• TIMELINE
  • CONTEXT
  • DEBUG
  • HUMAN

How to analyze user behavior sequences with your AI

Connect Sensors Data to your AI client once. After that, you can ask your agent to reconstruct any user's journey through your app.

Ask AI about this page

Short answer

How can I use my AI to debug user journeys?

Your AI pulls chronological event logs and user attributes to trace exactly how specific users move through your product. You get a clear timeline of actions to pinpoint where friction occurs.

The results of your analysis

Where your insights land

The AI turns raw event logs into clear, readable patterns.

TIMELINE

Event sequences

The AI pulls a chronological list of actions for a specific user. You see exactly what they did and in what order.

CONTEXT

User attributes

The AI checks specific user properties to see if certain segments behave differently. This helps you spot patterns in user types.

DEBUG

Friction identification

By looking at the sequence of events, your AI identifies where a user's path breaks or stalls. You get the data needed to fix the flow.

HUMAN

Manual review

The AI provides the data and the summary, but you decide which bugs are high priority. You make the final call on product changes.

The workflow

What your AI does when the data arrives.

The AI acts as a data analyst that can query your event logs on demand.

  1. Identify the user

    The AI finds the right person in your database using their unique identifiers.

    lookup_user

  2. Fetch the history

    The AI pulls the full list of chronological events that the user triggered.

    get_user_behavior_sequence

  3. Add user context

    The AI looks up specific properties to understand the user's setup or status.

    list_user_properties

  4. Summarize the path

    The AI interprets the sequence to explain the user's journey in plain English.

    get_user_behavior_sequence

Try it

Copy these to start.

Use these prompts to begin your investigation.

Starting points

Replace the bracketed info with your actual user IDs or property names.

Sensors Data Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_T2xX3WQBTquyNuo5UxCXOFQhIkDbbooC2Gc9ABSM/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 — Sensors Data capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "sensors-data-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_T2xX3WQBTquyNuo5UxCXOFQhIkDbbooC2Gc9ABSM/mcp"
    }
  }
}
Copy into chat04

  • Get the last 20 events for user ID user_9928 to see why they didn't complete checkout.

  • List the properties for user_441 to see if their subscription tier affects their usage.

  • Analyze the behavior sequence for user_772 and tell me where they got stuck in the onboarding flow.

  • Compare the properties of user_123 with the event sequence of user_456 to find behavioral differences.

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

Start here

Connect Sensors Data once, then ask.

One click connects your data to your AI client. Your credentials stay encrypted and secure on our side.

Connect Sensors Data to your AI

FAQ

How this task behaves

  • 01

    Can the AI change user properties?

    No. The AI can only read user properties and event sequences. It cannot modify or delete any data in Sensors Data.

  • 02

    Can I use this to delete a user's history?

    No. This MCP is designed for read-only analysis. It does not have tools to delete or edit event logs.

  • 03

    Does the AI see all my users at once?

    No. The AI only accesses the specific user data you ask it to look up via the provided tools.

  • 04

    Can the AI create new events?

    No. The tools are limited to looking up users, listing properties, and getting existing sequences.

  • 05

    How does the AI know which user to look at?

    You must provide a specific user identifier in your prompt so the AI can use the lookup tool.

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

Connect Sensors Data to Claude, Cursor, ChatGPT & more