com.frontstat/visibility

com.frontstat/visibility · v1.0.0 · search-and-web

com.frontstat/visibility is healthy: it completed an MCP handshake in 2713 ms and exposes 6 tools. It scores 59/100.

See whether ChatGPT, Claude and Gemini recommend a startup's product, and who they name instead.

Endpoint: https://frontstat.com/api/mcp (streamable-http)

No repository listed · Website · JSON · Add to my inventory

Score 59/100

health17 / 25
authEase15 / 15
toolQuality15 / 15
maintenance7 / 15
adoption0 / 10
usage0 / 10
security5 / 10

Scoring v0.3, computed 2026-10-14T20:26:03.264Z.

Health history

Checked (UTC)StatusLatencyError
2026-10-14T19:30:39.210ZHealthy2713

Tools (6)

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 link to its public Front
get_visibilityYour 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
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 FrontStat 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 FrontStat 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 FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.
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 FrontStat Pro: send your dashboard token as a Bearer token. Covers the domain on your subscription.