Visibility MCP Server

by frontstat Your server? Claim it

answering

Visibility is answering right now. Last checked 11 min ago. It exposes 6 tools.

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

Uptime history 10 days of history · worst day 20%

10 days agonow

100.0%

Uptime 24h

91 of 91 checks

Tools

read from the server

270 ms

Response time

average over 24h

open, no key

Access

streamable-http

What changed 1

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 2 October 2026. No other catalogue keeps this.

2 Oct a tool description was rewritten get_visibility

Visibility does not always answer

Over the last week it answered 92.2% of our checks. We check every 15 minutes, so you hear about the next outage within the hour — not from your users.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 11 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

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

~/Library/Application Support/Claude/claude_desktop_config.json

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

~/.codex/config.toml

[mcp_servers.visibility]
url = "https://frontstat.com/api/mcp"

.cursor/mcp.json

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

.vscode/mcp.json

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

Available tools 6

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

visibility

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.

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.

buyer

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.

cited

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.

public

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.

who

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.

Endpoints

URL	Transport	State	Latency	Checked
https://frontstat.com/api/mcp	streamable-http	answering	195 ms	11 min ago

Alternatives to Visibility

same job, measured the same way

Vantage

by vantagemcp

Checks whether ChatGPT, Gemini and Perplexity cite your site, and who they cite instead.

answering

Website Auditor

by spikeycoder

AI visibility + site audits: see if ChatGPT, Perplexity, Claude & Gemini recommend a website.

277 installs/wk local only

CrazySEO

by d08m

Audit whether ChatGPT, Gemini and Perplexity recommend a site. Readiness checks need no keys.

91 installs/wk local only

CrazySEO

by bolidee

Audit whether ChatGPT, Gemini and Perplexity recommend a site. Readiness checks need no keys.

local only

Startup Name Check

by openkrill

Check whether the domain for a startup, product or business name is already registered.

3 tools answering

Cited AI Visibility Check

by impowerdlifestyle-code

Check whether ChatGPT, Perplexity and Gemini recommend a business. By Cited (cited.voreli.ai)

60 installs/wk local only

INITE AI Visibility

by inite

See how ChatGPT, Claude, Gemini and Perplexity read any website. Scored out of 100.

49 installs/wk 16 tools answering

Parse

by parse

See how ChatGPT, Claude, Perplexity, and Gemini cite brands, prompts, and sources.

32 installs/wk 52 tools answering

Visibility — questions

Answers built from our own checks of this server.

What can Visibility do?

It exposes 6 tools, read directly from the server on our last check. Among them: check_public_launch, cited_sites, get_visibility, list_buyer_questions, visibility_history, who_wins_instead. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is Visibility working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 270 ms. The bar chart above shows every period we have measured.

How do I connect Visibility?

Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does Visibility need an API key?

No. Visibility completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 6 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is Visibility?

It answers our handshake in 270 ms on average, which is faster than 51% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.