Visibility

com.frontstatv1.0.0Updated Oct 1, 2026

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

VerifiedStreamable HTTPWeb executableAI & ML

Overview

AI-generated overview

Lets an assistant check whether ChatGPT, Claude and Gemini recommend a startup's product, and which competitors they name instead.

What it does
Visibility reports how major AI assistants talk about a product. According to the description, it shows whether ChatGPT, Claude and Gemini recommend a startup's product and who they name instead. The manifest lists no individual tools, but distinguishes base tools from optional Pro tools enabled by a dashboard token.
When to use it
Useful for founders, marketers or analysts who want to see how their product appears in AI assistant answers and which competitors are mentioned in its place. It is meant for periodic checks of AI recommendation visibility rather than for editing or publishing content.
Requirements
A remote streamable HTTP endpoint at nothing is installed locally. No authentication is required for the base tools. The Pro tools need an Authorization header of the form "Bearer " using a FrontStat Pro dashboard token.
Before you install
The optional Authorization header carries a FrontStat Pro dashboard token, so treat it as a secret and avoid exposing it in shared or logged configurations. The description does not state what data is sent to FrontStat or how results are stored, so review the provider's terms before use.

Installation

In SourceWeft

  1. Open Visibility in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Other MCP clients

Add this to your client's mcpServers config.

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

Tools

0
Tool metadata has not been indexed yet.

Version history

1
  1. v1.0.0LatestOct 1, 2026