chore: py quickstart demo test

Co-authored-by: Averi Kitsch <akitsch@google.com>

README.md

@@ -160,6 +160,17 @@ go install github.com/googleapis/genai-toolbox@v0.15.0
 
 </details>
 
+<details>
+<summary>Gemini CLI Extensions</summary>
+
+To install Gemini CLI Extensions for MCP Toolbox, run the following command:
+
+```sh
+gemini extensions install https://github.com/gemini-cli-extensions/mcp-toolbox
+```
+
+</details>
+
 ### Running the server
 
 [Configure](#configuration) a `tools.yaml` to define your tools, and then
@@ -233,6 +244,16 @@ toolbox --tools-file "tools.yaml"
 
 </details>
 
+<details>
+
+<summary>Gemini CLI</summary>
+
+Interact with your custom tools using natural language. Check
+[gemini-cli-extensions/mcp-toolbox](https://github.com/gemini-cli-extensions/mcp-toolbox)
+for more information.
+
+</details>
+
 You can use `toolbox help` for a full list of flags! To stop the server, send a
 terminate signal (`ctrl+c` on most platforms).
 

docs/en/getting-started/quickstart/python/adk/quickstart.py

@@ -14,7 +14,7 @@ api_key = os.environ.get("GOOGLE_API_KEY") or "your-api-key" # Set your API key
 os.environ["GOOGLE_API_KEY"] = api_key
 
 async def main():
-  with ToolboxSyncClient("http://127.0.0.1:5000") as toolbox_client:
+  with ToolboxSyncClient("http://localhost:5000") as toolbox_client:
 
       prompt = """
         You're a helpful hotel assistant. You handle hotel searching, booking and

docs/en/how-to/connect_via_geminicli.md

@@ -0,0 +1,38 @@
+---
+title: Connect via Gemini CLI Extensions
+type: docs
+weight: 2
+description: "Connect to Toolbox via Gemini CLI Extensions."
+---
+
+## Gemini CLI Extensions
+
+[Gemini CLI][gemini-cli] is an open-source AI agent designed to assist with development workflows by assisting with coding, debugging, data exploration, and content creation. Its mission is to provide an agentic interface for interacting with database and analytics services and popular open-source databases.
+
+### How extensions work
+Gemini CLI is highly extensible, allowing for the addition of new tools and capabilities through extensions. You can load the extensions from a GitHub URL, a local directory, or a configurable registry. They provide new tools, slash commands, and prompts to assist with your workflow.
+
+Use the Gemini CLI Extensions to load prebuilt or custom tools to interact with your databases. 
+
+[gemini-cli]: https://google-gemini.github.io/gemini-cli/
+
+Below are a list of Gemini CLI Extensions powered by MCP Toolbox:
+
+* [alloydb](https://github.com/gemini-cli-extensions/alloydb)
+* [alloydb-observability](https://github.com/gemini-cli-extensions/alloydb-observability)
+* [bigquery-conversational-analytics](https://github.com/gemini-cli-extensions/bigquery-conversational-analytics)
+* [bigquery-data-analytics](https://github.com/gemini-cli-extensions/bigquery-data-analytics)
+* [cloud-sql-mysql](https://github.com/gemini-cli-extensions/cloud-sql-mysql)
+* [cloud-sql-mysql-observability](https://github.com/gemini-cli-extensions/cloud-sql-mysql-observability)
+* [cloud-sql-postgresql](https://github.com/gemini-cli-extensions/cloud-sql-postgresql)
+* [cloud-sql-postgresql-observability](https://github.com/gemini-cli-extensions/cloud-sql-postgresql-observability)
+* [cloud-sql-sqlserver](https://github.com/gemini-cli-extensions/cloud-sql-sqlserver)
+* [cloud-sql-sqlserver-observability](https://github.com/gemini-cli-extensions/cloud-sql-sqlserver-observability)
+* [dataplex](https://github.com/gemini-cli-extensions/dataplex)
+* [firestore-native](https://github.com/gemini-cli-extensions/firestore-native)
+* [looker](https://github.com/gemini-cli-extensions/looker)
+* [mcp-toolbox](https://github.com/gemini-cli-extensions/mcp-toolbox)
+* [mysql](https://github.com/gemini-cli-extensions/mysql)
+* [postgres](https://github.com/gemini-cli-extensions/postgres)
+* [spanner](https://github.com/gemini-cli-extensions/spanner)
+* [sql-server](https://github.com/gemini-cli-extensions/sql-server)