Official MCP RegistryListed
com.frontstat/visibility
See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead.
First seen 2 Oct 2026. Evidence as of 5 Oct 2026.
6
Tools
From an anonymous probe
1
Source listings
Each with its own history
1
Recorded changes
Since first seen
Tools
| Tool | Description | Behaviour |
|---|---|---|
| check_public_launch | Look up a product launch that FrontStat already tracks: its name, its rank on this week's or this month's launch board, its visibility score (0 to 100), and whether ChatGPT, Claude and Gemini recommend it for its buyer question, with the products they name instead. Returns a link to its public FrontStat page. If FrontStat does not track the domain yet, says so and links to the free report. No token needed. | Read-only |
| cited_sites | The sites the AI search engines cite most when they answer your buyer questions, with how many answers cite each one, your own domain left out. These are the pages to get mentioned on. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription. | Read-only |
| get_visibility | Your latest FrontStat Pro report: date, visibility score, whether each AI search engine recommends your product for your main buyer question and who it names instead, and for your buyer questions how many answers recommend you (X of Y) per assistant. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription. | Read-only |
| list_buyer_questions | Each buyer question FrontStat asks the AI search engines about your market, with yes or no per engine: does the answer recommend your product. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription. | Read-only |
| visibility_history | One point per day for the last 30 days: your visibility score and how many answers recommend your product. Use it to see whether your changes moved AI search engines. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription. | Read-only |
| who_wins_instead | The products the AI search engines name instead of yours, and the sites they cite, each with how many answers it appears in, from your latest Pro report. Needs FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription. | Read-only |
Change history
- get_visibility: description changed (-"10")
| Source | Listing | First seen | Last seen | Versions |
|---|---|---|---|---|
| Official MCP Registry | com.frontstat/visibility | 2 Oct 2026 | 5 Oct 2026 | 1 |