ai.machinerelations/mri

up checked 2026-11-10T18:37:35.958Z

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Publisher-provided title

Machine Relations Index

Publisher-provided description

Machine Relations Index (MRI) by Jaxon Parrott: the sources AI engines cite, by buyer category.

Summary by lookupd

Query citation data showing which source domains AI answer engines cite, by buyer category, engine, and domain citation rate.

Install

Claude Code, remote (streamable-http)

claude mcp add --transport http mri https://machinerelations.ai/mcp

Codex, remote (streamable-http)

codex mcp add mri --url https://machinerelations.ai/mcp

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "mri": {
      "url": "https://machinerelations.ai/mcp"
    }
  }
}

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Publisher-provided text

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 c
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 sta
mri_get_cited_sources Ranked source domains that AI answer engines cite, pooled across engines, for one category and question shape, with citation rate (share of monitored answer run
mri_get_domain For one domain or URL, return how often AI answer engines cite it: overall citation rate, the rate on each engine (overall.byEngine: cited runs, that engine's o
mri_list_engines List each answer engine with the model the release roster names, the engine's observed runs and days, whether that sample clears the evidence floor, and the mos
mri_get_engine Ranked sources one answer engine cites, by that engine's citation rate across the whole window; an engine whose collection changed inside the window also return

Shows this live status and links here; updates hourly.

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