Lee-W commented on code in PR #74695:
URL: https://github.com/apache/airflow/pull/74695#discussion_r4273157144


##########
providers/common/ai/docs/changelog.rst:
##########
@@ -44,6 +44,14 @@ Changelog
   OpenSandbox server configuration, or pass 
``SandboxSpec(block_network=False)`` for a sandbox
   that may reach the network. See :ref:`the OpenSandbox backend 
<sandbox-backend-opensandbox>`.
 
+.. note::
+  ``HookToolset`` no longer accepts the deprecated ``tool_name_prefix`` 
parameter. Pass
+  ``tool_prefix`` instead: ``tool_name_prefix="s3_"`` becomes 
``tool_prefix="s3"``, since
+  ``HookToolset`` adds the underscore itself. ``MCPToolset``'s ``tool_prefix`` 
now defaults to
+  ``""``, like every other toolset's and like ``MCPHook``'s.

Review Comment:
   Reworded as suggested. Thanks!



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