Samples

Now that you understand the core concepts and have your server configured, it is time to put those tools to work in real-world scenarios.

Explore the step-by-step guides below to learn how to integrate your databases with different orchestration frameworks and build capable AI agents:

Deploy ADK Agent and MCP Toolbox

How to deploy your ADK Agent to Vertex AI Agent Engine and connect it to an MCP Toolbox deployed on Cloud Run.
Python ADK Agent

Gemini-CLI and OAuth

How to connect to Looker from Gemini-CLI with end-user credentials
Gemini CLI Looker OAuth

Getting started with alloydb-ai-nl tool

An end to end tutorial for building an ADK agent using the AlloyDB AI NL tool.
AlloyDB ADK Python

Go Quickstart (Local)

How to get started running MCP Toolbox locally with Go, PostgreSQL, and orchestration frameworks such as LangChain Go, GenkitGo, Go GenAI and OpenAI Go.
Go Quickstart Local ADK LangChain OpenAI Genkit Google GenAI

Go: Pre & Post Processing

How to add pre- and post- processing to your Agents using Go.
Pre & Post Processing Go ADK

Javascript: Pre & Post Processing

How to add pre- and post- processing to your Agents using JS.
Pre & Post Processing JavaScript ADK LangChain

JS Quickstart (Local)

How to get started running MCP Toolbox locally with JavaScript, PostgreSQL, and orchestration frameworks such as LangChain, GenkitJS, LlamaIndex and GoogleGenAI.
JavaScript Quickstart Local ADK LangChain LlamaIndex Genkit Google GenAI

Prompts using Gemini CLI

How to get started using Toolbox prompts locally with PostgreSQL and Gemini CLI.
Prompts Gemini CLI

Python Quickstart (Local)

How to get started running MCP Toolbox locally with Python, PostgreSQL, and Agent Development Kit, LangGraph, LlamaIndex or GoogleGenAI.
Python Quickstart Local ADK LangChain LlamaIndex Google GenAI

Python: Pre & Post Processing

How to add pre- and post- processing to your Agents using Python.
Pre & Post Processing Python ADK LangChain

Quickstart (Local with BigQuery)

How to get started running Toolbox locally with Python, BigQuery, and LangGraph, LlamaIndex, or ADK.
BigQuery Local ADK LangChain LlamaIndex Python

Quickstart (MCP with AlloyDB)

How to get started running Toolbox with MCP Inspector and AlloyDB as the source.
AlloyDB MCP Inspector

Quickstart (MCP with BigQuery)

How to get started running Toolbox with MCP Inspector and BigQuery as the source.
BigQuery MCP Inspector

Quickstart (MCP with Looker and Gemini-CLI)

How to get started running Toolbox with Gemini-CLI and Looker as the source.
Gemini CLI Looker

Quickstart (MCP with Looker)

How to get started running Toolbox with MCP Inspector and Looker as the source.
Looker MCP Inspector

Quickstart (MCP with Neo4j)

How to get started running Toolbox with MCP Inspector and Neo4j as the source.
Neo4j MCP Inspector

Quickstart (MCP)

How to get started running Toolbox locally with MCP Inspector.
MCP Inspector Quickstart

Snowflake

How to get started running Toolbox with MCP Inspector and Snowflake as the source.
Snowflake MCP Inspector