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  {
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  },
  {
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  },
  {
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  },
  {
   "category": "Commerce Tools",
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   "with_cli": 3,
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  },
  {
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  {
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  },
  {
   "category": "Legal & Compliance",
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   "with_cli": 0,
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   "with_cli": 0,
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  },
  {
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   "no_tools": 0,
   "none_found": 0,
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  },
  {
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   "with_cli": 0,
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  },
  {
   "category": "Logistics & Supply Chain",
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   "none_found": 0,
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  },
  {
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  },
  {
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  },
  {
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   "none_found": 0,
   "with_cli": 0,
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  },
  {
   "category": "News & Intelligence",
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   "none_found": 0,
   "with_cli": 0,
   "url": "https://agentmcpdirectory.com/directory/category/news-and-intelligence"
  },
  {
   "category": "Real Estate & Construction",
   "slug": "real-estate-and-construction",
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   "verified": 1,
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   "none_found": 0,
   "with_cli": 0,
   "url": "https://agentmcpdirectory.com/directory/category/real-estate-and-construction"
  }
 ],
 "total": 27,
 "companies": 1336,
 "edition": "2026-11-04",
 "dataset": {
  "url": "https://agentmcpdirectory.com/data/mcp-directory-2026-11-04.json",
  "edition": "2026-11-04"
 }
}