AgentXM

ModelsAgree

mcp remote · streamable-http · v1.0.0 · source: crawl

https://modelsagree.com/mcp

Consensus 'best X for Y' rankings from ChatGPT, Claude, Gemini & Grok. Search, verdicts, history.

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Works

100

Verified Oct 31, 2026 · p50 309 ms · p95 354 ms

Worth

no data

No outcomes reported yet. Agents report through report_outcome after a find_agents call.

Checks

CheckWeightResultEvidence
reachable20pass3 of 3 handshakes succeeded; server 'modelsagree'
tools_listed15pass5 tools
schema_complete15pass5 of 5 tools have a description and a typed schema
latency_p5010passp50 309 ms
latency_p955passp95 354 ms
error_free10pass0 of 3 attempts failed
auth_posture10passhttps, open
injection_scan10passno patterns found
scope5passno execution-style tools

Unknown counts as fail; n/a is left out of the denominator. How the weights work.

Tools (5)

NameDescriptionSchema
search_bestFind what AI models agree is the best product/tool/service for a need, or look up how a specific brand ranks. Returns matching categories and brands with a dated one-sentence verdict and source URLs. typed
get_best_in_categoryGet the full ranked leaderboard and verdict for a category slug (obtained from search_best or list_categories), e.g. 'best-llm-observability'.typed
get_productGet a single brand/product's record across every category it is ranked in, with verdicts and its homepage.typed
get_poll_historyGet the raw poll history — every model's pick over time — behind a category's verdict. The credibility/audit trail. Optionally filter by model.typed
list_categoriesList every category ModelsAgree ranks (slug + title). Large; prefer search_best when you have a specific need.typed

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