• SCHEMA
  • SOURCE
  • HUMAN
  • LOGS

How to validate tracking plan schemas with your AI

Connect RudderStack to your AI client to audit event data against your defined rules. Your agent handles the heavy lifting of comparing live event structures to your source configurations.

Ask AI about this page

Short answer

How can I check if my event tracking follows my schema?

Your AI pulls your current tracking plans and source configurations to compare them against incoming event data. You'll get a clear list of where your mobile or web events deviate from your established rules.

Validation outcomes

Where your findings land.

The AI categorizes every discrepancy it finds during the audit.

SCHEMA

Rule violations

The AI identifies events that miss required properties or use the wrong data types. You get a specific list of which events broke the rules.

SOURCE

Source mismatches

The agent compares event metadata against your RudderStack source settings. This highlights if an event is being sent to the wrong destination.

HUMAN

Manual fixes needed

When the AI finds a conflict it can't resolve, it flags it for you. You'll need to step in to update your code or adjust the plan.

LOGS

Audit reports

The AI summarizes all findings into a clean report. You can use this to verify your tracking health before a major release.

The workflow

What your AI does when the data arrives.

The AI acts as an automated auditor for your event stream.

  1. Fetch plans

    The agent pulls your existing tracking plans to understand the required event structure.

    list_tracking_plans

  2. Check sources

    The AI retrieves your source details to ensure the event origin matches your setup.

    get_source

  3. Compare data

    Your agent compares the incoming event payload against the rules found in your plans.

    list_tracking_plans

  4. Flag errors

    The AI identifies specific properties that fail validation and presents them to you.

    get_source

Try it

Copy these to start.

Use these prompts to kick off an audit.

Starting points

These are opening lines. Swap out the specific source or plan names to match your RudderStack setup.

RudderStack API Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_sxEUXgfQZq7zLTxJZ14o9U7C4nSmdseILv1YjaBL/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 — RudderStack API capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "rudderstack-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_sxEUXgfQZq7zLTxJZ14o9U7C4nSmdseILv1YjaBL/mcp"
    }
  }
}
Copy into chat04

  • List all my tracking plans and tell me if any are missing required properties.

  • Check the source named 'Web App' to see if the events match the schema.

  • Compare my mobile tracking plan against the current event stream for mismatches.

  • Find all events in my 'Production' source that violate the defined schema rules.

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

Start here

Connect RudderStack once, then ask.

One connection gives your AI access to your plans and sources. Your credentials stay encrypted and secure.

Connect RudderStack to your AI

FAQ

How this task behaves.

  • 01

    Can the AI fix my tracking code automatically?

    No. The AI identifies the errors, but you must manually update your mobile or web app code to fix the tracking.

  • 02

    Will the AI change my RudderStack tracking plans?

    No. The AI only reads your plans and sources to perform the validation tasks you request. It cannot modify your RudderStack configuration.

  • 03

    How does the AI know which events are wrong?

    It uses the rules defined in your tracking plans to check the structure of incoming event data.

  • 04

    Can I validate events from a specific source?

    Yes. You can ask the AI to look at a specific source to check its event compliance.

  • 05

    Does the AI see all my data?

    The AI only accesses the tracking plans and source metadata required to perform the validation tasks you request.

  • More questions about RudderStack? See everything the RudderStack Connector can do

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