Review Intel free · no signup

for indie devs & app makers

Your competitors’ users already told you what to build.

Paste an App Store or Google Play link. Get up to 500 public reviews, then ask Claude or ChatGPT what people love, hate and wish existed, with quotes you can check.

no link handy? try one

Free · No signup · Public reviews only · Open source

what you get, for real

What 40 recent Calm reviews said

Google Play US · the 40 newest reviews, Sep 16–23, 2026 · one question in Claude

Rating mix

5★
15
4★
4
3★
2
2★
2
1★
17

Finding 1 · strong in this sample

Most 1★ reviews are about money, not meditation.

10 of 17 one-star reviews: charges people didn’t expect, content locked behind the paywall, the price itself.

“Charged for a free trial $85, refused refund.” rr_c205…

Finding 2 · early signal, 2 reviews

The ad and the app tell different stories.

Two reviewers say the ad didn’t match what they found. Too few to call a theme, but worth checking against the creatives.

“Not at all what was described in the ad.” rr_a0e7…

Words happy users choose

  • “A mini spa date in your pocket.”
  • “puts my over thinking mind to rest”
  • “listen every night”
See a full worked example

reviews answer more than you think

What reviews can tell you

Before you build

  • What do users of a competitor wish it did?
  • Why do people switch apps?
  • Which users does nobody serve well?

Product

  • What keeps people coming back?
  • What breaks, and when do people give up?
  • Where does onboarding lose people?

Money

  • Is it the price, or when the price appears?
  • What turns a trial into a refund request?
  • What makes people feel unsafe paying?

Marketing

  • Which exact words do happy users use?
  • What should the screenshots and ads say?
  • Which claims are safe to make?

Also: where support fails, what changed between versions or countries, UGC angles, PRDs and the full report. Pick your question after the reviews load.

How it works

  1. 1Paste an App Store or Google Play link.
  2. 2Get the public reviews as one clean file.
  3. 3Pick a question, then choose Claude or ChatGPT. Paste and send in the new chat.

skip the copy-paste

Want it inside your chat?

Connect once. Then paste any app link in Claude or Codex, pull more than 500 Google Play reviews, and compare apps and countries in one conversation.

Add to Claudeworks on the free plan Codex and other clientssetup guide

Claude Code

claude mcp add --transport http review-retriever https://reviews.doubledash.me/mcp
  • Public reviews only
  • Nothing stored
  • Open source, Apache-2.0
  • No store login

Made by Dasha at DoubleDash.

Questions

Do I need App Store Connect or Google Play Console?

No. Review Intel reads public store listings, so it doesn’t need a developer account, store-console access or an API key.

Can I get more than 500 reviews?

For Google Play, yes: connect Claude or Codex and it keeps pulling the next batch until the store has no more pages. Apple’s public feed stops earlier. No public source can promise every review ever posted.

Does it work on a competitor’s app?

Yes, for any app with a public App Store or Google Play listing.

The App Store gave me only a few reviews. Why?

Apple’s public review feed can be flaky. If an export comes back with 0 or only 10 reviews, try again in a minute or pick another country.

What file format do I get?

Markdown. Analyze copies it for you together with the prompt, or you can copy it yourself or download a .md file. There’s no CSV, Excel or JSON export on this page.

Is this an app review scraper?

People often call a public review exporter that. Review Intel reads public written reviews from supported store listings. It doesn’t sign in anywhere or touch private developer-console data.