diff --git a/docs/develop/python/integrations/strands-agents.mdx b/docs/develop/python/integrations/strands-agents.mdx
index f4734daced..545875356b 100644
--- a/docs/develop/python/integrations/strands-agents.mdx
+++ b/docs/develop/python/integrations/strands-agents.mdx
@@ -73,9 +73,7 @@ Create a Workflow that holds a `TemporalAgent` and invokes it with a prompt. The
 maximum time each model call Activity can run:
 
 <!--SNIPSTART python-strands-hello-world-workflow-->
-
 [strands_plugin/hello_world/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/hello_world/workflow.py)
-
 ```py
 from datetime import timedelta
 
@@ -92,8 +90,9 @@ class HelloWorldWorkflow:
     async def run(self, prompt: str) -> str:
         result = await self.agent.invoke_async(prompt)
         return str(result)
-```
 
+
+```
 <!--SNIPEND-->
 
 :::caution
@@ -109,9 +108,7 @@ Create a Worker that registers the Workflow and the `StrandsPlugin`. The plugin
 that handle model calls:
 
 <!--SNIPSTART python-strands-hello-world-worker-->
-
 [strands_plugin/hello_world/run_worker.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/hello_world/run_worker.py)
-
 ```py
 import asyncio
 import os
@@ -142,7 +139,6 @@ async def main() -> None:
 if __name__ == "__main__":
     asyncio.run(main())
 ```
-
 <!--SNIPEND-->
 
 **3. Run the Workflow**
@@ -151,9 +147,7 @@ Start the Workflow from a separate client script. This example sends the prompt
 and prints the agent's response:
 
 <!--SNIPSTART python-strands-hello-world-run-workflow-->
-
 [strands_plugin/hello_world/run_workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/hello_world/run_workflow.py)
-
 ```py
 import asyncio
 import os
@@ -179,7 +173,6 @@ async def main() -> None:
 if __name__ == "__main__":
     asyncio.run(main())
 ```
-
 <!--SNIPEND-->
 
 ## Build the agent
@@ -233,9 +226,7 @@ on the Worker, and pass them to the agent using `activity_as_tool`.
 Define an Activity for the tool:
 
 <!--SNIPSTART python-strands-tools-activity-->
-
 [strands_plugin/tools/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/tools/workflow.py)
-
 ```py
 @activity.defn
 async def fetch_weather(city: str) -> dict:
@@ -245,16 +236,15 @@ async def fetch_weather(city: str) -> dict:
         "temperature_f": 72,
         "conditions": "sunny",
     }
-```
 
+
+```
 <!--SNIPEND-->
 
 Pass the Activity to the agent in the Workflow using `activity_as_tool`:
 
 <!--SNIPSTART python-strands-tools-workflow-->
-
 [strands_plugin/tools/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/tools/workflow.py)
-
 ```py
 @workflow.defn
 class ToolsWorkflow:
@@ -278,16 +268,15 @@ class ToolsWorkflow:
     async def run(self, prompt: str) -> str:
         result = await self.agent.invoke_async(prompt)
         return str(result)
-```
 
+
+```
 <!--SNIPEND-->
 
 Register the Activity functions on the Worker:
 
 <!--SNIPSTART python-strands-tools-worker-->
-
 [strands_plugin/tools/run_worker.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/tools/run_worker.py)
-
 ```py
 import asyncio
 import os
@@ -323,7 +312,6 @@ async def main() -> None:
 if __name__ == "__main__":
     asyncio.run(main())
 ```
-
 <!--SNIPEND-->
 
 If you are using built-in `strands_tools`, wrap them in a thin async function decorated with `@activity.defn` so they
@@ -343,22 +331,19 @@ Temporal Activity. The following example shows both patterns in one `HookProvide
 Workflow context (deterministic), while `persist_tool_call` runs as an Activity (I/O-safe):
 
 <!--SNIPSTART python-strands-hooks-activity-->
-
 [strands_plugin/hooks/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/hooks/workflow.py)
-
 ```py
 @activity.defn
 async def persist_tool_call(tool_name: str) -> None:
     # In production, write to a database / S3 / your audit pipeline.
     activity.logger.info(f"audit: tool {tool_name} completed")
-```
 
+
+```
 <!--SNIPEND-->
 
 <!--SNIPSTART python-strands-hooks-provider-->
-
 [strands_plugin/hooks/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/hooks/workflow.py)
-
 ```py
 class AuditHook(HookProvider):
     def __init__(self) -> None:
@@ -377,8 +362,9 @@ class AuditHook(HookProvider):
 
     def _record(self, event: AfterToolCallEvent) -> None:
         self.fired.append(event.tool_use["name"])
-```
 
+
+```
 <!--SNIPEND-->
 
 :::caution
@@ -405,9 +391,7 @@ plugin registers a per-server Activity and connects at Worker startup to enumera
 Define the Workflow with a `TemporalMCPClient`:
 
 <!--SNIPSTART python-strands-mcp-workflow-->
-
 [strands_plugin/mcp/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/mcp/workflow.py)
-
 ```py
 from datetime import timedelta
 
@@ -431,16 +415,15 @@ class MCPWorkflow:
     async def run(self, prompt: str) -> str:
         result = await self.agent.invoke_async(prompt)
         return str(result)
-```
 
+
+```
 <!--SNIPEND-->
 
 Register the MCP client factory on the Worker:
 
 <!--SNIPSTART python-strands-mcp-worker {"selectedLines": ["6-10", "17-25", "28-41"]}-->
-
 [strands_plugin/mcp/run_worker.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/mcp/run_worker.py)
-
 ```py
 # ...
 from mcp import StdioServerParameters, stdio_client
@@ -474,7 +457,6 @@ async def main() -> None:
     print("Worker started. Ctrl+C to exit.")
     await worker.run()
 ```
-
 <!--SNIPEND-->
 
 Each factory returns a fully configured `MCPClient`, so you can pass options like `tool_filters`, `prefix`,
@@ -509,9 +491,7 @@ A hook on an interruptible event such as `BeforeToolCallEvent` can pause the age
 Define the approval hook:
 
 <!--SNIPSTART python-strands-human-in-the-loop-hook-->
-
 [strands_plugin/human_in_the_loop/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/human_in_the_loop/workflow.py)
-
 ```py
 class ApprovalHook(HookProvider):
     def register_hooks(self, registry: HookRegistry, **kwargs: object) -> None:
@@ -526,16 +506,15 @@ class ApprovalHook(HookProvider):
         )
         if approval != "approve":
             event.cancel_tool = "denied"
-```
 
+
+```
 <!--SNIPEND-->
 
 The Workflow waits for a Signal carrying the approval response, then resumes the agent:
 
 <!--SNIPSTART python-strands-human-in-the-loop-workflow-->
-
 [strands_plugin/human_in_the_loop/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/human_in_the_loop/workflow.py)
-
 ```py
 @workflow.defn
 class HumanInTheLoopWorkflow:
@@ -572,8 +551,9 @@ class HumanInTheLoopWorkflow:
             ]
             result = await self.agent.invoke_async(responses)
         return str(result)
-```
 
+
+```
 <!--SNIPEND-->
 
 #### Interrupt from a tool
@@ -599,9 +579,7 @@ The same approach works from an `activity_as_tool`-wrapped Activity. The plugin'
 Define the Activity that raises the interrupt:
 
 <!--SNIPSTART python-strands-activity-interrupt-activity-->
-
 [strands_plugin/activity_interrupt/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/activity_interrupt/workflow.py)
-
 ```py
 @activity.defn
 async def delete_thing(name: str) -> str:
@@ -615,8 +593,9 @@ async def delete_thing(name: str) -> str:
             )
         )
     return f"deleted {name}"
-```
 
+
+```
 <!--SNIPEND-->
 
 :::caution
@@ -629,9 +608,7 @@ Attach `StrandsPlugin` to the **client** (not just the Worker) for Activity-tool
 Workers built from that client pick up the plugin automatically:
 
 <!--SNIPSTART python-strands-activity-interrupt-worker-->
-
 [strands_plugin/activity_interrupt/run_worker.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/activity_interrupt/run_worker.py)
-
 ```py
 import asyncio
 import os
@@ -667,7 +644,6 @@ async def main() -> None:
 if __name__ == "__main__":
     asyncio.run(main())
 ```
-
 <!--SNIPEND-->
 
 ### Return structured data from an agent
@@ -677,9 +653,7 @@ The plugin defaults to the [`pydantic_data_converter`](/develop/python/data-hand
 serialize cleanly across the Activity and Workflow boundary:
 
 <!--SNIPSTART python-strands-structured-output-workflow-->
-
 [strands_plugin/structured_output/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/structured_output/workflow.py)
-
 ```py
 from datetime import timedelta
 
@@ -707,8 +681,9 @@ class StructuredOutputWorkflow:
         result = await self.agent.invoke_async(prompt)
         assert isinstance(result.structured_output, PersonInfo)
         return result.structured_output
-```
 
+
+```
 <!--SNIPEND-->
 
 ### Stream agent output to clients
@@ -723,9 +698,7 @@ published from inside the model Activity. Subscribers read events through `Workf
 Define the Workflow with a `WorkflowStream` and a streaming topic:
 
 <!--SNIPSTART python-strands-streaming-workflow-->
-
 [strands_plugin/streaming/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/streaming/workflow.py)
-
 ```py
 from datetime import timedelta
 
@@ -747,16 +720,15 @@ class StreamingWorkflow:
     async def run(self, prompt: str) -> str:
         result = await self.agent.invoke_async(prompt)
         return str(result)
-```
 
+
+```
 <!--SNIPEND-->
 
 Subscribe to the stream from a client:
 
 <!--SNIPSTART python-strands-streaming-client-->
-
 [strands_plugin/streaming/run_workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/streaming/run_workflow.py)
-
 ```py
 import asyncio
 import os
@@ -806,7 +778,6 @@ async def main() -> None:
 if __name__ == "__main__":
     asyncio.run(main())
 ```
-
 <!--SNIPEND-->
 
 ## Run in production
@@ -845,9 +816,7 @@ the chat ends or Temporal suggests continue-as-new. When it does, the Workflow d
 fresh execution with the agent's accumulated messages:
 
 <!--SNIPSTART python-strands-continue-as-new-workflow-->
-
 [strands_plugin/continue_as_new/workflow.py](https://github.com/temporalio/samples-python/blob/main/strands_plugin/continue_as_new/workflow.py)
-
 ```py
 import asyncio
 from dataclasses import dataclass, field
@@ -901,8 +870,9 @@ class ChatWorkflow:
 
         if not self._done:
             workflow.continue_as_new(ChatInput(messages=self._agent.messages))
-```
 
+
+```
 <!--SNIPEND-->
 
 ### Add tracing with OpenTelemetry