diff --git a/python/docs/src/user-guide/agentchat-user-guide/tutorial/agents.ipynb b/python/docs/src/user-guide/agentchat-user-guide/tutorial/agents.ipynb
index efd530e1b80a..71c081d217fb 100644
--- a/python/docs/src/user-guide/agentchat-user-guide/tutorial/agents.ipynb
+++ b/python/docs/src/user-guide/agentchat-user-guide/tutorial/agents.ipynb
@@ -299,7 +299,7 @@
     "- {py:mod}`~autogen_ext.tools.graphrag`: Tools for using GraphRAG index.\n",
     "- {py:mod}`~autogen_ext.tools.http`: Tools for making HTTP requests.\n",
     "- {py:mod}`~autogen_ext.tools.langchain`: Adaptor for using LangChain tools.\n",
-    "- {py:mod}`~autogen_ext.tools.mcp`: Tools and workbench for using Model Chat Protocol (MCP) servers."
+    "- {py:mod}`~autogen_ext.tools.mcp`: Tools and workbench for using Model Context Protocol (MCP) servers."
    ]
   },
   {