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visibility-index

MCP serverDatabases & data

Lets your agent look up measured AI-answer visibility shares across 20 SaaS brands from an open dataset.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use visibility-index to get visibility index

About this server

Measured share of answer for 20 SaaS brands. An open dataset, not an audit of your site.

Install visibility-index

The server’s own address, for the clients that take one directly. Or connect ahel onceand every client you use reads it from one address, with the account kept on ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http --scope user visibility-index 'https://dabyte.ai/mcp'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://dabyte.ai/mcp

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=visibility-index&config=eyJ1cmwiOiJodHRwczovL2RhYnl0ZS5haS9tY3AifQ==

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://dabyte.ai/mcp

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add visibility-index --url 'https://dabyte.ai/mcp'

    Run it once, then sign in with codex mcp login visibility-index if the server asks for an account.

From the project's README

As published by creanlab/ai-visibility-index in README.md. This repository publishes several servers, so only the opening is shown here.

Weekly measurements of which brands AI assistants actually name when a buyer asks a category question — published as open data by VECTORY on two data desks:

SiteNicheBrandsLive data
dabyte.aiSaaS & AI tools20aiv.json · history · CSV
dablock.aiCrypto & Web324aiv.json · history · CSV

This repository is a mirror for discovery and reproducibility. The canonical, always-current data lives on the domains above — no key, no sign-up, machine-first (JSON, CSV, markdown mirrors, llms.txt, MCP tools at /.well-known/mcp.json).

What is measured

Shortened here. Read the whole README on GitHub.

Tools it offers (5)

What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.

  • get_visibility_index
  • get_brand_visibility
  • list_tracked_brands
  • get_history
  • get_methodology

Signals

Last commit
Sep 2026
Advanced
Delivery
visibility-index MCP server → your ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
ai-dabyte-visibility-index
Source
github.com/creanlab/ai-visibility-index
Hosted endpoint
https://dabyte.ai/mcp

github.com/creanlab/ai-visibility-index

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