• RETENTION
  • BEHAVIOR
  • SESSIONS
  • HUMAN

How to analyze user retention and engagement with your AI

Connect Umeng to your AI client to pull specific user cohorts and session behaviors. You can then ask questions about how people use your app.

Ask AI about this page

Short answer

How can I track user retention and engagement with my AI?

You can query Umeng for retention rates, session durations, and specific event data. This gives you a clear view of user behavior and churn patterns. You'll see the specific data points and workflows available below.

The outcomes.

Where your data lands.

Your AI processes your requests and organizes the results into these categories.

RETENTION

Cohort analysis

The AI pulls retention numbers for specific user groups. You'll see exactly when users stop coming back to your app.

BEHAVIOR

Event tracking

Your agent pulls event logs to show which features users touch most. This highlights what drives engagement.

SESSIONS

Usage duration

Get stats on how long people stay active in a single session. This helps you spot changes in app stickiness.

HUMAN

Product strategy

The AI delivers the raw metrics and trends. You use these insights to decide which features to build or fix next.

The workflow

What your AI does when the data arrives.

Your AI acts as a data analyst by pulling specific metrics from Umeng to answer your questions.

  1. Identify churn

    The AI looks at user groups over time to see who is coming back. This identifies the specific days when users typically leave.

    get_retention

  2. Map user actions

    Your agent pulls event logs to see what users do inside the app. This maps out the most common user journeys.

    get_event_data

  3. Track session length

    The AI calculates how long sessions last for different segments. This shows if engagement is increasing or decreasing.

    get_duration_stats

  4. Correlate behaviors

    The AI combines retention and event data to find patterns. It explains why certain actions lead to better long-term retention.

    get_retentionget_event_data

Try it

Copy these to start.

Use these prompts to begin your analysis.

Starting points

Swap the bracketed text for your actual app names or specific date ranges.

Umeng / 友盟+ Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_nETTtxYNtMwVnIgj0RtC46OiHpnbXLtK04HFoGBW/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 — Umeng / 友盟+ capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "umeng-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_nETTtxYNtMwVnIgj0RtC46OiHpnbXLtK04HFoGBW/mcp"
    }
  }
}
Copy into chat04

  • Show me the retention rate for users who joined in [last month].

  • What is the average session duration for users who use the [feature name]?

  • Compare the event frequency of [event A] versus [event B] for new users.

  • Which user cohort has the highest engagement with [specific feature]?

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Start here

Connect Umeng once, then ask.

Link your Umeng account through the Vinkius dashboard. Your credentials stay encrypted, and you can immediately start querying data in your preferred AI client.

Connect Umeng to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my settings in Umeng?

    No. The AI can only read data through the provided tools. It cannot modify your Umeng configuration or settings.

  • 02

    Can I use this to delete user data?

    No. There are no tools available to delete or modify data in Umeng. The AI is strictly for analysis.

  • 03

    Does the AI see all my app data?

    The AI only sees the data it requests through the specific tools provided, such as retention and event logs.

  • 04

    Can the AI create custom reports in the Umeng dashboard?

    No. The AI pulls data to answer your questions in your chat interface, but it does not interact with the Umeng UI to build reports.

  • 05

    Can the AI push new events to Umeng?

    No. The tools are limited to retrieving existing retention, duration, and event data.

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

Connect Umeng / 友盟+ to Claude, Cursor, ChatGPT & more