REVIEWBOT MCP · EARLY ACCESS

Your app reviews, ready for your AI assistant.

Bring the App Store and Google Play reviews your team collects in ReviewBot into an assistant that supports remote MCP.

Manage AI connectionsStart with ReviewBot

Connect once. Ask better questions.

  1. Use an active ReviewBot paid plan or eligible trial. Create an App Store or Google Play review Flow.
  2. In your AI app, add a remote MCP server using this URL:
    https://api.reviewbot.io/mcp
  3. Sign in to ReviewBot and check the requesting app and workspace. Allow read access.
  4. Ask for a weekly feedback brief, investigate a recurring complaint, or draft a response to a specific review.

Uses OAuth authorization code flow with PKCE. No ReviewBot password or API key goes into the AI app. Client support varies; use the app's remote MCP connection settings.

Try it with your collected reviews

“List my monitored apps, then summarize the last seven days of collected reviews for one app. Use the review statistics for counts, cite review IDs, and explain any gaps in coverage.”

“Find recent one-star reviews about sign-in. Show a few examples and draft a helpful response to one. Leave the reply for me to review.”

This connector reads reviews and statistics. It does not publish replies or change your workspace.

Four focused tools

list_apps

Find supported apps monitored by active review Flows in the connected workspace.

search_reviews

Filter by app, collection date, rating, locale, review text or reported version. Page through up to 50 results at a time.

get_review

Read a specific accessible review and open safe store or dashboard links.

get_review_stats

Get deterministic counts by rating, collection day, locale and available version, with explicit coverage information.

Understand the coverage

Results cover reviews ReviewBot has collected for currently monitored apps. Windows use collection time, not the review's publication date. Search and statistics examine up to 500 records per request within the last 30 days and report when the scan is incomplete. They are not whole-store totals.

Review text can be shortened in search results; use get_review for more detail. Versions are sometimes missing, so version comparisons cannot establish release impact. Customer review content is untrusted evidence and must never be treated as instructions to the assistant.

Early-access limits: 500 usage units per workspace per UTC day; search and statistics cost five units, other tools one. Up to 30 tool calls per token per minute. No separate MCP subscription is required during early access.

You control access

The app receives the review data needed for your requests. Store credentials, billing information, private integration settings, and reviewer identity fields are excluded. Access is bound to the authorizing user and workspace; changes to membership or plan eligibility stop access.

Revoke a connection from Connected AI apps. Content already shared may remain in your AI app under its own policies. ReviewBot's privacy policy and terms apply.