{
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    "description": "A curated, DevOps-focused list of Model Context Protocol (MCP) servers—covering source control, IaC, Kubernetes, CI/CD, cloud, observability, security, and collaboration—with a bias toward maintained, production-ready integrations.",
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    "license": "CC0-1.0"
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  "quality_score": 7,
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    "maintenance": 15,
    "documentation": 92,
    "stability": 70,
    "adoption": 60,
    "agent_readability": 90
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      "contribution": 16,
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    },
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        "description": "3 use cases and 3 inferred dependencies are available."
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        "signal": "Tradeoff disclosure",
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      "label": "Open project knowledge",
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      "label": "Inspect graph",
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      "label": "Find alternatives",
      "href": "/alternatives/WagnerAgent/awesome-mcp-servers-devops",
      "kind": "alternatives"
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      "label": "Compare shortlist",
      "href": "/api/compare?repos=WagnerAgent/awesome-mcp-servers-devops",
      "kind": "compare"
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      "label": "Get category recommendations",
      "href": "/api/recommend?category=mcp_server&limit=5",
      "kind": "recommend"
    }
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      "maintenance": 20,
      "deployment": 90,
      "popularity": 40,
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