Machine Relations Index

Reliability

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How to connect

Add it to any MCP client that supports remote servers.

{
  "mcpServers": {
    "machine-relations-index": {
      "type": "http",
      "url": "https://machinerelations.ai/mcp"
    }
  }
}

4 tools

• mri_list_categories

  List every Machine Relations Index category (e.g. cybersecurity, fintech, enterprise-software, ai-visibility-geo) with the question shapes that have published citation rates, plus the source-role vocabulary. Call this first to get a valid category key.

• mri_get_category

  Return one category's question shapes (best tools, how buyers choose, comparisons, top lists, problem-first research, is it worth it, news) and the evidence state of each: published with rates, collecting, or not collectable.

• mri_get_cited_sources

  Ranked source domains that AI answer engines cite for one category and question shape, with citation rate (share of monitored answer runs citing the domain), rank, percentile and source role (editorial publication, vendor-owned, analyst research, community, academic/government…

• mri_get_domain

  For one domain or URL, return how often AI answer engines cite it: overall citation rate, which engines cite it, confidence tier, rank among all cited domains and within its source role, and per-category segment rates. Use to answer 'does ChatGPT/Perplexity cite <site>' or 'how…

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