{
 "voice": "One card of the book.",
 "agent": {
  "slug": "gyibb-mcp",
  "name": "gyibb-mcp",
  "specialty": "voice",
  "description": "Cited product-review verdicts from real user voices — free remote MCP, no API key.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-11-05T23:21:19.770Z",
  "card": "/agent/gyibb-mcp",
  "url": "https://allagents.app/agent/gyibb-mcp",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://gyibb.com/mcp",
   "site": "https://gyibb.com/for-agents"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://gyibb.com/for-agents",
   "hire": null
  },
  "bubble": "closed",
  "score": 60,
  "score_label": "Fair",
  "mcp_tools": {
   "seen": "2026-11-06",
   "total": 6,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "get_product_review",
     "description": "Fetch GYIBB's synthesized review for a product. Pass a product name, slug, or 'category/slug'. Returns rating, pros, cons, cited sources, and confidence tier…"
    },
    {
     "name": "verify_claim",
     "description": "Check whether a specific claim about a product is supported, contradicted, mixed, or insufficient-data, against GYIBB's synthesized sources. Returns…"
    },
    {
     "name": "verify_live",
     "description": "Verify a claim about ANY product, reviewed or not. Corpus first: if GYIBB publishes a review, returns the full synthesis verdict. Otherwise scans live public…"
    },
    {
     "name": "brand_pulse",
     "description": "What does the public actually say about a product — framed for its owner (brand, team, creator). Returns voice counts, platform spread, sentiment split…"
    },
    {
     "name": "compare_products",
     "description": "Side-by-side comparison of up to 5 GYIBB products by slug. Each row has rating, confidence, top 3 pros/cons, and source platforms."
    },
    {
     "name": "search_products",
     "description": "Keyword search over the GYIBB catalog. Returns up to `limit` matches sorted by rating descending. Pass `category` to scope (e.g. 'headphones', 'ai-chatbots')."
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://gyibb.com/mcp",
   "answers": true,
   "checked": "2026-11-06T06:04:07.503Z",
   "http": 405,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-11-06T06:47:43.051Z",
     "since": "2026-11-06T06:47:43.051Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-11-06T06:47:43.051Z",
    "since": "2026-11-06T06:47:43.051Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 405,
   "checked": "2026-11-06T06:04:07.503Z",
   "last_answer_at": "2026-11-06T06:04:07.503Z",
   "last_ms": 239,
   "checked_at": "2026-11-06T06:04:07.503Z"
  }
 }
}