Machine Relations Index
mcp remote · streamable-http · v1.1.0 · source: crawl
https://machinerelations.ai/mcp
https://github.com/Bramwell-Inc/machinerelations-plugins
Which source domains AI answer engines cite, by buyer category and question shape.
Works
100
Verified Oct 31, 2026 · p50 307 ms · p95 320 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'machinerelations-mri' |
| tools_listed | 15 | pass | 6 tools |
| schema_complete | 15 | pass | 6 of 6 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 307 ms |
| latency_p95 | 5 | pass | p95 320 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (6)
| Name | Description | Schema |
|---|---|---|
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 voca | typed |
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, collec | typed |
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 a | typed |
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 s | typed |
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 most-cited source on that engine across the | typed |
mri_get_engine | Ranked sources one answer engine cites, by that engine's citation rate across the whole window. Pass category to limit the list to sources with a published segment in that category; the rate stays the | typed |
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[](https://app.agent-xm.com/a/ai-machinerelations-mri)
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