ModelsAgree

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.

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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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