The Appbot MCP server connects your App Store and Google Play reviews to an AI assistant. Ask for reviews, filter them, break down ratings and sentiment, and pull out themes, all in natural language. Here are the kinds of things you can ask.
Getting oriented
List the apps and review sources I have connected in Appbot.What's the earliest and latest review date you have for [app name] on each store?Give me a summary of review activity for [app name] on iOS and Google Play over the last 30 daysPulling recent reviews
Show the 20 most recent reviews for [app name] on the US App Store, newest first.Pull all 1- and 2-star reviews for [app name] on Google Play from the last 7 days.Get every review for [app name] on the US App Store since Monday that mentions "sync".Show 4-star-and-above reviews for [app name] on Google Play in the last 14 days.Find reviews for [app name] on iOS from the last 30 days that mention "crash" or "freeze", 1- and 2-star only.Ratings & trends
What's the average rating for [app name] on iOS this month vs. last month?Break down the 1–5 star distribution for [app name] on Google Play for last month, as a table.Has the rating for [app name] on iOS trended up or down since the 4.2 release on May 3?Compare average rating and review volume for [app name]: US App Store vs. Google Play, last 90 days.Show the days in the last 90 with the biggest drops in average rating for [app name] on Google Play.Sentiment analysis
What's the sentiment split for [app name] on iOS this month?How has sentiment for [app name] on Google Play changed in the 30 days since version 4.2?Summarize the common complaints in the most negative [app name] iOS reviews from the last 14 days.Find reviews for [app name] on the US App Store in the last 30 days that are 4-star but still mention a problem.Topics & themes
What are the top themes in [app name] reviews on iOS this month, ranked by volume?Cluster the last 100 [app name] reviews on Google Play into topics and tell me which are growing.Surface the top complaint topics driving negative sentiment for [app name] on iOS in the last 30 days.Show reviews for [app name] on Google Play tagged "pricing" or "subscription" from the last 60 days.List the top 5 feature requests for [app name] across iOS and Google Play in the last 60 days, one line each.Digging into specific issues
Summarize what users are saying about the new onboarding flow in [app name] iOS reviews since May 3.Find reviews for [app name] on Google Play from the last 30 days mentioning login or auth problems, grouped by app version.In [app name] iOS reviews since version 4.2, are users saying the sync bug is fixed or still complaining?Pull reviews for [app name] on iOS in the last 90 days that mention "[competitor app]".Release & regression monitoring
Compare sentiment and average rating for [app name] on iOS in the 7 days before vs. after the 4.2 release.Did any new complaint themes appear for [app name] on Google Play in the 14 days after our last update?Flag any spike in negative reviews for [app name] on iOS in the last 48 hours and summarize the likely cause.Competitor tracking
Compare average ratings for [app name] vs. [competitor app] on the US App Store over the last quarter.What do users praise about [competitor app] on Google Play that they complain about for [app name], last 60 days?Summarize the most common negative themes in [competitor app] iOS reviews from the last 60 days.
