• TRENDS
  • DISTRIBUTION
  • INSIGHTS
  • HUMAN

How to analyze app rating trends with your AI

Connect AppFollow to your AI client to turn raw star counts into actionable sentiment trends. Once connected, your agent handles the data heavy lifting.

Ask AI about this page

Short answer

How can I track changes in my app's star ratings over time?

Your AI pulls historical rating distributions and current star counts directly from AppFollow. It then identifies patterns in user satisfaction to show you exactly when and why your ratings shifted.

Analysis outcomes

What you get from the analysis

The AI processes raw AppFollow data into these specific outcomes.

TRENDS

Historical rating shifts

The AI compares past star distributions against current ones. You'll see if your average rating is climbing or dropping over specific periods.

DISTRIBUTION

Star rating breakdowns

Instead of just an average, you get the full spread of 1 to 5 star ratings. This reveals if you're seeing a surge in specific rating tiers.

INSIGHTS

Satisfaction patterns

The agent identifies shifts in user sentiment. It flags periods where satisfaction spiked or tanked based on the rating data.

HUMAN

Manual review needed

The AI identifies the timing of rating drops. You'll need to step in to investigate the specific user comments causing those shifts.

The workflow

What your AI does when the data arrives.

The AI moves from raw data retrieval to pattern recognition without you needing to export CSVs.

  1. Fetch current ratings

    The agent pulls the most recent star rating data for your app to establish a baseline.

    get_ratings

  2. Pull historical data

    To see the big picture, the AI requests the full history of rating distributions.

    get_ratings_history

  3. Compare distributions

    The agent compares the current star counts against historical snapshots to find discrepancies.

    get_ratings_history

  4. Summarize shifts

    The AI translates the mathematical shifts in star counts into plain English descriptions of user satisfaction.

    get_ratings

Try it

Copy these to start.

Use these prompts once you have connected AppFollow.

Starting points

These are basic starting points. Swap out the app names or timeframes to match your specific needs.

AppFollow Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_XuFdPgnFKQbqH03qFIWIm45p4exhDPZHXXF0BeYC/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 — AppFollow capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "appfollow-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_XuFdPgnFKQbqH03qFIWIm45p4exhDPZHXXF0BeYC/mcp"
    }
  }
}
Copy into chat04

  • Show me the rating distribution for my iOS app over the last three months.

  • Compare the current star rating trends for my Android app against last month.

  • Did my app's 5-star rating percentage increase or decrease recently?

  • Analyze the rating history for my latest version release and tell me if satisfaction is trending up.

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

Start here

Connect AppFollow once, then ask.

One connection gives your AI access to your AppFollow data. Your credentials stay encrypted and secure on our side.

Connect AppFollow to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my ratings in AppFollow?

    No. The AI can only read rating data through the available tools. It cannot modify, delete, or post ratings.

  • 02

    Does the AI read my actual user reviews?

    No. This specific task uses tools that only access star rating distributions and history, not the text of individual reviews.

  • 03

    Can I ask for trends for a specific app version?

    Yes, as long as the historical rating data for that version is available in your AppFollow account.

  • 04

    How does the AI handle missing data?

    If the history for a specific period isn't available in AppFollow, the AI will tell you it can't find that data.

  • 05

    Can the AI automatically reply to users?

    No. The AI only analyzes the data. Responding to users is a manual process that stays with you.

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

Connect AppFollow to Claude, Cursor, ChatGPT & more