AI & Machine Learning

frontstat.com

FrontStat MCP server tracks product launch rankings and AI assistant visibility, showing whether ChatGPT, Claude, and Gemini recommend your product for buyer questions and which competitors and cited sites they name instead.

1 endpoint6 known toolsFirst detected October 1, 2026Last detected October 1, 2026

ENDPOINT 1

https://frontstat.com/api/mcp

No auth detected

MCP server metadata

Name: frontstat
Version: 1.0.0

Capabilities

tools

Server instructions

FrontStat measures whether AI assistants (ChatGPT, Claude, Gemini) recommend a startup's product. check_public_launch works for anyone. The other tools read the caller's own FrontStat Pro reports and need their dashboard token as a Bearer token.

Known tools 6

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.

Inferred read-only

get_visibility

Your latest FrontStat Pro report: date, visibility score, whether each AI assistant recommends your product for your main buyer question and who it names instead, and for your 10 buyer questions how many answers recommend you (X of Y) per assistant.

Inferred read-only

list_buyer_questions

Each buyer question FrontStat asks the AI assistants about your market, with yes or no per assistant: does the answer recommend your product.

Inferred read-only

who_wins_instead

The products the AI assistants name instead of yours, and the sites they cite, each with how many answers it appears in, from your latest Pro report.

Inferred read-only

cited_sites

The sites the AI assistants cite most when they answer your buyer questions, with how many answers cite each one, your own domain left out.

Inferred read-only

visibility_history

One point per day for the last 30 days: your visibility score and how many answers recommend your product.

Inferred read-only

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

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

Claude Code

.mcp.json

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

Claude Desktop

Settings → Connectors → Add custom connector

Name: frontstat
Remote MCP URL: https://frontstat.com/api/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

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

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

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

Generic MCP

Client-specific MCP configuration

{
  "name": "frontstat",
  "transport": "streamable-http",
  "url": "https://frontstat.com/api/mcp"
}

MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

TRUST AND VERIFICATION EVIDENCE

Trust Data Available

BuiltWith Trust API v2 evidence for frontstat.com was fetched 2026-10-03T07:17:58.413Z.

Trust status Trusted

frontstat.com is assessed as Trusted: Domain has an established technology history spanning over a year.

Indexed

Evidence is source-attributed and does not guarantee that a third-party server is safe. Risk labels are conservative metadata heuristics.