Appbot

Appbot MCP Connector for Claude

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Analyze app reviews and sentiment with Appbot — track user feedback, ratings, and topics across iOS and Android via AI.

10 tools Official Updated Jun 28, 2026 Official Vinkius Partner

The Appbot MCP Server provides deep insights into your app's user feedback. By connecting your Appbot account to your AI agent, you can programmatically retrieve reviews, analyze sentiment trends, and identify key topics from your iOS, Android, and other platform reviews using natural language.

What you can do

  • Review Retrieval — List and filter reviews by app, sentiment, star rating, or specific keywords.
  • Sentiment Analysis — Quickly gauge the overall tone of user feedback (positive, negative, neutral, mixed).
  • Topic Identification — Discover common themes in your reviews with standard and custom topics.
  • Version Tracking — Monitor feedback for specific app versions to evaluate new releases.
  • Global Insights — Filter reviews by country and language to understand your global audience.

How it works

  1. Subscribe to this server
  2. Provide your Appbot API Key (Username) and API Secret (Password)
  3. Start analyzing app reviews and user sentiment through your AI chat interface.

Who is this for?

  • Product Managers — Evaluate the reception of new features and identify pain points from user reviews.
  • Customer Support Leads — Monitor sentiment and identify emerging issues before they escalate.
  • App Developers — Track technical feedback and bug reports surfaced in app store reviews.
sentiment-analysisapp-reviewsuser-feedbackcustomer-insightsmobile-appsrating-tracking

10 tools expose this connector's capabilities to your AI agent.

get_account_info

Retrieve Appbot account details and connection status

get_review_details

Get complete details for a single specific review

get_reviews_by_custom_topic

Retrieve reviews associated with a specific custom topic

list_apps

List all apps tracked by your team in Appbot

list_countries

List countries available for filtering reviews

list_custom_topics

List user-defined custom topics set up in the Appbot dashboard

list_languages

List all languages supported by Appbot for sentiment analysis

list_reviews

Use sentiment, starRating, or keyword filters to narrow down the results. Useful for sentiment analysis and bug reporting. List reviews for a specific app with optional filtering

list_topics

List standard topics identified in app reviews by Appbot AI

list_versions

List app versions detected in the app reviews

See how to talk to your AI agent using Appbot.

List all my apps tracked in Appbot.

I've retrieved your apps. You are currently tracking 3 apps: 'Vinkius iOS' (ID: 123), 'Vinkius Android' (ID: 456), and 'Vinkius Web' (ID: 789).

Show me the last 10 negative reviews for the iOS app.

I've pulled the latest 10 negative reviews. Most users are mentioning issues with the recent login update and some UI lag on older devices.

What are the most common topics in recent reviews for my Android app?

The top topics for your Android app are 'Performance', 'Ease of Use', and 'Bug Reports'. 'Performance' has seen a slight increase in mentions over the last 30 days.

Log in to your Appbot dashboard, go to your team settings, and navigate to the API section. You can generate an API Key which consists of a Username and a Password.

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