com.mambabuilt/mcp-ai-answer-visibility-tracker

Whether AI Overviews, ChatGPT, Claude, Perplexity, and Gemini name and cite a brand.

What does this entry provide?

com.mambabuilt/mcp-ai-answer-visibility-tracker is an MCP server entry in ChatHome Skills, sourced from Official MCP Registry and scored 100/100. This catalog entry is the indexed repository mambalabsdev/mcp-ai-answer-visibility-tracker. The command is the string recorded from the source. It is not proof of a one-click install in every client. An MCP server exposes callable tools to a client. An agent skill is an instruction package. This entry is an MCP server record. ChatHome Skills discovered this entry through its daily ingest of official registries and GitHub discovery queries, and re-verifies repository facts, freshness signals, and install metadata on every run. The quality score weighs official-registry presence, a working install command, license clarity, GitHub star trajectory, and repository freshness — the full formula is on the Sources page. Review the repository push date and repository status before adding com.mambabuilt/mcp-ai-answer-visibility-tracker to a production agent workflow; the snapshot facts below are point-in-time values from the most recent ingest.

Snapshot facts

Source: Official MCP Registry
Quality: 100/100
Install method: npm
Repo: mambalabsdev/mcp-ai-answer-visibility-tracker
Repo updated: Nov 5, 2026
Seen: Nov 11, 2026

Install command

npx -y @mambalabsdev/mcp-ai-answer-visibility-tracker@1.0.1

Install method: npm

The command is the string recorded from the source. It is not proof of a one-click install in every client.

Review the upstream source before running this command.

GitHub project

Quality

100

Repo stars

Repo updated

Nov 5, 2026

How is this score calculated?

Weighted across six dimensions, scored 0-100.
Provenance (25): listed in an official or curated registry.
Installability (25): a runnable install command beats a declared transport, which beats a source checkout.
Maintenance (20): recency of the last push; archived entries score zero here.
Adoption (20): repository stars on a log curve.

MCP manifest

{
  "_meta": {
    "io.modelcontextprotocol.registry/official": {
      "status": "active",
      "isLatest": true,
      "updatedAt": "2026-11-05T10:12:51.431519Z",
      "publishedAt": "2026-11-05T10:12:51.431519Z",
      "statusChangedAt": "2026-11-05T10:12:51.431519Z"
    }
  },
  "server": {
    "name": "com.mambabuilt/mcp-ai-answer-visibility-tracker",
    "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
    "version": "1.0.1",
    "packages": [
      {
        "version": "1.0.1",
        "transport": {
          "type": "stdio"
        },
        "identifier": "@mambalabsdev/mcp-ai-answer-visibility-tracker",
        "registryType": "npm",
        "environmentVariables": [
          {
            "name": "APIFY_TOKEN",
            "format": "string",
            "isSecret": true,
            "isRequired": true,
            "description": "Apify API token from https://console.apify.com/account/integrations"
          },
          {
            "name": "OPENAI_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Your own OpenAI API key, only for that engine."
          },
          {
            "name": "ANTHROPIC_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Your own Anthropic API key, only for that engine."
          },
          {
            "name": "PERPLEXITY_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Your own Perplexity API key, only for that engine."
          },
          {
            "name": "GEMINI_API_KEY",
            "format": "string",
            "isSecret": true,
            "description": "Optional. Your own Google AI Studio (Gemini) API key, only for that engine."
          }
        ]
      }
    ],
    "repository": {
      "url": "https://github.com/mambalabsdev/mcp-ai-answer-visibility-tracker",
      "source": "github"
    },
    "description": "Whether AI Overviews, ChatGPT, Claude, Perplexity, and Gemini name and cite a brand."
  }
}

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