• SCHEMA
  • DATA
  • HUMAN
  • LOGIC

How to audit Weaviate database schemas with your AI

Connect your AI to Weaviate to inspect your data organization. Once connected, your agent can pull schema definitions and object lists to find structural issues.

Ask AI about this page

Short answer

Can my AI audit my Weaviate schema?

Yes. Your AI uses the connector to pull class definitions and object data to check for naming conflicts, missing properties, or structural drift. You get a clear view of how your data is actually organized.

Where every issue lands.

Audit outcomes

The AI identifies specific structural problems and presents them for your review.

SCHEMA

Class definition checks

The AI compares your intended design against the actual class properties. You'll see where properties are missing or misconfigured.

DATA

Object consistency

Your agent checks if the objects stored in your classes actually match the defined schema. This catches data that doesn't fit the mold.

HUMAN

Manual fixes

The AI identifies the errors, but you must decide how to fix them. It won't change your database settings or delete data for you.

LOGIC

Naming audits

The AI flags redundant classes or inconsistent property naming conventions across your entire database.

The workflow

What your AI does when the request arrives.

The AI follows a sequence of inspection steps to map out your database structure.

  1. Map the database

    The agent pulls the entire structure to understand every class and property currently in use.

    get_full_schema

  2. Inspect specific classes

    If you're looking at a single entity, the AI zooms in on that specific class definition.

    get_class_schema

  3. Sample the data

    The AI looks at actual records to see if the data matches the schema rules.

    list_objects

  4. Report discrepancies

    The agent compares the schema against the object data to find mismatches or empty fields.

    list_objectsget_full_schema

Try it

Copy these to start.

Use these prompts to begin your audit.

Starting points

Replace the class names with your actual Weaviate class names.

Weaviate Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_ewBpKaEj3GWOCB4HdPc1Tag8b8QBrbGJDpCpFWfW/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 — Weaviate capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "weaviate-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_ewBpKaEj3GWOCB4HdPc1Tag8b8QBrbGJDpCpFWfW/mcp"
    }
  }
}
Copy into chat04

  • Show me the full schema for my Weaviate database so I can check for naming inconsistencies.

  • Check the schema for the 'Product' class and tell me if any properties are missing.

  • List the objects in the 'User' class and verify they all have a valid email property.

  • Compare the properties in my 'Document' class against the actual data stored in it.

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

Start here

Connect Weaviate once, then ask.

Just provide your connection details. Your credentials stay encrypted, and you can immediately start asking your AI about your database structure.

Connect Weaviate to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my schema?

    No. The AI can only read your schema and data. It cannot create, update, or delete classes or properties.

  • 02

    Can the AI delete data in my Weaviate database?

    No. The tools provided are read-only. Your data remains untouched.

  • 03

    How does the AI know if my data is wrong?

    It compares the properties defined in the schema against the actual objects returned by the database.

  • 04

    Does the AI see all my data?

    The AI only sees the data it requests through the specific tools you authorize it to use.

  • 05

    Can I use this with Claude?

    Yes, you can use this with any MCP-compatible client like Claude, Cursor, or Windsurf.

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

Connect Weaviate to Claude, Cursor, ChatGPT & more