From 5b107c53f33abc5989e52ec409f97f1a31b9a69b Mon Sep 17 00:00:00 2001
From: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
Date: Wed, 18 Feb 2026 14:00:17 +0530
Subject: [PATCH] docs: make processing docs consistent across languages
 (#2497)
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## Description

> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [ ] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>
---
 docs/en/samples/pre_post_processing/go.md     | 8 ++++++--
 docs/en/samples/pre_post_processing/python.md | 8 ++++++--
 2 files changed, 12 insertions(+), 4 deletions(-)

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.