Claude connector
Your App Store and Google Play reviews, in Claude
The Review Expert MCP server works with Claude. Ask in plain language; drafts stay in Review Expert until your team posts (unless you grant
replies:post).Needs a Review Expert account · included in every plan and the trial
What it does
Read your reviews
Ask for this week's 1-star reviews, search every app for "crash", or open one review with its developer reply.
Ratings and trends
Review volume, average rating, rating distribution, response rate and rating-based sentiment over any period, compared with the one before.
AI reply drafts
Claude asks Review Expert for a reply draft in the reviewer's language, or saves text you wrote together. Every draft waits in Review Expert, unsent.
How it works
- 1
Add the connector
In Claude.ai open Settings → Connectors → Add custom connector and enterhttps://mcp.review.expert. Claude Desktop uses the same steps, or you can install the Review Expert extension (.mcpb) from the MCP docs. In Claude Code runclaude mcp add --transport http reviewexpert https://mcp.review.expert. - 2
Sign in and pick a team
Approve the connection with OAuth. The default scopes areapps:read,reviews:readandreplies:draft.replies:postis optional and stays off unless an owner or admin grants it. - 3
Ask in Claude
Ask about your reviews in plain language. Claude calls Review Expert's tools and answers from your live review data. - 4
Send from Review Expert
Drafts appear on the review. Your team edits and sends them. Auto-send only runs when a product rule allows it and the connection hasreplies:post.
Try asking
- "Summarize this week's 1- and 2-star iOS reviews and flag crashes."
- "Search all apps for 'subscription' since last release; group themes."
- "Compare rating and response rate this month vs last for every app."
- "Draft replies to unanswered 1★ reviews from this week — don't post."
Nothing posts by itself
Claude uses the same permissions, limits and logs as every other Review Expert connection.
Permissions you can see
The consent screen lists each permission: list apps (
apps:read), read reviews and stats (reviews:read) and write drafts (replies:draft). You can untick any of them.Drafts, not posts
Publishing replies (
replies:post) is a separate permission. It is off unless an owner or admin ticks it, so by default a person sends every reply from Review Expert.API key for Claude Code
Headless clients can skip the browser sign-in. An owner or admin creates a team API key under Settings → MCP (
rx_live_…) and sends it as a bearer token. OAuth is the default everywhere else.Logged and revocable
Every call is recorded in the team's activity log. Review text is passed as untrusted data, not instructions. Disconnect any time in Settings → MCP. Store credentials never leave Review Expert.
Frequently asked questions
Yes. Claude works with the apps connected to your Review Expert team. New accounts get a team and a 14-day free trial. The connector is included in every plan and the trial, with a monthly allowance of tool calls.
Not by default. Claude can read reviews and save drafts. Publishing needs the separate replies:post permission, which only an owner or admin can grant. Otherwise a person sends each reply from Review Expert.
Only the team you pick when you connect: its connected apps, reviews, existing developer replies, unsent drafts and aggregate stats. Store credentials are never shared, and other teams' data is never visible.
Nothing extra. The Claude connector uses the Review Expert MCP server, which is included in every plan and the trial, with a monthly allowance of tool calls per plan.
Remove the connector in Claude, and revoke the connection in Settings → MCP in Review Expert. Deleting an API key stops that key immediately.
Yes. ChatGPT, [Grok](/grok) (including Grok Bot) and any other MCP client use https://mcp.review.expert with the same permissions and the same draft-first defaults. See [ChatGPT](/chatgpt) and the [MCP docs](/docs/mcp).
Bring your app reviews into Claude
Add the connector, pick a team, and ask Claude about your App Store and Google Play reviews. 14-day free trial.