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Home > Destinations > MCP > Google Play Review

Turn Google Play reviews into clear client talking points

Connect Google Play Review to Catchr and ask ChatGPT or Claude about your client's app feedback. Explore ratings, read review text and identify feedback worth discussing before your next client call.

For freelancers and agencies, Catchr MCP brings connected review data into the conversation so you can build summaries backed by individual reviews.

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Google Play Review
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Explore the ratings and feedback behind your client's app

Start by discovering the available fields for your connected Google Play Review account, then select the columns your question needs. Use rating summaries for an overview and individual review details to understand what reviewers are saying.

01

Put average ratings alongside the star distribution

Use Average Rating, Review Count and the counts for one through five stars to describe the app's rating profile. A star distribution adds context to an average and gives clients a clearer view of how ratings are spread.

Confirm which summary fields are available before querying, and keep app-level totals separate from individual review rows.

02

Read the feedback behind individual ratings

Select Review Text, Rating, Review Date and Review URL to examine the feedback behind a score. Review ID helps identify individual reviews, while links let your client revisit the original feedback.

Ask for recurring topics in the returned text, with supporting reviews for each topic. Keep conclusions tied to the reviews included in the query.

03

Prioritize reviews with helpful votes

Pair Helpful Votes with Rating and Review Text to find feedback other readers marked as helpful. Review low-rated feedback for concerns to discuss, or highly rated feedback for strengths reviewers describe.

Use Review Date to define the review period when available. Helpful votes indicate reader engagement with a review; they do not establish how widespread an issue is.

View all Google Play Review metrics and dimensions

Choose how to work with Google Play review data

A focused review investigation, a reusable client report and a Catchr MCP conversation serve different needs. Choose the approach that fits the question and the output your client needs.

Ways to analyze Google Play Review data with Catchr
CriterionSource-focused analysisAssembling reportsQuerying through Catchr MCP
Best useInvestigate a specific review questionPrepare a recurring client review overviewAsk questions about connected review data
Starting pointSelect ratings or review details to examineChoose fields for a Looker Studio reportDiscover fields and select columns for a question
Rating overviewExamine averages and star countsPresent rating summaries togetherRequest an explanation of the rating distribution
Written feedbackRead selected review textInclude review details alongside summariesRequest themes with supporting review links
Follow-up workRefine the selected reviews and fieldsAdjust report fields and filtersAsk a follow-up with revised criteria

Use a report when clients need a consistent view of ratings and review details. Use Catchr MCP when you want to investigate a question, refine the selection and turn the returned feedback into meeting notes.

Google Play Review to MCP pricing

Choose your plan by the number of platforms and accounts you report on.

Starter

For freelancers and small teams.

$ 24 /mo

Billed monthly · cancel anytime

Platforms3
Accounts10
Start free trial

Momentum

For in-house teams and small agencies.

$ 70 /mo

Billed monthly · cancel anytime

Platforms5
Accounts30
Start free trial

Growth

For agencies managing more clients.

$ 239 /mo

Billed monthly · cancel anytime

Platforms10
Accounts100
Start free trial

Scale

For teams reporting at scale.

$ 599 /mo

Billed monthly · cancel anytime

Platforms25
Accounts500
Start free trial

Connect Catchr MCP to your AI assistant

Connect Google Play Review in Catchr using API-key authentication and select the relevant account. Choose ChatGPT or Claude through Catchr MCP, discover the available review fields and select the columns you want to query.

Before requesting a dated analysis, confirm that Review Date is available and check the coverage returned for your chosen period.

Four questions to ask about your client's Google Play reviews

Use these prompts to prepare a rating overview, investigate concerns or gather feedback for a client meeting. Each starts with field discovery so the analysis uses columns available for the selected account.

PROMPT 01

Prepare an app rating overview

Using Catchr, what does the rating distribution look like for [account]? Discover the available Google Play Review fields and ask me to confirm the selection of Average Rating, Review Count and the one-through-five-star counts. Return the available summary values and explain the distribution for a client meeting. Keep summary values separate from individual review rows and flag any unavailable fields.

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PROMPT 02

Find recurring concerns in low-rated reviews

Using Catchr, which concerns recur in reviews rated at or below [rating threshold] for [account] between [start date] and [end date]? Discover the available fields and ask me to confirm Review Text, Rating, Review Date, Review ID and Review URL. Use the supported columns to filter the reviews, group recurring concerns and include supporting review links. State the number of reviews analyzed and any gaps in the requested date coverage.

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PROMPT 03

Build a helpful-feedback shortlist

Using Catchr, which reviews for [account] have at least [helpful vote threshold] helpful votes? Discover the available fields and ask me to confirm Helpful Votes, Rating, Review Text and Review URL. Rank matching reviews by helpful votes and summarize each review's main point in a client-ready shortlist. Explain that helpful votes do not measure how many users experienced the same issue.

Copy prompt
PROMPT 04

Identify strengths described in positive reviews

Using Catchr, what do reviewers praise in reviews rated at or above [rating threshold] for [account] between [start date] and [end date]? Discover the available fields and ask me to confirm Rating, Review Text, Review Date and Review URL. Summarize recurring positive themes from matching reviews, include supporting links and draft three talking points for a client call. Distinguish recurring themes from isolated comments and note any missing date coverage.

Copy prompt

Google Play Review and Catchr MCP questions

How do I connect Google Play Review to Catchr MCP?

Connect Google Play Review in Catchr using API-key authentication, select the relevant account and choose ChatGPT or Claude through Catchr MCP. Discover the available fields before selecting columns for your first review query.

What is the difference between Rating and Average Rating?

Rating is the star score on an individual review. Average Rating summarizes ratings across reviews, while Review Count gives the total number of reviews for the app. Keep these summary metrics separate from individual review rows to avoid duplicating totals.

Can I ask for themes from Google Play review text?

Yes. Select Review Text alongside Rating and Review URL, then ask for recurring topics with supporting links. The summary should describe the reviews returned by the query, without treating them as proof of what every app user thinks.

Can I analyze reviews for a specific date range?

Review Date identifies when a review was posted. Discover the available columns and confirm date coverage before requesting a range. Do not assume that app-level Average Rating or star counts describe that same period unless the returned data establishes it.

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