[pull] main from googleapis:main

CONTRIBUTING.md

@@ -48,6 +48,17 @@ squashed when merged.
 author for more than 10 days, maintainers may mark that PR as Draft. PRs that
 are inactive for more than 30 days may be closed.
 
+### Automated Code Reviews
+
+This repository uses **Gemini Code Assist** to provide automated code reviews on Pull Requests. While this does not replace human review, it provides immediate feedback on code quality and potential issues.
+
+You can manually trigger the bot by commenting on your Pull Request:
+
+*   `/gemini`: Manually invokes Gemini Code Assist in comments
+*   `/gemini review`: Posts a code review of the changes in the pull request
+*   `/gemini summary`: Posts a summary of the changes in the pull request.
+*   `/gemini help`: Overview of the available commands
+
 ## Adding a New Database Source or Tool
 
 Please create an
@@ -233,4 +244,4 @@ resources.
 * **PR Description:** PR description should **always** be included. It should
   include a concise description of the changes, it's impact, along with a
   summary of the solution. If the PR is related to a specific issue, the issue
-  number should be mentioned in the PR description (e.g. `Fixes #1`).
+  number should be mentioned in the PR description (e.g. `Fixes #1`).

docs/en/how-to/deploy_toolbox.md

@@ -162,18 +162,23 @@ You can connect to Toolbox Cloud Run instances directly through the SDK.
 
     {{< tabpane persist=header >}}
 {{< tab header="Python" lang="python" >}}
+import asyncio
 from toolbox_core import ToolboxClient, auth_methods
 
 # Replace with the Cloud Run service URL generated in the previous step
-
 URL = "https://cloud-run-url.app"
 
 auth_token_provider = auth_methods.aget_google_id_token(URL) # can also use sync method
 
-async with ToolboxClient(
-    URL,
-    client_headers={"Authorization": auth_token_provider},
-) as toolbox:
+async def main():
+  async with ToolboxClient(
+      URL,
+      client_headers={"Authorization": auth_token_provider},
+  ) as toolbox:
+    toolset = await toolbox.load_toolset()
+    # ...
+
+asyncio.run(main())
 {{< /tab >}}
 {{< tab header="Javascript" lang="javascript" >}}
 import { ToolboxClient } from '@toolbox-sdk/core';