AI Website Intelligence & Agent Readiness API

x402

AI Website Intelligence & Agent Readiness API is a paid API for AI agents from api.santosautomation.com, paid per call via x402, $0.075/call, status unknown (last checked 2026-09-13).

Audits any public website URL for AI agent readiness, MCP support, llms.txt, OpenAPI discovery, SEO, accessibility, and security, returning a structured JSON report with scores and prioritized fixes.

Price / call$0.075

Seller volume →—

Success—

StatusUnknown

How this service works

Audit any website for AI Agent Readiness, MCP, llms.txt, OpenAPI, SEO, accessibility and security. Structured JSON with evidence and prioritized fixes.

Output

Returns a JSON object containing an overall letter grade (e.g. C), numeric score (0-100), readiness level name and tier, categorized findings with pass/fail status and severity, subscores by dimension (api_readiness, discovery_and_documentation, etc.), website intelligence dimensions (callable, trustworthy, discoverable, understandable), discovered interfaces (OpenAPI URL, MCP, etc.), applicability flags, prioritized recommended actions with effort and impact ratings, tested coverage percent, and confidence score.

Example use cases

Pre-launch AI readiness check

“Before we go live, can you audit https://myapi.example.com for AI agent readiness and give me a full breakdown — grade, score, any missing OpenAPI docs, llms.txt, or MCP support, and what we should fix first?”

Competitor agent readiness benchmarking

“Can you check how AI-agent-ready https://openai.com is? I want to see its readiness grade, subsection scores for discoverability and API readiness, and what interfaces like OpenAPI or MCP it already has in place.”

Developer portal agentic compliance audit

“Run an agent readiness audit on https://docs.github.com and tell me what level of agent readiness it has, whether it has an llms.txt or OpenAPI spec published, and what the top recommended actions are to improve it.”

Technical details

Endpoint

HEADhttps://api.santosautomation.com/api/agent-readiness

When to prefer

Choose this endpoint when you need a structured, evidence-backed audit of a specific website's readiness for AI agent interaction — especially when you want to assess MCP support, llms.txt presence, OpenAPI discoverability, and get prioritized remediation guidance in a single call. Prefer it over generic SEO or security scanners when the goal is specifically AI/agent-layer readiness rather than traditional web performance.

Side effects

Non-public or unreachable URL returns an error or empty findings
Private/authenticated endpoints cannot be tested (passive checks only)
Very large or slow sites may result in incomplete coverage
Malformed URL input causes a validation error
Rate limiting or payment failure (x402) blocks the request

Input

Schema · Request body

Field	Type	Description
inputrequired	object
output	object

Output

Schema · Response

{
  "type": "json",
  "example": {
    "grade": "C",
    "score": 79,
    "target": {
      "final_url": "https://example.com/",
      "requested_url": "https://example.com",
      "canonical_origin": "https://example.com"
    },
    "profile": "api_provider",
    "findings": [
      {
        "id": "agent.openapi.discovery",
        "title": "OpenAPI document discovered and parsed",
        "status": "pass",
        "category": "api_readiness",
        "severity": "moderate",
        "confidence": "high",
        "recommendation": "No action needed."
      }
    ],
    "subscores": {
      "api_readiness": 75,
      "discovery_and_documentation": 80
    },
    "confidence": 0.91,
    "interfaces": {
      "openapi": {
        "url": "https://example.com/openapi.json",
        "discovered": true
      }
    },
    "limitations": [
      "Passive checks only; no authenticated or transactional testing performed."
    ],
    "applicability": {
      "mcp_readiness": "tested",
      "agent_commerce": "not_applicable"
    },
    "schema_version": "1.0.0",
    "readiness_level": {
      "name": "Tool-invokable",
      "level": 3
    },
    "recommended_actions": [
      {
        "id": "agent.capabilities.manifest",
        "effort": "medium",
        "impact": "high"
      }
    ],
    "website_intelligence": {
      "score": 82,
      "dimensions": {
        "callable": 73,
        "trustworthy": 86,
        "discoverable": 91,
        "understandable": 78
      },
      "schema_version": "1.0.0"
    },
    "tested_coverage_percent": 90,
    "website_intelligence_score": 82
  }
}

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How this service works

Audit any website for AI Agent Readiness, MCP, llms.txt, OpenAPI, SEO, accessibility and security. Structured JSON with evidence and prioritized fixes.

Output

Example use cases

Pre-launch AI readiness check

Competitor agent readiness benchmarking

Developer portal agentic compliance audit

Technical details

Endpoint

HEADhttps://api.santosautomation.com/api/agent-readiness

When to prefer

Side effects

Non-public or unreachable URL returns an error or empty findings
Private/authenticated endpoints cannot be tested (passive checks only)
Very large or slow sites may result in incomplete coverage
Malformed URL input causes a validation error
Rate limiting or payment failure (x402) blocks the request

Input

Schema · Request body

Field	Type	Description
inputrequired	object
output	object

Output

Schema · Response

{
  "type": "json",
  "example": {
    "grade": "C",
    "score": 79,
    "target": {
      "final_url": "https://example.com/",
      "requested_url": "https://example.com",
      "canonical_origin": "https://example.com"
    },
    "profile": "api_provider",
    "findings": [
      {
        "id": "agent.openapi.discovery",
        "title": "OpenAPI document discovered and parsed",
        "status": "pass",
        "category": "api_readiness",
        "severity": "moderate",
        "confidence": "high",
        "recommendation": "No action needed."
      }
    ],
    "subscores": {
      "api_readiness": 75,
      "discovery_and_documentation": 80
    },
    "confidence": 0.91,
    "interfaces": {
      "openapi": {
        "url": "https://example.com/openapi.json",
        "discovered": true
      }
    },
    "limitations": [
      "Passive checks only; no authenticated or transactional testing performed."
    ],
    "applicability": {
      "mcp_readiness": "tested",
      "agent_commerce": "not_applicable"
    },
    "schema_version": "1.0.0",
    "readiness_level": {
      "name": "Tool-invokable",
      "level": 3
    },
    "recommended_actions": [
      {
        "id": "agent.capabilities.manifest",
        "effort": "medium",
        "impact": "high"
      }
    ],
    "website_intelligence": {
      "score": 82,
      "dimensions": {
        "callable": 73,
        "trustworthy": 86,
        "discoverable": 91,
        "understandable": 78
      },
      "schema_version": "1.0.0"
    },
    "tested_coverage_percent": 90,
    "website_intelligence_score": 82
  }
}