    servers/
        communication/
        visibility
  

VI

Visibility

Unverified Claim & verify → Communication

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

Visit website ↗ Try Remote Server

Overview Installation

Overview

Visibility is an MCP server that monitors whether ChatGPT, Claude, and Gemini recommend your startup's product, and identifies which competitors they suggest instead. It integrates directly into AI assistants as callable tools, giving you real-time insight into how major AI models position your offering in the market.

The server runs as a hosted remote endpoint at https://frontstat.com/api/mcp. You authenticate with an API key and need only point your MCP client to the endpoint—no local installation required. The latest release is v1.0.0.

Visibility is listed in the Communication category on mcp.site and works with Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, Zed, and other MCP clients. If you maintain this server for frontstat.com, claim this listing to verify ownership and keep information up to date.

▸Hosted endpoint — Streamable HTTP · https://frontstat.com/api/mcp

Installation

Settings → Connectors → Add custom connector
Name: Visibility
URL:  https://frontstat.com/api/mcp

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