Official MCP RegistryListed
ModelsAgree
Consensus 'best X for Y' rankings from ChatGPT, Claude, Gemini & Grok. Search, verdicts, history.
First seen 2 Oct 2026. Evidence as of 10 Oct 2026.
5
Tools
From an anonymous probe
1
Source listings
Each with its own history
0
Recorded changes
Since first seen
Tools
| Tool | Description | Behaviour |
|---|---|---|
| get_best_in_category | Get the full ranked leaderboard and verdict for a category slug (obtained from search_best or list_categories), e.g. 'best-llm-observability'. | Read-only |
| get_poll_history | Get the raw poll history — every model's pick over time — behind a category's verdict. The credibility/audit trail. Optionally filter by model. | Read-only |
| get_product | Get a single brand/product's record across every category it is ranked in, with verdicts and its homepage. | Read-only |
| list_categories | List every category ModelsAgree ranks (slug + title). Large; prefer search_best when you have a specific need. | Read-only |
| search_best | Find 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. Use for any 'best X for Y' question. Excludes medical, financial, and legal advice. | Read-only |
Change history
No changes since the first observation. The first snapshot is the baseline.
| Source | Listing | First seen | Last seen | Versions |
|---|---|---|---|---|
| Official MCP Registry | com.modelsagree/modelsagree | 2 Oct 2026 | 10 Oct 2026 | 1 |