canairecommendmybusiness.com WebMCP Tools, Schemas & Agent Capabilities

canairecommendmybusiness.com

live Unverified (seed import) AI & Agents 2 tools imperative implementation

Can AI confidently recommend your business? The AI Recommendation Readiness Audit shows whether your business is understandable, verifiable, recommendable, and usable by AI.

First seen 2026-09-07 · Last seen 2026-09-14 · Source: webmcp.com

Answer 1 · Act 1 · Transact 0 · Score: Not yet scored

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assess_ai_recommendation_readiness

act imperative

Assess whether a business is ready to be understood, verified, trusted, recommended, and used by AI systems, from structured inputs (business size, data maturity, technical stack, goals). Returns a readiness score, tier, gap analysis, priority actions, and roadmap. Read-only and deterministic; performs no consequential actions and guarantees no ranking.

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Input schema

Property	Type	Required	Description
`businessSize`	string	yes	Size of the business/organization.
`dataMaturity`	string	yes	Availability and maturity of structured/machine-readable data.
`technicalStack`	string	yes	Technical stack / infrastructure sophistication.
`goals`	array	no	One or more readiness goals (1–8, unique values from the enum).

Raw JSON schema

{
  "type": "object",
  "properties": {
    "businessSize": {
      "type": "string",
      "enum": [
        "solo",
        "micro",
        "small",
        "midmarket",
        "enterprise"
      ],
      "description": "Size of the business/organization."
    },
    "dataMaturity": {
      "type": "string",
      "enum": [
        "none",
        "basic",
        "developing",
        "structured",
        "advanced"
      ],
      "description": "Availability and maturity of structured/machine-readable data."
    },
    "technicalStack": {
      "type": "string",
      "enum": [
        "minimal",
        "standard",
        "modern",
        "advanced"
      ],
      "description": "Technical stack / infrastructure sophistication."
    },
    "goals": {
      "type": "array",
      "items": {
        "type": "string",
        "enum": [
          "ai_visibility",
          "lead_generation",
          "trust_authority",
          "content_coverage",
          "conversion_optimization",
          "structured_data",
          "agent_readiness",
          "reputation_management"
        ]
      },
      "minItems": 1,
      "maxItems": 8,
      "uniqueItems": true,
      "default": [
        "ai_visibility"
      ],
      "description": "One or more readiness goals (1–8, unique values from the enum)."
    }
  },
  "required": [
    "businessSize",
    "dataMaturity",
    "technicalStack"
  ],
  "additionalProperties": false
}

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