This MCP server provides access to monthly AI visibility ranking data for 104 Japanese EC companies. Rankings measure how often companies are cited across four AI engines: ChatGPT, Claude, Gemini, and Perplexity. Developers can query the dataset from MCP-compatible AI agents.
🛠️ Key Features
- Benchmarks AI visibility rankings for 104 Japanese EC companies
- Covers four AI engines: ChatGPT, Claude, Gemini, Perplexity
- Monthly measurement and publication of ranking data
- MCP endpoint:
https://ai-visibility-index.dev/mcp - Transport: Streamable HTTP (JSON-RPC 2.0 over HTTP POST)
- Authentication: anonymous access with a limit of 10 requests per month
🚀 Use Cases
- Retrieve AI visibility rankings in MCP-enabled clients such as Claude Desktop, Cursor, or Windsurf
- Compare how often EC companies are cited by different AI engines over time
⚡ Developer Benefits
- Direct MCP access to ranking data without separate scraping workflows
- JSON-RPC 2.0 over HTTP POST for standard developer integration
⚠️ Limitations
- Anonymous access is rate-limited to 10 requests per month
- Data scope is limited to 104 Japanese EC companies and the specified four AI engines