knowledge-catalog

Agent Skills: Knowledge Catalog (formerly known as Dataplex)

> [!NOTE] > Currently in beta (pre-v1.0), and may see breaking changes until the first stable release (v1.0).

This repository provides a set of agent skills to interact with Knowledge Catalog (formerly known as Dataplex) instances. These skills can be used with various AI agents, including Antigravity, Claude Code and Codex, to discover, manage, monitor, and govern data and AI artifacts across your data platform using natural language prompts.

> [!IMPORTANT] > We Want Your Feedback! > Please share your thoughts with us by filling out our feedback [form][form]. > Your input is invaluable and helps us improve the project for everyone.

[form]: https://docs.google.com/forms/d/e/1FAIpQLSfEGmLR46iipyNTgwTmIDJqzkAwDPXxbocpXpUbHXydiN1RTw/viewform?usp=pp_url&entry.157487=dataplex

Table of Contents

• Why Use Knowledge Catalog Agent Skills?
• Prerequisites
• Getting Started
• Configuration
• Installation & Usage
• Antigravity
• Claude Code
• Codex
• Usage Examples
• Supported Skills
• Additional Agent Skills
• Troubleshooting

Why Use Knowledge Catalog Agent Skills?

• Natural Language Management: Stop wrestling with complex commands. Explore schemas and query data by describing what you want in plain English.
• Seamless Workflow: Integrates seamlessly into your AI agent's environment. No need to constantly switch contexts for common database tasks.
• Code Generation: Accelerate development by asking your agent to generate data classes and other code snippets based on your table schemas.

Prerequisites

Before you begin, ensure you have the following:

• One of these AI agents installed
• Antigravity
• Antigravity CLI version v1.6.0 or higher
• Antigravity 2.0 version v2.0.0 or higher.
• Claude Code version v2.1.94 or higher.
• Codex v0.117.0 or higher.
• A Google Cloud project with the Dataplex API enabled.
• Ensure Application Default Credentials are available in your environment.
• IAM Permissions:
• Dataplex Data Reader (roles/dataplex.dataReader): For reading data from the underlying assets (e.g., to run analytics queries).
• Service Usage Consumer (roles/serviceusage.serviceUsageConsumer)

Getting Started

Configuration

Please keep these env vars handy during the installation process:

• DATAPLEX_PROJECT: The GCP project ID.

Installation & Usage

To start interacting with your database, install the skills for your preferred AI agent, then launch the agent and use natural language to ask questions or perform tasks.

For the latest version, check the [releases page][releases].

[releases]: https://github.com/gemini-cli-extensions/knowledge-catalog/releases

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<details open> <summary id="antigravity">Antigravity</summary>

You can use either of these two agents for Antigravity:

• Antigravity CLI version v0.5.3 or higher
• Antigravity 2.0 version v0.5.3 or higher.

<blockquote> 💡 <strong>Tip — Migrating from Gemini CLI?</strong><br> If you previously installed this extension with <code>gemini extensions install</code>, you can convert it to an Antigravity plugin instead of reinstalling from scratch: <ul> <li><strong>On first launch of Antigravity CLI</strong>, accept the Migration Options prompt to automatically convert your installed Gemini CLI extensions to Antigravity plugins.</li> <li><strong>Or, from your terminal</strong>, run: <pre><code class="language-bash">agy plugin import gemini</code></pre> </li> </ul> See <a href="https://antigravity.google/docs/gcli-migration">Migrating from Gemini CLI</a> for details on plugins, context files (<code>GEMINI.md</code> / <code>AGENTS.md</code>), and MCP server config differences. </blockquote>

Antigravity 2.0 (IDE)

1. Clone the Repo:

git clone --branch 0.5.3 https://github.com/gemini-cli-extensions/knowledge-catalog.git

2. Install the skills:

Choose a location for the skills:

• Global (all workspaces): ~/.gemini/antigravity/skills/
• Workspace-specific: <workspace-root>/.agents/skills/

Copy the skill folders from the cloned repository's skills/ directory to your chosen location:

cp -R knowledge-catalog/skills/* ~/.gemini/antigravity/skills/

3. Set env vars: Set your environment vars as described in the configuration section.

_(Tip: Antigravity 2.0 automatically discovers skills in these directories at the start of a session. You can verify they are active by running the /skills command in your active session.)_

Antigravity CLI

You can install plugins directly from a remote GitHub repository.

1. Install the plugin:

agy plugin install https://github.com/gemini-cli-extensions/knowledge-catalog

2. Set env vars: Set your environment vars as described in the configuration section.

</details>

<details> <summary id="claude-code">Claude Code</summary>

1. Set env vars: In your terminal, set your environment vars as described in the configuration section.

2. Start the agent:

claude

3. Install the plugin:

/plugin install knowledge-catalog@claude-plugins-official

_(Tip: Run /plugin list inside Claude Code to verify the plugin is active, or /reload-plugins if you just installed it.)_

</details>

<details> <summary id="codex">Codex</summary>

1. Install marketplace:

codex plugin marketplace add GoogleCloudPlatform/data-agent-kit

2. Install the plugin:

codex plugin add knowledge-catalog@data-agent-kit

3. Set env vars: Enter your environment vars as described in the configuration section.

4. (Optional) Update the marketplace:

codex plugin marketplace upgrade data-agent-kit

</details>

Installing using open agent skills tool

You can install skills using the npx skills command.

1. Install the skills:

Run the following command in your terminal to automatically download and register the skills:

npx skills add https://github.com/gemini-cli-extensions/knowledge-catalog/tree/0.5.3

For detailed info check out the Skills npm package.

2. Set env vars: Set your environment vars as described in the configuration section.

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Usage Examples

Interact with Knowledge Catalog using natural language:

• Explore Catalog and Metadata:
• "Find all catalog entries related to 'customer orders'."
• "Which columns look similar across marketing and sales datasets?"
• "Show me the description and owner for the 'customer_pii' entry."

• Perform Ad-hoc Analysis:
• "Calculate the total 'customer orders' this month."

Supported Skills

The following skills are available in this repository:

• Knowledge Catalog Discovery - Use these skills when you need to discover and explore data assets in the Knowledge Catalog. It allows you to search for entries, lookup specific metadata, and explore aspect types to understand your data platform's assets.

Additional Agent Skills

Find additional skills to support your entire software development lifecycle at github.com/gemini-cli-extensions.

Troubleshooting

Use the debug mode of your agent (e.g., gemini --debug) to enable debugging.

Common issues:

• "failed to find default credentials: google: could not find default credentials.": Ensure Application Default Credentials are available in your environment. See Set up Application Default Credentials for more information.
• "✖ Error during discovery for server: MCP error -32000: Connection closed": The database connection has not been established. Ensure your configuration is set via environment variables.
• "✖ MCP ERROR: Error: spawn .../toolbox ENOENT": The Toolbox binary did not download correctly. Ensure you are using the latest version of your agent.
• "cannot execute binary file": The Toolbox binary did not download correctly. Ensure the correct binary for your OS/Architecture has been downloaded. See Installing the server for more information.