{
  "project_id": "containers/kubernetes-mcp-server",
  "repo": "containers/kubernetes-mcp-server",
  "name": "kubernetes-mcp-server",
  "github_url": "https://github.com/containers/kubernetes-mcp-server",
  "homepage_url": null,
  "language": "Go",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "containers",
    "context",
    "kubernetes",
    "kubernetes-mcp",
    "mcp",
    "model",
    "modelcontextprotocol",
    "openshift",
    "protocol"
  ],
  "description": "Model Context Protocol (MCP) server for Kubernetes and OpenShift",
  "overview": "Use containers/kubernetes-mcp-server when the user needs a mcp server project with docker, kubernetes, serverless deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "stacklok/toolhive",
      "reason": "Related to containers/kubernetes-mcp-server through mcp server category and docker deployment."
    },
    {
      "repo": "freddy-schuetz/n8n-claw",
      "reason": "Related to containers/kubernetes-mcp-server through mcp server category and docker deployment."
    },
    {
      "repo": "heygen-com/hyperframes",
      "reason": "Related to containers/kubernetes-mcp-server through mcp server category and docker deployment."
    },
    {
      "repo": "mudler/LocalAI",
      "reason": "Related to containers/kubernetes-mcp-server through mcp server category and docker deployment."
    },
    {
      "repo": "awslabs/mcp",
      "reason": "Related to containers/kubernetes-mcp-server through mcp server category and kubernetes deployment."
    },
    {
      "repo": "ComposioHQ/composio",
      "reason": "Related to containers/kubernetes-mcp-server through mcp server category and docker deployment."
    },
    {
      "repo": "googleapis/mcp-toolbox",
      "reason": "Related to containers/kubernetes-mcp-server through mcp server category and docker deployment."
    },
    {
      "repo": "Portkey-AI/gateway",
      "reason": "Related to containers/kubernetes-mcp-server through mcp server category and docker deployment."
    }
  ],
  "dependencies": [
    "MCP"
  ],
  "deployments": [
    "docker",
    "kubernetes",
    "serverless",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"model context protocol\" in metadata.",
        "Matched \"modelcontextprotocol\" in metadata.",
        "Matched \"mcp\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"kubernetes\" in repository content.",
        "Matched \"helm chart\" in repository content.",
        "Matched \"serverless\" in repository content.",
        "Matched \"npm install\" 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."
      ]
    }
  },
  "quality_signals": {
    "stars": 1755,
    "recent_commits": 49,
    "contributors": 63,
    "issue_response_time_hours": null,
    "release_frequency_180d": 7
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 32,
  "agent_score": 80,
  "score": 90,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 54,
    "deployment": 100,
    "popularity": 65,
    "community": 100
  },
  "git_top_score": 90,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 69,
    "documentation": 92,
    "stability": 100,
    "adoption": 97,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use containers/kubernetes-mcp-server when the user needs a mcp server project with docker, kubernetes, serverless deployment options.",
    "purpose": "Use containers/kubernetes-mcp-server when the user needs a mcp server project with docker, kubernetes, serverless deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
    ],
    "outputs": [
      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
    "good_for": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "docker",
      "kubernetes",
      "serverless",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"model context protocol\" in metadata.",
          "Matched \"modelcontextprotocol\" in metadata.",
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"kubernetes\" in repository content.",
          "Matched \"helm chart\" in repository content.",
          "Matched \"serverless\" in repository content.",
          "Matched \"npm install\" 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."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "source_fields": [
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      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-07-06T16:00:11.271Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "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": "2026-07-06T16:00:11.271Z",
  "knowledge": {
    "project": {
      "id": "containers/kubernetes-mcp-server",
      "owner": "containers",
      "name": "kubernetes-mcp-server",
      "full_name": "containers/kubernetes-mcp-server",
      "github_url": "https://github.com/containers/kubernetes-mcp-server",
      "homepage_url": null,
      "description": "Model Context Protocol (MCP) server for Kubernetes and OpenShift",
      "language": "Go",
      "topics": [
        "containers",
        "context",
        "kubernetes",
        "kubernetes-mcp",
        "mcp",
        "model",
        "modelcontextprotocol",
        "openshift",
        "protocol"
      ],
      "license": "Apache-2.0",
      "stars": 1755,
      "forks": 381,
      "open_issues": 82,
      "default_branch": "main",
      "created_at": "2025-02-11T02:57:36Z",
      "updated_at": "2026-07-06T15:28:03Z",
      "pushed_at": "2026-07-06T15:27:57Z",
      "synced_at": "2026-07-06T16:00:11.271Z"
    },
    "agent_card": {
      "project_id": "containers/kubernetes-mcp-server",
      "project_kind": "project",
      "category": "mcp_server",
      "difficulty": "beginner",
      "deployment": [
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        "kubernetes",
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        "library_only",
        "local",
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      ],
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [],
      "summary_for_agent": "Use containers/kubernetes-mcp-server when the user needs a mcp server project with docker, kubernetes, serverless deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"model context protocol\" in metadata.",
            "Matched \"modelcontextprotocol\" in metadata.",
            "Matched \"mcp\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"helm chart\" in repository content.",
            "Matched \"serverless\" in repository content.",
            "Matched \"npm install\" 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."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-07-06T16:00:11.271Z"
    },
    "metrics": {
      "project_id": "containers/kubernetes-mcp-server",
      "stars_30d_delta": 103,
      "commits_30d": 49,
      "releases_180d": 7,
      "contributors_90d": 63,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 32,
      "maintenance_score": 54,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-06T16:00:11.271Z"
    }
  },
  "resolved_from": {
    "requested_id": "containers/kubernetes-mcp-server",
    "resolved_id": "containers/kubernetes-mcp-server",
    "resolution": "direct"
  },
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    "source": "d1",
    "reason": "d1_query",
    "project_count": 794,
    "generated_at": "2026-07-06T20:27:40.704Z",
    "loaded_project_limit": 2000,
    "truncated": false
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}