• INVENTORY
  • VALIDATION
  • DESTINATIONS
  • HUMAN

How to audit data sources and destinations with your AI

Connect Airbyte to your agent to get a live inventory of your data pipelines. Once connected, your agent can pull the exact configuration of every workspace and connection.

Ask AI about this page

Short answer

How can I audit my Airbyte setup with an AI?

Your agent uses Airbyte tools to pull a full list of your workspaces, sources, and destinations. This gives you a real-time map of where your data comes from and where it's going.

The audit results.

Where your data map lands.

Running this task turns your agent into a data auditor.

INVENTORY

Full stack map

The agent lists every workspace and connection. You get a complete list of what is currently active in Airbyte.

VALIDATION

Source verification

The agent pulls specific details from any source. You can check if the configurations match your expectations.

DESTINATIONS

Target tracking

The agent identifies every destination in your account. This ensures you know exactly where your data lands.

HUMAN

Manual review

The agent provides the raw data. You decide which connections need updates or decommissioning.

The workflow

What your AI does when the audit request arrives.

The agent moves through your Airbyte hierarchy to gather information.

  1. Identify workspaces

    The agent first finds all available workspaces in your Airbyte account to establish the scope of the audit.

    list_workspaces

  2. Catalog sources

    It scans every workspace to find all configured data sources.

    list_sources

  3. Map destinations

    The agent identifies the destination endpoints for your data flows.

    list_destinations

  4. Inspect specific sources

    If you need more detail, the agent pulls the specific configuration for a single source.

    get_source

Try it

Copy these to start.

Use these prompts to begin your audit.

Starting points

These are opening lines. Swap out the specific workspace or source names to target your audit.

Airbyte Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_kgXiIzpv5q1J0jVsAZFbdBFrOMj4hvFkvkI8Eu13/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Airbyte capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "airbyte-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_kgXiIzpv5q1J0jVsAZFbdBFrOMj4hvFkvkI8Eu13/mcp"
    }
  }
}
Copy into chat04

  • List all my Airbyte workspaces and tell me how many sources are in each.

  • Show me all the destinations configured in my Airbyte account.

  • Get the configuration details for my Postgres source in the production workspace.

  • Give me a summary of all sources across all my Airbyte workspaces.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Airbyte once, then ask.

One connection gives your agent access to your Airbyte instance. Your credentials stay encrypted and secure.

Connect Airbyte to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my Airbyte configurations?

    No. The agent can only read and list your existing workspaces, sources, and destinations.

  • 02

    Can the AI delete a destination?

    No. This MCP only provides read access to your Airbyte setup.

  • 03

    Does the AI see my actual data moving through the pipes?

    No. The agent only sees the metadata and configurations of the sources and destinations.

  • 04

    How does the agent know which workspace to look in?

    The agent uses the list_workspaces tool to see everything available and can then drill down into specific ones.

  • 05

    Can I audit my Airbyte setup if I have multiple accounts?

    The agent can only access the specific Airbyte instance you have connected to the MCP.

  • More questions about Airbyte? The Connector page answers them. See everything the Airbyte Connector can do

Connect Airbyte to Claude, Cursor, ChatGPT & more