AI Visibility Index

io.github.pulse-digital-devPublished by GitHub account pulse-digital-devv1.0.0Updated Oct 24, 2026

AI visibility rankings for 104 Japanese EC companies across ChatGPT, Claude, Gemini, Perplexity.

VerifiedStreamable HTTPWeb executableData & AnalyticsBusiness & Commerce

Overview

AI-generated overview

A remote MCP server that lets an assistant look up AI visibility (LLMO/GEO) scores for Japanese e-commerce companies across ChatGPT, Claude, Gemini and Perplex

What you can do
Look up a domain's AI visibility score, per-engine scores, citation rate and industry ranking, based on a monthly scan of 104 Japanese EC companies. List the covered industries with average scores, company counts and score ranges. Retrieve the scoring methodology, including tested engines, query types, formula and data freshness.
When to use it
Useful when comparing or benchmarking how visible Japanese e-commerce brands are in AI assistant answers, or when explaining LLMO/GEO scoring to a client. It is a narrow, Japan-EC-specific index rather than a general SEO tool.
Requirements
A remote streamable HTTP endpoint; no package installation, account, API key or environment variables are declared.
Before you install
Results are limited to a fixed monthly scan of 104 Japanese e-commerce companies, so they do not generalize to other markets or sectors. Scores are third-party index figures; check the methodology tool before relying on them.

Installation

In SourceWeft

  1. Open AI Visibility Index in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.pulse-digital-dev%2Fmcp-ai-visibility-index/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "ai-visibility-index": {
      "type": "http",
      "url": "https://ai-visibility-index.dev/mcp"
    }
  }
}

README

This repository has no README.

Tools

3

check_ai_visibility

AI Visibility Score Checker (LLMO/GEO)

Check the AI visibility (LLMO/GEO) score for a specific domain. Returns the overall score (0-100), scores from 4 AI engines (ChatGPT, Claude, Gemini, Perplexity), citation rate, and industry ranking. Data is based on the AI Visibility Index monthly scan of 104 Japanese EC companies. Useful for LLMO (Large Language Model Optimization) and GEO (Generative Engine Optimization) analysis. | 日本EC企業104社のAI検索可視性スコアをドメイン指定で照会。

Parametersdomainrequired

list_ai_visibility_industries

AI Visibility Industry Summary

List all industries covered by the AI Visibility Index with their average LLMO/GEO scores, company counts, and score ranges. Currently covers 9 Japanese EC industries with 104 companies total. | 9業界のAI可視性スコア平均・企業数・スコア範囲を一覧表示。

Takes no parameters.

get_ai_visibility_methodology

AI Visibility Scoring Methodology

Get the AI Visibility Index scoring methodology: how LLMO/GEO scores are calculated, which AI engines are tested (ChatGPT, Claude, Gemini, Perplexity), query types, scoring formula, and data freshness. | スコアリング方法論（計算式・対象エンジン・クエリ種別・データ更新頻度）。

Takes no parameters.

Version history

1
  1. v1.0.0LatestSep 16, 2026

Score

75% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • License10 pts

    Declare a license in the repository or the registry entry.