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Directory / Machine Relations Index

Machine Relations Index

by machinerelations.ai · https://machinerelations.ai/mcp

Which source domains AI answer engines cite, by buyer category and question shape.

6 tools✓ all read-only✓ no account neededPricing: not listed
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90 /100
PASS · WITH NOTES

11 of 11 checks · 29 Oct 2026

Is Machine Relations Index MCP server safe?

A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

What it can do

6 tools, in the server's own words.

mri_list_categoriesread-only

List every Machine Relations Index category (e.g.

mri_get_categoryread-only

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 st…

mri_get_cited_sourcesread-only

Ranked source domains that AI answer engines cite, pooled across engines, for one category and question shape, with citation rate (share of monitored answer ru…

mri_get_domainread-only

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 …

mri_list_enginesread-only

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 mo…

mri_get_engineread-only

Ranked sources one answer engine cites, by that engine's citation rate across the whole window.

Test results

Safe mode: only tools labeled read-only were run. How the test works

Test it yourself

Free and open source. Same checks, same score.

npx qamcp-cli https://machinerelations.ai/mcp

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QAmcp badge for Machine Relations Index

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Score over time

One test so far. New tests will show here.

Reviews

Coming soon: reviews from people who use Machine Relations Index, signed in with GitHub, one per person. Reviews never change the score.

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