langchain-ai.github.io/langgraph/how-tos/create-react-agent/"
+    "tool-calling, persistence of state, and human-in-the-loop workflows. For "
+    "details, refer to the "
+    "`LangGraph documentation <https://langchain-ai.github.io/langgraph/>`_"
+    " as well as guides for "
+    "`Migrating from AgentExecutor <https://python.langchain.com/docs/how_to/migrate_agent/>`_"  # noqa: E501
+    " and LangGraph's "
+    "`Pre-built ReAct agent <https://langchain-ai.github.io/langgraph/how-tos/create-react-agent/>`_."  # noqa: E501
 )