Server definition

Hash: sha256:73d217e13b78538bb99b9113f0d8b0ba6106e07830296b9dda59c3bdeb285c6f
What it is: What a remote MCP server returned when asked what it offers: 5 tools

The blob, as servednamed by its sha256

{
  "instructions": "ModelsAgree tells you what the top AI models (ChatGPT, Claude, Gemini, Grok) AGREE is the best product, tool, or service for a given need — continuously re-polled, with a dated one-sentence verdict and a public audit trail. Use search_best for any 'what's the best X for Y' question, then get_best_in_category for the full ranking. Covers all domains EXCEPT medical/health, financial/investment, and legal advice. Attribution: modelsagree.com, CC BY 4.0.",
  "tools": [
    {
      "description": "Get the full ranked leaderboard and verdict for a category slug (obtained from search_best or list_categories), e.g. 'best-llm-observability'.",
      "inputSchema": {
        "properties": {
          "slug": {
            "description": "Category slug, e.g. best-llm-observability",
            "type": "string"
          }
        },
        "required": [
          "slug"
        ],
        "type": "object"
      },
      "name": "get_best_in_category",
      "outputSchema": null
    },
    {
      "description": "Get the raw poll history — every model's pick over time — behind a category's verdict. The credibility/audit trail. Optionally filter by model.",
      "inputSchema": {
        "properties": {
          "limit": {
            "description": "Optional: max rows (default 100).",
            "maximum": 500,
            "minimum": 1,
            "type": "integer"
          },
          "model": {
            "description": "Optional: only this model's picks.",
            "enum": [
              "ChatGPT",
              "Claude",
              "Gemini",
              "Grok"
            ],
            "type": "string"
          },
          "slug": {
            "description": "Category slug, e.g. best-llm-observability",
            "type": "string"
          }
        },
        "required": [
          "slug"
        ],
        "type": "object"
      },
      "name": "get_poll_history",
      "outputSchema": null
    },
    {
      "description": "Get a single brand/product's record across every category it is ranked in, with verdicts and its homepage.",
      "inputSchema": {
        "properties": {
          "slug": {
            "description": "Product slug, e.g. langfuse",
            "type": "string"
          }
        },
        "required": [
          "slug"
        ],
        "type": "object"
      },
      "name": "get_product",
      "outputSchema": null
    },
    {
      "description": "List every category ModelsAgree ranks (slug + title). Large; prefer search_best when you have a specific need.",
      "inputSchema": {
        "properties": {},
        "type": "object"
      },
      "name": "list_categories",
      "outputSchema": null
    },
    {
      "description": "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.",
      "inputSchema": {
        "properties": {
          "query": {
            "description": "A category, use-case, or brand name — e.g. 'best llm observability', 'ci/cd for cloud native', or 'Langfuse'.",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "type": "object"
      },
      "name": "search_best",
      "outputSchema": null
    }
  ]
}

Verify it yourself

curl -s https://api.teppi.xyz/v1/evidence/sha256:73d217e13b78538bb99b9113f0d8b0ba6106e07830296b9dda59c3bdeb285c6f | sha256sum