Anubhav Dhawan 923479034f docs: Improve and simplify ADK Python Quickstart (#1962) ...

## Description
This PR updates the ADK portion of the Python local quickstart to align
with the latest ADK getting started guide. The previous instructions
involved a complex, boilerplate-heavy script that was not the
recommended approach and made it difficult to focus on the Toolbox
integration.

### Improvements

* The guide now uses the `adk` CLI (e.g., `adk create`, `adk web`),
which is the standard and more intuitive way to work with ADK projects.
* The agent script is now much simpler and more focused, removing a
significant amount of ADK-specific boilerplate. This makes it easier for
users to see how Toolbox is integrated.
* The steps are clearer, and we've added links to more in-depth ADK
documentation for running agents locally and deploying them to the
cloud.

### Before
<img width="1820" height="1852" alt="image"
src="https://github.com/user-attachments/assets/cecb8a4d-cccb-4488-8fca-df5f86c153e9"
/>

### After
<img width="1800" height="1830" alt="image"
src="https://github.com/user-attachments/assets/9200fb51-548e-4188-b42f-1850a47d7349"
/>

### Before
<img width="1778" height="278" alt="image"
src="https://github.com/user-attachments/assets/beb32070-5ef4-4bfb-b8ce-04268da4aa90"
/>

### After
<img width="1822" height="852" alt="image"
src="https://github.com/user-attachments/assets/5e725058-7bae-4e44-9d69-25c46d88005a"
/>

These changes provide a much smoother and more straightforward
onboarding experience for developers using ADK with Toolbox.

🛠️ Addresses https://github.com/googleapis/genai-toolbox/issues/1705
Fixes https://github.com/googleapis/mcp-toolbox-sdk-python/issues/370

2025-11-26 18:41:36 +05:30

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