Who it is for
Mobile product managers and support leads tracking app store feedback at volume.
AI Connectors · Data & Analytics
Appbot App Reviews
Structured sentiment and topic data from iOS and Android reviews
Overview
What Appbot App Reviews does
Appbot processes App Store and Google Play reviews into structured feedback data: topics, feature requests, ratings, sentiment, and review metadata, with history behind each. The connector reaches that processed layer rather than raw review text, which is the difference the listing leans on. Questions it describes include what drives negative reviews in a period, which feature requests are growing, what correlates with low ratings on one platform, and how sentiment moved after a release. Each person connects with their own Appbot credentials, so what the connector can see matches that account's existing access. Three tools are claimed.
Tool surface
Three tools are claimed against a product spanning sentiment, topics, and trend history, and the endpoint rejected the listing request without explanation, so the shape behind that small number is not visible here.
Availability
Where Appbot App Reviews is listed
Appbot App Reviews is listed in the Claude connectors directory only. Appbot has no app under the same domain in the ChatGPT directory; 392 of the 3,150 products here are on both marketplaces, and this is not one of them.
The MCP server behind a Claude connector is usually the same server a ChatGPT app would need, so the absence is a distribution decision rather than a technical one.
Claude listing
In the Claude connectors directory
Appbot App Reviews publishes 3 tools to Claude, a deliberately narrow surface; only 11.3% of the 1,253 Claude-listed connectors expose fewer.
The median Claude-listed connector filed under Data & Analytics publishes 12, so this one sits 9 tools below its bucket's median, 181st of 198.
It falls in the 1-3 tools band, which holds 16.4% of the Claude directory.
Appbot App Reviews publishes a remote MCP endpoint. Claude connects to it over HTTP; there is nothing to install locally.
Every connector in the Claude directory is remote, all 1,253 of them, so transport is not a differentiator there.
- Publisher
- Appbot
- Verification
- Community-listed (61.5% of the Claude directory)
- Filed under
- Data & Analytics
- Endpoint
-
https://api.appbot.co/mcp - Documentation
- Publisher setup docs
- Published tools
- 3 · 1-3 tools band
- Depth rank in Data & Analytics
- 181 of 198
- Snapshot
- August 2026
Appbot App Reviews is community-listed in the Claude directory, the tier 770 of 1,253 connectors sit in (61.5%). It is the default for a self-published server, and says nothing either way about quality.
In the publisher's words
How Appbot describes it
The Appbot MCP Server connects Appbot's customer app feedback intelligence to Claude, giving it structured access to sentiment analysis, topics, feature requests, ratings, review metadata, and historical trends from your iOS and Google Play app reviews. Instead of working with raw review text, Claude can query Appbot's structured feedback intelligence to answer questions like: What are the biggest drivers of negative reviews this month? Which feature requests have increased over the last 90 days? What issues are causing low ratings among iOS users? How has sentiment toward our latest release changed over time? Each team member connects with their own Appbot credentials, so Claude only ever sees the data that person already has access to in Appbot.
Quoted from the connector's own Claude directory listing as captured in August 2026. Node8 did not write it and does not vouch for it.
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This is an independent catalogue entry compiled by Node8 from Appbot App Reviews's public marketplace listing as it stood in August 2026. Listing facts come from the marketplaces; the comparisons against the rest of the directory and any live-endpoint measurements are Node8's. Node8 is not affiliated with Appbot, and inclusion here is not an endorsement.
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