Machine Relations Index
by FastDrop
Which source domains AI answer engines cite, by buyer category and question shape.
Which source domains AI answer engines cite, by buyer category and question shape. Official MCP Registry: ai.machinerelations/mri@1.0.0. Remote endpoint: https://machinerelations.ai/mcp
Problem it solves
Discoverable MCP server listed in the official MCP Registry.
How it's different
Remote MCP endpoint ingested from the official registry and probed by FastDrop.
Ingested from the official MCP Registry
FastDrop pulled this entry from the official MCP Registry as ai.machinerelations/mri and probed the endpoint. The maker did not submit it, so the outbound link is not endorsed
and the description is not theirs.
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Read directly from the endpoint on 2 Oct 2026. Not supplied by the maker.
mri_list_categoriesList 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 voca
mri_get_categoryReturn 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, collec
mri_get_cited_sourcesRanked 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 (editoria
mri_get_domainFor 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-categ
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