visibility

com.frontstat/visibilityVersion 1.0.0

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

Status

Responds158 msNov 14, 2026, 13:57 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 13:57 UTC
Latency: 158 ms
Remotes responding: 1 of 1
Sign-in: No sign-in
Hosting: Hosted outside the EU (detected)
Registry data as of: Nov 14, 2026, 21:12 UTC

Data from the official MCP Registry, checked by run.zero. How we check

Connect

Streamable HTTP

https://frontstat.com/api/mcpResponds158 msNov 14, 2026, 13:57 UTC

No sign-in

Claude Code

claude mcp add --transport http visibility https://frontstat.com/api/mcp

Claude Desktop and claude.ai

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Settings > Connectors > Add custom connector
Name: visibility
Remote MCP server URL: https://frontstat.com/api/mcp

Cursor

{
  "mcpServers": {
    "visibility": {
      "url": "https://frontstat.com/api/mcp"
    }
  }
}

VS Code

code --add-mcp '{"name":"visibility","type":"http","url":"https://frontstat.com/api/mcp"}'

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Tools

6 tools

Tools of visibility
	Description		Read-only	Idempotent	Open world
`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.	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.	No	Yes	Yes	No
`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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	No	Yes	Yes	No
`get_visibility`Your 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 Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	Your 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 Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	No	Yes	Yes	No
`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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	No	Yes	Yes	No
`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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	No	Yes	Yes	No
`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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	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 a FrontStat plan (Lite or Pro): send your dashboard token as a Bearer token. Covers the domain on your subscription.	No	Yes	Yes	No

Details

Registry status: Active
Published: Oct 1, 2026
Updated: Oct 1, 2026
Website: https://frontstat.com/mcp⁠ (opens in a new tab)
Repository: Not given
Categories (suggested): AI modelsSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared

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