{
  "project_id": "WagnerAgent/awesome-mcp-servers-devops",
  "repo": "WagnerAgent/awesome-mcp-servers-devops",
  "name": "awesome-mcp-servers-devops",
  "github_url": "https://github.com/WagnerAgent/awesome-mcp-servers-devops",
  "homepage_url": "https://trywagner.dev",
  "language": null,
  "license": "CC0-1.0",
  "project_kind": "collection",
  "collection_metadata": {
    "scope": "awesome_list",
    "curated": true,
    "estimated_items": 100,
    "freshness": "active"
  },
  "category": [
    "mcp_server"
  ],
  "tags": [
    "agentic-ai",
    "ai",
    "awesome",
    "awesome-list",
    "aws",
    "azure",
    "devops",
    "devsecops",
    "llm",
    "mcp",
    "mcp-server",
    "model-context-protocol",
    "sre"
  ],
  "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.",
  "overview": "Use WagnerAgent/awesome-mcp-servers-devops when the user needs a curated mcp server resource collection with docker, kubernetes, local usage paths.",
  "alternatives": [
    {
      "repo": "trpc-group/trpc-agent-go",
      "reason": "Same mcp server intent with rag, mcp, observability overlap."
    },
    {
      "repo": "heymrun/heym",
      "reason": "Same mcp server intent with rag, mcp, observability overlap."
    },
    {
      "repo": "patchy631/ai-engineering-hub",
      "reason": "Same mcp server intent with rag, mcp overlap."
    }
  ],
  "related": [
    {
      "repo": "ModelEngine-Group/nexent",
      "reason": "Related to WagnerAgent/awesome-mcp-servers-devops through mcp server category and docker deployment."
    },
    {
      "repo": "the-open-agent/openagent",
      "reason": "Related to WagnerAgent/awesome-mcp-servers-devops through mcp server category and docker deployment."
    },
    {
      "repo": "iflytek/astron-agent",
      "reason": "Related to WagnerAgent/awesome-mcp-servers-devops through mcp server category and docker deployment."
    },
    {
      "repo": "argoproj-labs/mcp-for-argocd",
      "reason": "Related to WagnerAgent/awesome-mcp-servers-devops through mcp server category and docker deployment."
    },
    {
      "repo": "dagucloud/dagu",
      "reason": "Related to WagnerAgent/awesome-mcp-servers-devops through mcp server category and docker deployment."
    },
    {
      "repo": "deepset-ai/haystack",
      "reason": "Related to WagnerAgent/awesome-mcp-servers-devops through mcp server category and docker deployment."
    },
    {
      "repo": "weam-ai/weam",
      "reason": "Related to WagnerAgent/awesome-mcp-servers-devops through mcp server category and docker deployment."
    },
    {
      "repo": "containers/kubernetes-mcp-server",
      "reason": "Related to WagnerAgent/awesome-mcp-servers-devops through mcp server category and docker deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "Vector database",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "kubernetes",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "discover related AI projects",
    "compare implementation patterns",
    "bootstrap project selection"
  ],
  "not_good_for": [
    "users expecting a single installable runtime or library",
    "edge-only Cloudflare Workers deployment without adaptation"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"model context protocol\" in metadata.",
        "Matched \"mcp\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"kubernetes\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 96,
    "recent_commits": 0,
    "contributors": 14,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 36,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 7,
  "agent_score": 57,
  "score": 67,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 10,
    "deployment": 90,
    "popularity": 40,
    "community": 59
  },
  "git_top_score": 67,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 7,
    "documentation": 92,
    "stability": 55,
    "adoption": 61,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use WagnerAgent/awesome-mcp-servers-devops when the user needs a curated mcp server resource collection with docker, kubernetes, local usage paths.",
    "purpose": "Use WagnerAgent/awesome-mcp-servers-devops when the user needs a curated mcp server resource collection with docker, kubernetes, local usage paths.",
    "install": "Reference collection; there is no direct install step.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
    ],
    "outputs": [
      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
    "good_for": [
      "discover related AI projects",
      "compare implementation patterns",
      "bootstrap project selection",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
    ],
    "not_good_for": [
      "users expecting a single installable runtime or library",
      "edge-only Cloudflare Workers deployment without adaptation",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "docker",
      "kubernetes",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "trpc-group/trpc-agent-go",
        "reason": "Same mcp server intent with rag, mcp, observability overlap."
      },
      {
        "repo": "heymrun/heym",
        "reason": "Same mcp server intent with rag, mcp, observability overlap."
      },
      {
        "repo": "patchy631/ai-engineering-hub",
        "reason": "Same mcp server intent with rag, mcp overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"model context protocol\" in metadata.",
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"kubernetes\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 36,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "source_fields": [
      "project.description",
      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics"
    ],
    "caveats": [
      "users expecting a single installable runtime or library",
      "edge-only Cloudflare Workers deployment without adaptation",
      "Collection/resource hub; not a single installable runtime."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-08-18T04:56:56.092Z"
  },
  "caveats": [
    "users expecting a single installable runtime or library",
    "edge-only Cloudflare Workers deployment without adaptation",
    "Collection/resource hub; not a single installable runtime."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-08-18T04:56:56.092Z",
  "knowledge": {
    "project": {
      "id": "WagnerAgent/awesome-mcp-servers-devops",
      "owner": "WagnerAgent",
      "name": "awesome-mcp-servers-devops",
      "full_name": "WagnerAgent/awesome-mcp-servers-devops",
      "github_url": "https://github.com/WagnerAgent/awesome-mcp-servers-devops",
      "homepage_url": "https://trywagner.dev",
      "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.",
      "language": null,
      "topics": [
        "agentic-ai",
        "ai",
        "awesome",
        "awesome-list",
        "aws",
        "azure",
        "devops",
        "devsecops",
        "llm",
        "mcp",
        "mcp-server",
        "model-context-protocol",
        "sre"
      ],
      "license": "CC0-1.0",
      "stars": 96,
      "forks": 55,
      "open_issues": 20,
      "default_branch": "main",
      "created_at": "2025-12-10T15:40:08Z",
      "updated_at": "2026-08-07T13:58:01Z",
      "pushed_at": "2026-07-03T19:23:09Z",
      "synced_at": "2026-08-18T04:56:56.092Z"
    },
    "agent_card": {
      "project_id": "WagnerAgent/awesome-mcp-servers-devops",
      "project_kind": "collection",
      "collection_metadata": {
        "scope": "awesome_list",
        "curated": true,
        "estimated_items": 100,
        "freshness": "active"
      },
      "category": "mcp_server",
      "difficulty": "beginner",
      "deployment": [
        "docker",
        "kubernetes",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "discover related AI projects",
        "compare implementation patterns",
        "bootstrap project selection"
      ],
      "not_good_for": [
        "users expecting a single installable runtime or library",
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "alternatives": [
        {
          "project_id": "trpc-group/trpc-agent-go",
          "reason": "Same mcp server intent with rag, mcp, observability overlap."
        },
        {
          "project_id": "heymrun/heym",
          "reason": "Same mcp server intent with rag, mcp, observability overlap."
        },
        {
          "project_id": "patchy631/ai-engineering-hub",
          "reason": "Same mcp server intent with rag, mcp overlap."
        }
      ],
      "summary_for_agent": "Use WagnerAgent/awesome-mcp-servers-devops when the user needs a curated mcp server resource collection with docker, kubernetes, local usage paths.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"model context protocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"kubernetes\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-08-18T04:56:56.092Z"
    },
    "metrics": {
      "project_id": "WagnerAgent/awesome-mcp-servers-devops",
      "stars_30d_delta": 1,
      "commits_30d": 0,
      "releases_180d": 0,
      "contributors_90d": 14,
      "issue_first_response_median_hours": null,
      "recent_push_days": 45,
      "git_score": 7,
      "maintenance_score": 10,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 36,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-08-18T04:56:56.092Z"
    }
  },
  "resolved_from": {
    "requested_id": "WagnerAgent/awesome-mcp-servers-devops",
    "resolved_id": "WagnerAgent/awesome-mcp-servers-devops",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1159,
    "generated_at": "2026-08-19T17:42:59.559Z",
    "snapshot_id": "d1:1159:2026-08-19T16:52:04.252Z",
    "latest_synced_at": "2026-08-19T16:52:04.252Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}