ModelsAgree
What ChatGPT, Claude, Gemini & Grok agree is the best product, tool, or service for any "best X for Y" need — continuously re-polled rankings with a dated verdict and a public poll audit trail. Excludes medical, financial, and legal advice.
README
ModelsAgree MCP Server
What the top AI models agree is the best product, tool, or service — as an MCP server.
ModelsAgree continuously polls ChatGPT, Claude, Gemini, and Grok on "best X for Y" questions and publishes the consensus: a dated one-sentence verdict, the full ranked leaderboard, and a public audit trail of every model's pick over time. This MCP server makes that data directly callable by any MCP host.
Covers all domains except medical/health, financial/investment, and legal advice (the models hedge there).
Connect
Hosted, stateless, read-only, no auth:
https://modelsagree.com/mcp
Claude (claude.ai or Claude Desktop): Settings → Connectors → Add custom connector → paste the URL above.
Cursor (~/.cursor/mcp.json):
{
"mcpServers": {
"modelsagree": { "url": "https://modelsagree.com/mcp" }
}
}
Any MCP client that speaks Streamable HTTP works the same way.
Tools
| Tool | Arguments | Returns |
|---|---|---|
search_best |
query |
Categories & brands matching a need, each with a dated verdict + source URL |
get_best_in_category |
slug |
Full ranked leaderboard + verdict for a category |
get_product |
slug |
One brand's record across every category it's ranked in |
get_poll_history |
slug, model?, limit? |
The per-model poll audit trail behind a verdict |
list_categories |
— | The full catalog (slug + title) |
Example
Ask your assistant: "What's the best LLM observability tool?" — it calls search_best,
gets best-llm-observability with the consensus verdict, then get_best_in_category for the
full ranking.
Data & attribution
Rankings are re-polled on a demand-gated cadence and every response is licensed
CC BY 4.0 (attribution: modelsagree.com). The underlying open API is also directly
fetchable at https://modelsagree.com/api/v1/ (see /api/v1/README.md).
Powered by
A single stateless endpoint on Cloudflare Workers wrapping the public ModelsAgree API — no database of its own, no keys, no state.
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