com.frontstat/visibility

up checked 2026-11-11T08:39:05.487Z

Unclaimed · Unverified

Publisher-provided description

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

Summary by lookupd

Lets an agent check whether ChatGPT, Claude and Gemini recommend a product, track visibility scores over time, and see competitors named…

Install

Claude Code, remote (streamable-http)

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

Codex, remote (streamable-http)

codex mcp add visibility --url https://frontstat.com/api/mcp

Cursor, remote (streamable-http) → .cursor/mcp.json

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

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Publisher-provided text

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 whe
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 instea
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
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
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 pa
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 en

Shows this live status and links here; updates hourly.

[![lookupd status](https://lookupd.com/badge/com.frontstat/visibility.svg)](https://lookupd.com/servers/com.frontstat/visibility)