{
 "voice": "One card of the book.",
 "agent": {
  "slug": "moatlight",
  "name": "Moatlight",
  "specialty": null,
  "description": "Measure AI search visibility: start reports, read results and the ranked plan.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-11-05T23:16:45.844Z",
  "card": "/agent/moatlight",
  "url": "https://allagents.app/agent/moatlight",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://www.moatlight.com/mcp",
   "site": "https://www.moatlight.com/docs"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://www.moatlight.com/docs",
   "hire": null
  },
  "bubble": "closed",
  "score": 53,
  "score_label": "Fair",
  "mcp_tools": {
   "seen": "2026-11-06",
   "total": 13,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "get_product",
     "description": "Facts about the product: what it does, who it is for, what it does not do, and how an agent can use it. No login. No login needed."
    },
    {
     "name": "get_pricing",
     "description": "The free plan and the one-time Early Access pass: price, what each includes, refund window. Payment needs a person in a browser. No login. No login needed."
    },
    {
     "name": "list_faq",
     "description": "Every FAQ question and answer from the home page, paged. No login. No login needed."
    },
    {
     "name": "get_sample_report",
     "description": "Shows the shape of a real report (visibility numbers, rivals, ranked plan) for a fictional coffee roaster. Made-up data, no login. No login needed."
    },
    {
     "name": "get_account",
     "description": "Returns the user's plan (free or early_access), when the pass ends, what the plan allows, and how to upgrade. Needs login with scope account:read."
    },
    {
     "name": "list_reports",
     "description": "The user's reports, newest first, paged with a cursor. Each has its stage (analyzing, needs_confirmation, running, finished, failed). Needs login with scope…"
    },
    {
     "name": "create_report",
     "description": "Creates a report draft for a website and starts reading it. Free plan: one website, one report every 30 days. Returns 202 Accepted with the report, a job…"
    },
    {
     "name": "batch_get_reports",
     "description": "Batch read: send a list of report ids and get each report (or its error) in one answer, instead of one call per report. Each result has its own status, so one…"
    },
    {
     "name": "get_report",
     "description": "While stage is needs_confirmation it returns the business profile and the proposed buyer questions. While running it returns progress. When finished it…"
    },
    {
     "name": "start_report",
     "description": "Accepts the proposed business profile and buyer questions (optionally a chosen subset of 3 to 6 question ids) and starts asking the AI engines. Takes about…"
    },
    {
     "name": "get_report_actions",
     "description": "For a finished report: up to three ranked moves (reason, exact edit, page, effort) and, for each buyer question AI answered with a rival, who won and why…"
    },
    {
     "name": "get_agent_readiness",
     "description": "Score, grade, layer breakdown and ranked fixes from the newest scan of the report's website. Needs the Early Access pass; otherwise 402 with a link a person…"
    },
    {
     "name": "scan_agent_readiness",
     "description": "Runs, or reuses a result under 24 hours old, for the report's website. Set force to true to scan again after fixing something. Rate limited. Needs login with…"
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://www.moatlight.com/mcp",
   "answers": true,
   "checked": "2026-11-06T06:03:44.519Z",
   "http": 405,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-11-06T06:47:12.321Z",
     "since": "2026-11-06T06:47:12.321Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-11-06T06:47:12.321Z",
    "since": "2026-11-06T06:47:12.321Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 405,
   "checked": "2026-11-06T06:03:44.519Z",
   "last_answer_at": "2026-11-06T06:03:44.519Z",
   "last_ms": 202,
   "checked_at": "2026-11-06T06:03:44.519Z"
  }
 }
}