MCP Toolbox for Databases's 11436-line llms.txt shows what thorough AI preparation looks like

MCP Toolbox for Databases is an open source MCP server for databases. It enables you to develop tools easier, faster, and more securely by handling the complexities such as connection pooling, authentication, and more.


# Getting Started
How to get started with Toolbox.


# Introduction
An introduction to MCP Toolbox for Databases.


MCP Toolbox for Databases is an open source MCP server for databases. It enables
you to develop tools easier, faster, and more securely by handling the complexities
such as connection pooling, authentication, and more.

{{< notice note >}}
This solution was originally named “Gen AI Toolbox for
Databases” as its initial development predated MCP, but was renamed to align
with recently added MCP compatibility.
{{< /notice >}}

## Why Toolbox?

Toolbox helps you build Gen AI tools that let your agents access data in your
database. Toolbox provides:

- **Simplified development**: Integrate tools to your agent in less than 10
  lines of code, reuse tools between multiple agents or frameworks, and deploy
  new versions of tools more easily.
- **Better performance**: Best practices such as connection pooling,
  authentication, and more.
- **Enhanced security**: Integrated auth for more secure access to your data
- **End-to-end observability**: Out of the box metrics and tracing with built-in
  support for OpenTelemetry.

**⚡ Supercharge Your Workflow with an AI Database Assistant ⚡**

Stop context-switching and let your AI assistant become a true co-developer. By
[connecting your IDE to your databases with MCP Toolbox][connect-ide], you can
delegate complex and time-consuming database tasks, allowing you to build faster
and focus on what matters. This isn't just about code completion; it's about
giving your AI the context it needs to handle the entire development lifecycle.

Here’s how it will save you time:

- **Query in Plain English**: Interact with your data using natural language
  right from your IDE. Ask complex questions like, *"How many orders were
  delivered in 2024, and what items were in them?"* without writing any SQL.
- **Automate Database Management**: Simply describe your data needs, and let the
  AI assistant manage your database for you. It can handle generating queries,
  creating tables, adding indexes, and more.
- **Generate Context-Aware Code**: Empower your AI assistant to generate
  application code and tests with a deep understanding of your real-time
  database schema.  This accelerates the development cycle by ensuring the
  generated code is directly usable.
- **Slash Development Overhead**: Radically reduce the time spent on manual
  setup and boilerplate. MCP Toolbox helps streamline lengthy database
  configurations, repetitive code, and error-prone schema migrations.

Learn [how to connect your AI tools (IDEs) to Toolbox using MCP][connect-ide].

[connect-ide]: ../../how-to/connect-ide/

## General Architecture

Toolbox sits between your application's orchestration framework and your
database, providing a control plane that is used to modify, distribute, or
invoke tools. It simplifies the management of your tools by providing you with a
centralized location to store and update tools, allowing you to share tools
between agents and applications and update those tools without necessarily
redeploying your application.

![architecture](./architecture.png)

## Getting Started

### Installing the server

For the latest version, check the [releases page][releases] and use the
following instructions for your OS and CPU architecture.

[releases]: https://github.com/googleapis/genai-toolbox/releases

<!-- {x-release-please-start-version} -->
{{< tabpane text=true >}}
{{% tab header="Binary" lang="en" %}}
{{< tabpane text=true >}}
{{% tab header="Linux (AMD64)" lang="en" %}}
To install Toolbox as a binary on Linux (AMD64):
```sh
# see releases page for other versions
export VERSION=0.16.0
curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
chmod +x toolbox
```
{{% /tab %}}
{{% tab header="macOS (Apple Silicon)" lang="en" %}}
To install Toolbox as a binary on macOS (Apple Silicon):
```sh
# see releases page for other versions