Machine Relations Index

ai.machinerelations/mriVersion 1.1.1

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

Status

Responds517 msNov 14, 2026, 13:31 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 13:31 UTC
Latency: 517 ms
Remotes responding: 1 of 1
Sign-in: No sign-in
Hosting: Hosted outside the EU (detected)
Registry data as of: Nov 14, 2026, 22:14 UTC

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Connect

Streamable HTTP

https://machinerelations.ai/mcpResponds517 msNov 14, 2026, 13:31 UTC

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Claude Code

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

Claude Desktop and claude.ai

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Settings > Connectors > Add custom connector
Name: mri
Remote MCP server URL: https://machinerelations.ai/mcp

Cursor

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

VS Code

code --add-mcp '{"name":"mri","type":"http","url":"https://machinerelations.ai/mcp"}'

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Tools

6 tools

Tools of Machine Relations Index
	Description		Read-only	Idempotent	Open world
`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.	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.	No	Yes	Yes	No
`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 runs citing the domain), rank, percentile and source role (editorial publication, vendor-owned, analyst research, community, academic/government, market database, wire distribution). This rate is not split by engine. For one engine, use mri_get_engine.	Ranked source domains that AI answer engines cite, pooled across engines, 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, market database, wire distribution). This rate is not split by engine. For one engine, use mri_get_engine.	No	Yes	Yes	No
`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 observed runs, and whether the engine's sample clears the evidence floor), confidence tier, rank among all cited domains and within its source role, and per-category segment rates. Use to answer 'does ChatGPT cite <site>' or 'what share of Perplexity runs cite <site>'. A published byEngine row with runsCited 0 means that engine did not cite the domain. byEngine is the whole window, not a rate inside one category.	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 observed runs, and whether the engine's sample clears the evidence floor), confidence tier, rank among all cited domains and within its source role, and per-category segment rates. Use to answer 'does ChatGPT cite <site>' or 'what share of Perplexity runs cite <site>'. A published byEngine row with runsCited 0 means that engine did not cite the domain. byEngine is the whole window, not a rate inside one category.	No	Yes	Yes	No
`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 returns collectionRegime, its sources since the change, which is what it cites now. Pass category to limit the list to sources with a published segment in that category; the rate stays the whole-window rate and is not a rate inside the category. Collecting categories and engines below the evidence floor withhold the ranking. Use to answer 'what sources does Perplexity cite most?' or 'which sources does Google AI Overviews cite among published <category> sources'.	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 returns collectionRegime, its sources since the change, which is what it cites now. Pass category to limit the list to sources with a published segment in that category; the rate stays the whole-window rate and is not a rate inside the category. Collecting categories and engines below the evidence floor withhold the ranking. Use to answer 'what sources does Perplexity cite most?' or 'which sources does Google AI Overviews cite among published <category> sources'.	No	Yes	Yes	No
`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.	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.	No	Yes	Yes	No
`mri_list_engines`List each answer engine with its latest-successful model metadata and historical modelPeriods (null when unavailable), the engine's observed runs and days, whether that sample clears the evidence floor, and the most-cited source on that engine across the whole window.	List each answer engine with its latest-successful model metadata and historical modelPeriods (null when unavailable), the engine's observed runs and days, whether that sample clears the evidence floor, and the most-cited source on that engine across the whole window.	No	Yes	Yes	No

Details

Registry status: Active
Published: Nov 9, 2026
Updated: Nov 9, 2026
Website: https://machinerelations.ai/machine-relations-index⁠ (opens in a new tab)
Repository: https://github.com/Bramwell-Inc/machinerelations-plugins⁠ (opens in a new tab)
Categories: Uncategorized
GDPR: Not declared

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