Mencoro MCP server

Ask an AI assistant how your brand is doing in AI answers — rank, mentions, sentiment and Share of Voice — in plain language.

Mencoro tracks how brands surface in AI answer engines — ChatGPT, Perplexity, Google AI Overview and AI Mode — and in Google Search and Shopping. The MCP server exposes that data to any MCP client as 17 read-only tools and 12 prompts.

The server is hosted. Most clients should connect to it directly:

https://api.mencoro.com/mcp

This repository holds the public metadata for that server plus a small stdio bridge (@mencoro/mcp) for hosts that can only launch a local process. It does not contain the Mencoro application source.

Connect

Clients that speak remote MCP (recommended)

No install, no local process. Sign in with OAuth, or paste a personal access token as a header.

Clients that can only spawn a local process

Claude Desktop's manual configuration, and older stdio-only hosts, need a bridge. That is what this package is:

npx -y @mencoro/mcp

// claude_desktop_config.json
{
  "mcpServers": {
    "mencoro": {
      "command": "npx",
      "args": ["-y", "@mencoro/mcp"],
      "env": { "MENCORO_API_KEY": "mcp_pat_your_token" }
    }
  }
}

The token goes through the environment rather than an argument, so it does not appear in ps output and does not have to survive the host's argument splitting.

Authentication

Two ways in. Both give the same read-only access.

OAuth 2.1 — the one-click path. Supported by Claude, ChatGPT, Claude Code and any client that implements the MCP authorization spec. Nothing to copy or paste; revoke it from the app. The server advertises PKCE (S256), Client ID Metadata Documents, Dynamic Client Registration and RFC 9728 resource metadata, so clients discover everything they need from https://api.mencoro.com/.well-known/oauth-protected-resource/mcp.

Personal access token — for CLI clients, config files, and this bridge. Create one at tool.mencoro.com/me/mcp-server; it is shown once, starts with mcp_pat_, is read-only, and can be scoped to a single organization and given an expiry. Send it as Authorization: Bearer mcp_pat_….

ChatGPT cannot send a custom Authorization header to a remote connector — use OAuth there.

Client configuration

{
  "mcpServers": {
    "mencoro": {
      "url": "https://api.mencoro.com/mcp",
      "headers": { "Authorization": "Bearer mcp_pat_your_token" }
    }
  }
}

{
  "servers": {
    "mencoro": {
      "type": "http",
      "url": "https://api.mencoro.com/mcp",
      "headers": { "Authorization": "Bearer mcp_pat_your_token" }
    }
  }
}

[mcp_servers.mencoro]
url = "https://api.mencoro.com/mcp"
http_headers = { "Authorization" = "Bearer mcp_pat_your_token" }

{
  "mcpServers": {
    "mencoro": {
      "httpUrl": "https://api.mencoro.com/mcp",
      "headers": { "Authorization": "Bearer mcp_pat_your_token" }
    }
  }
}

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "mencoro": {
      "type": "remote",
      "url": "https://api.mencoro.com/mcp",
      "enabled": true,
      "headers": { "Authorization": "Bearer mcp_pat_your_token" },
      "oauth": false
    }
  }
}

{
  "mcpServers": {
    "mencoro": {
      "serverUrl": "https://api.mencoro.com/mcp",
      "headers": { "Authorization": "Bearer mcp_pat_your_token" }
    }
  }
}

{
  "mcpServers": {
    "mencoro": {
      "type": "http",
      "url": "https://api.mencoro.com/mcp",
      "headers": { "Authorization": "Bearer ${MENCORO_API_KEY}" }
    }
  }
}

Tools

All 17 are read-only. Nothing in this server can change a project, a tracked query or a setting.

Dates are ISO YYYY-MM-DD and must fall inside the retention window. Positions are 1-based and lower is better; every other metric improves as it rises.

The live definitions — names, descriptions, input and output schemas, annotations — are readable without a credential at https://api.mencoro.com/public/v1/mcp, a discovery-only mount of the same server that answers initialize, ping, tools/list and prompts/list and refuses everything else. Calling a tool still requires signing in at https://api.mencoro.com/mcp.

Prompts

Twelve ready-made questions, surfaced by clients that support MCP prompts:

brand_ai_overview · whats_changed · organization_overview · top_queries · biggest_movers · query_history · competitor_standing · head_to_head · negative_mentions · cited_sources · coverage_health · sov_explainer

ChatGPT submission and skills