ModelsAgree

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

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

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "ModelsAgree": {
      "url": "https://modelsagree.com/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (5)

• search_best read-only

  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.

  Parameters:

  • query (required) — string — A category, use-case, or brand name — e.g. 'best llm observability', 'ci/cd for cloud native', or 'Langfuse'.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• get_best_in_category read-only

  Get the full ranked leaderboard and verdict for a category slug (obtained from search_best or list_categories), e.g. 'best-llm-observability'.

  Parameters:

  • slug (required) — string — Category slug, e.g. best-llm-observability

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• get_product read-only

  Get a single brand/product's record across every category it is ranked in, with verdicts and its homepage.

  Parameters:

  • slug (required) — string — Product slug, e.g. langfuse

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• get_poll_history read-only

  Get the raw poll history — every model's pick over time — behind a category's verdict. The credibility/audit trail. Optionally filter by model.

  Parameters:

  • slug (required) — string — Category slug, e.g. best-llm-observability
  • limit — integer — Optional: max rows (default 100).
  • model — string — Optional: only this model's picks.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• list_categories read-only

  List every category ModelsAgree ranks (slug + title). Large; prefer search_best when you have a specific need.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

Publisher website

Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.