AppReviewThemePulse: what users complain about in any iPhone app

AppReviewThemePulse is a free, read-only check with 7 automated tests: Paste an App Store link (yours or a competitor's). We read up to 250 of the latest public US reviews and report the rating trend and the themes driving it: crashes, login, pricing, ads, speed, sync, support, design and feature requests. Aggregates only. Results are instant; copy-paste fixes and monitoring start at $4.99. It is also available to AI agents as the MCP tool analyze_app_review_themes.

Paste an App Store link (yours or a competitor's). We read up to 250 of the latest public US reviews and report the rating trend and the themes driving it: crashes, login, pricing, ads, speed, sync, support, design and feature requests. Aggregates only.

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Try a live example in 1 click:

Read-only: Apple's public customer-review RSS feed (latest reviews, US store) plus one app lookup. We report aggregate counts and themes only; review text and reviewer names are not stored or republished. Not affiliated with Apple or the app developer.

Plans

Full review themes Report

$4.99 one-time

  • One-time $4.99: the full review themes report and export for one target
  • Unlocked instantly with your key

Monitor (5 apps)

$29 / month ($0.95/day)

  • Daily re-check of up to 5 apps. Billed monthly (or yearly at the annual price); cancel any time
  • Change log on your watch dashboard and API, plus email alerts on changes

Monitor Pro (25 apps)

$79 / month ($2.60/day)

  • Daily re-check of up to 25 apps. Billed monthly (or yearly at the annual price); cancel any time
  • Change log, CSV export and API access

More ways to buy

500 API / MCP Credits

$9.99 one-time

  • 500 full (unredacted) REST or MCP calls across every product
  • Credits never expire

Unlimited API / MCP Key

$29 / month

  • Unlimited full REST and MCP calls across every product. Billed monthly (or yearly at the annual price); cancel any time
  • For Make, Zapier, n8n and AI agents

Watch My Domain

$5 / month

  • Weekly read-only re-check of one domain. Billed monthly (or yearly at the annual price); cancel any time
  • Email when the result changes

White-Label Client Report

$9.99 one-time

  • One downloadable client-ready HTML report with your agency name and domain in the header
  • No branding from us

Agency White-Label Pass

$79 / month

  • Unlimited white-label client reports for this tool. Billed monthly (or yearly at the annual price); cancel any time

API: 10 free calls per day without a key. Datasets contain public records only, at organization level.

Payments are processed securely by Stripe. Refunds are available by default within the first 14 days of paid service.

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Copy-paste fix pack

Often used together