MCP/App Store Review Intelligence MCP
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App Store Review Intelligence MCP

App Store and Google Play review intelligence: top user complaints, rating by version, regression tracking, and competitor benchmarks.

rag-data•Data, Analytics & BI
GitHub48
License:MIT
VERIFIED
ByParallel Studio / Gunnar Gray@Parallel Studio / Gunnar Gray

About this Server

App Store & Google Play Review Intelligence MCP (`app-store-reviews` / `gunnargray-dev/app-store-review-intelligence-mcp`) provides AI assistants with automated sentiment analysis, complaint ranking, and release comparison tools across iOS App Store and Google Play. It deterministically tokenizes 1-2★ reviews, extracts rising negative phrases with quotes, tracks version rating deltas, and produces multi-app competitor benchmark tables without needing App Store Connect or Google Play Console credentials.

Real-time Interaction

Direct low-latency RPC protocol communication with structured JSON schemas.

Scoped Sandboxing

Restricted capability bounds to prevent accidental modifications or leakage.

Security & Best Practices

Read-Only Operations: All tools query public app store web endpoints and RSS feeds without modification or administrative permissions.
Deterministic NLP: Uses rule-based content-word tokenization and frequency ranking without sending user data to opaque external models.
Token Safety: Pass Apify API tokens securely via Authorization bearer headers or client environment variables.

When to Use (and When Not To)

Best For
  • •Detecting regressions and new bugs immediately after launching a mobile app update
  • •Conducting competitive product teardowns comparing satisfaction and complaints between competitors
  • •Benchmarking user sentiment between iOS and Android versions of the same mobile application
Not For / Limitations
  • •Querying internal relational databases or data warehouses (use MotherDuck, DBHub, or Mongo MCP instead)
  • •SEO keyword search volumes and Google Search Console performance (use AltoRank MCP instead)
  • •Server-side infrastructure and cloud deployment monitoring (use Vercel, AWS, or Terraform MCP instead)

Install & Setup

terminal command
$claude mcp add --transport http app-store-reviews https://parallelstudio--app-store-review-intelligence-mcp.apify.actor/mcp --header "Authorization: Bearer ${APIFY_TOKEN}"

Exposed Tools & Endpoints

4 tools

Functions your AI agent can invoke via this Model Context Protocol server

review_insights

Analyzes rating distribution, top negative complaint phrases, sample quotes, and version deltas (what got worse in the latest update).

compare_apps

Produces a side-by-side benchmark table comparing ratings, negative shares, recent averages, and top complaints for 2-10 apps.

search_apps

Searches Apple App Store and Google Play for apps by keyword, returning IDs, rating counts, pricing, and download estimates.

get_app_reviews

Retrieves raw user reviews with rating stars, title, review body, app version, date, helpful votes, and developer replies.