diff --git a/docs/en/samples/pre_post_processing/go.md b/docs/en/samples/pre_post_processing/go.md
index 2675b4545d8..2e26a588bf6 100644
--- a/docs/en/samples/pre_post_processing/go.md
+++ b/docs/en/samples/pre_post_processing/go.md
@@ -8,7 +8,7 @@ description: >
 
 ## Prerequisites
 
-This tutorial assumes that you have set up Toolbox with a basic agent as described in the [local quickstart](../../getting-started/local_quickstart_go.md).
+This tutorial assumes that you have set up MCP Toolbox with a basic agent as described in the [local quickstart](../../getting-started/local_quickstart_go.md).
 
 This guide demonstrates how to implement these patterns in your Toolbox applications.
 
@@ -29,7 +29,11 @@ For more information, see the [ADK Callbacks documentation](https://google.githu
 
 ## Results
 
-The output should look similar to the following. Note that exact responses may vary due to the non-deterministic nature of LLMs and differences between orchestration frameworks.
+The output should look similar to the following.
+
+{{< notice note >}}
+The exact responses may vary due to the non-deterministic nature of LLMs and differences between orchestration frameworks.
+{{< /notice >}}
 
 ```
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diff --git a/docs/en/samples/pre_post_processing/python.md b/docs/en/samples/pre_post_processing/python.md
index 1c4311f4870..fac5f8a1bec 100644
--- a/docs/en/samples/pre_post_processing/python.md
+++ b/docs/en/samples/pre_post_processing/python.md
@@ -8,7 +8,7 @@ description: >
 
 ## Prerequisites
 
-This tutorial assumes that you have set up Toolbox with a basic agent as described in the [local quickstart](../../getting-started/local_quickstart.md).
+This tutorial assumes that you have set up MCP Toolbox with a basic agent as described in the [local quickstart](../../getting-started/local_quickstart.md).
 
 This guide demonstrates how to implement these patterns in your Toolbox applications.
 
@@ -31,7 +31,11 @@ You can also add model-level (`wrap_model`) and agent-level (`before_agent`, `af
 
 ## Results
 
-The output should look similar to the following. Note that exact responses may vary due to the non-deterministic nature of LLMs and differences between orchestration frameworks.
+The output should look similar to the following.
+
+{{< notice note >}}
+The exact responses may vary due to the non-deterministic nature of LLMs and differences between orchestration frameworks.
+{{< /notice >}}
 
 ```
 AI: Booking Confirmed! You earned 500 Loyalty Points with this stay.