See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead.
Connect Remote server
claude mcp add --transport http visibility https://frontstat.com/api/mcp --header "Authorization: Bearer <YOUR_API_KEY>"
{
"mcpServers": {
"visibility": {
"url": "https://frontstat.com/api/mcp",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
{
"servers": {
"visibility": {
"type": "http",
"url": "https://frontstat.com/api/mcp",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
Settings > Connectors > Add custom connector
URL: https://frontstat.com/api/mcp
Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.
Tools 6 found in our last check
check_public_launchLook 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 lin…
get_visibilityYour latest FrontStat 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 a FrontStat plan (Lite or…
list_buyer_questionsEach buyer question FrontStat asks the AI search engines about your market, with yes or no per engine: does the answer recommend your product. Needs a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.
who_wins_insteadThe 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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.
cited_sitesThe 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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the…
visibility_historyOne 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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your sub…
Headers
| Name | Description |
|---|---|
AuthorizationOptional, secret | Optional. "Bearer <token>" with your FrontStat Pro dashboard token, for the Pro tools. |
Details
| Endpoint | https://frontstat.com/api/mcp (Streamable HTTP) |
| First published | 1 Oct 2026 |
| Last updated | 1 Oct 2026 |
| Registry name | com.frontstat/visibility |
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