{
  "project_id": "defilantech/LLMKube",
  "repo": "defilantech/LLMKube",
  "name": "LLMKube",
  "github_url": "https://github.com/defilantech/LLMKube",
  "homepage_url": "https://llmkube.com",
  "language": "Go",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "local_llm_runtime"
  ],
  "tags": [
    "ai",
    "apple-silicon",
    "autoscaling",
    "edge-computing",
    "gguf",
    "gpu",
    "homelab",
    "inference",
    "kubernetes",
    "kubernetes-operator",
    "llama-cpp",
    "llm",
    "local-llm",
    "metal",
    "mlx",
    "multi-gpu",
    "nvidia",
    "self-hosted",
    "tgi",
    "vllm"
  ],
  "description": "Kubernetes operator for self-hosted LLM inference across a heterogeneous GPU fleet: NVIDIA CUDA, AMD Vulkan, and Apple Silicon Metal. Runtimes: llama.cpp, vLLM, TGI, mlx-server. Multi-GPU sharding, model caching, OpenAI-compatible endpoints. Apache-2.0, run across homelab and on-prem fleets, actively developed.",
  "overview": "Use defilantech/LLMKube when the user needs a local llm runtime project with docker, kubernetes, local deployment options.",
  "alternatives": [
    {
      "repo": "vllm-project/vllm",
      "reason": "Same local llm runtime intent with local_inference overlap."
    },
    {
      "repo": "vllm-project/vllm-omni",
      "reason": "Same local llm runtime intent with local_inference overlap."
    },
    {
      "repo": "kserve/kserve",
      "reason": "Same local llm runtime intent with local_inference overlap."
    }
  ],
  "related": [
    {
      "repo": "ddalcu/mlx-serve",
      "reason": "Related to defilantech/LLMKube through local llm runtime category and local deployment."
    },
    {
      "repo": "unslothai/unsloth",
      "reason": "Related to defilantech/LLMKube through local llm runtime category and docker deployment."
    },
    {
      "repo": "noumena-labs/Sipp",
      "reason": "Related to defilantech/LLMKube through local llm runtime category and docker deployment."
    },
    {
      "repo": "jaylfc/taOS",
      "reason": "Related to defilantech/LLMKube through local llm runtime category and local deployment."
    },
    {
      "repo": "mozilla-ai/llamafile",
      "reason": "Related to defilantech/LLMKube through local llm runtime category and local deployment."
    },
    {
      "repo": "toverainc/willow-inference-server",
      "reason": "Related to defilantech/LLMKube through local llm runtime category and docker deployment."
    },
    {
      "repo": "kserve/kserve",
      "reason": "Related to defilantech/LLMKube through local llm runtime category and docker deployment."
    },
    {
      "repo": "vllm-project/vllm",
      "reason": "Related to defilantech/LLMKube through local llm runtime category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "kubernetes",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "run local models",
    "serve inference endpoints",
    "prototype private LLM deployments"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "lightweight serverless applications"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"gguf\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"kubernetes\" in repository content.",
        "Matched \"helm chart\" 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, cuda, gpu.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 213,
    "recent_commits": 100,
    "contributors": 15,
    "issue_response_time_hours": null,
    "release_frequency_180d": 100
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 33,
    "commits_30d": "partial",
    "releases_180d": "partial",
    "contributors_90d": "complete"
  },
  "quality_score": 32,
  "agent_score": 70,
  "score": 88,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 60,
    "deployment": 90,
    "popularity": 47,
    "community": 60
  },
  "git_top_score": 88,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 73,
    "documentation": 92,
    "stability": 100,
    "adoption": 67,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-26T00:01:04.079Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
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      },
      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
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      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
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      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
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      },
      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
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      },
      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
        ]
      },
      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
        ]
      }
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    "coverage": {
      "observed": 3,
      "inferred": 1,
      "not_run": 2,
      "unknown": 0
    },
    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim."
    ]
  },
  "summary": {
    "tl_dr": "Use defilantech/LLMKube when the user needs a local llm runtime project with docker, kubernetes, local deployment options.",
    "purpose": "Use defilantech/LLMKube when the user needs a local llm runtime project with docker, kubernetes, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "model weights",
      "hardware/runtime config"
    ],
    "outputs": [
      "local inference",
      "served endpoints",
      "runtime logs"
    ],
    "good_for": [
      "run local models",
      "serve inference endpoints",
      "prototype private LLM deployments",
      "private inference",
      "local model serving",
      "self-hosted runtimes"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "lightweight serverless applications",
      "hosted SaaS deployment only",
      "non-ML projects"
    ],
    "deployment": [
      "docker",
      "kubernetes",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "vllm-project/vllm",
        "reason": "Same local llm runtime intent with local_inference overlap."
      },
      {
        "repo": "vllm-project/vllm-omni",
        "reason": "Same local llm runtime intent with local_inference overlap."
      },
      {
        "repo": "kserve/kserve",
        "reason": "Same local llm runtime intent with local_inference overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"gguf\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"kubernetes\" in repository content.",
          "Matched \"helm chart\" 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, cuda, gpu.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "partial",
      "releases_180d": "partial",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-26T00:01:04.079Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 2,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    },
    "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",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "lightweight serverless applications",
      "Partial or estimated quality signals: commits30d, releases180d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-09-26T00:01:04.079Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "lightweight serverless applications",
    "Partial or estimated quality signals: commits30d, releases180d.",
    "Independent installation, security, or runtime probes have not been run for this project."
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  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
  "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",
    "verification.signals"
  ],
  "last_verified_at": "2026-09-26T00:01:04.079Z",
  "knowledge": {
    "project": {
      "id": "defilantech/LLMKube",
      "owner": "defilantech",
      "name": "LLMKube",
      "full_name": "defilantech/LLMKube",
      "github_url": "https://github.com/defilantech/LLMKube",
      "homepage_url": "https://llmkube.com",
      "description": "Kubernetes operator for self-hosted LLM inference across a heterogeneous GPU fleet: NVIDIA CUDA, AMD Vulkan, and Apple Silicon Metal. Runtimes: llama.cpp, vLLM, TGI, mlx-server. Multi-GPU sharding, model caching, OpenAI-compatible endpoints. Apache-2.0, run across homelab and on-prem fleets, actively developed.",
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      "license": "Apache-2.0",
      "stars": 213,
      "forks": 35,
      "open_issues": 90,
      "default_branch": "main",
      "created_at": "2025-11-12T22:53:23Z",
      "updated_at": "2026-09-25T21:13:27Z",
      "pushed_at": "2026-09-25T21:14:31Z",
      "synced_at": "2026-09-26T00:01:04.079Z"
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      "use_cases": [
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          "project_id": "vllm-project/vllm",
          "reason": "Same local llm runtime intent with local_inference overlap."
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        {
          "project_id": "vllm-project/vllm-omni",
          "reason": "Same local llm runtime intent with local_inference overlap."
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          "reason": "Same local llm runtime intent with local_inference overlap."
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      "classification": {
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          "confidence": "medium",
          "evidence": [
            "Matched \"gguf\" in metadata."
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          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"helm chart\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, cuda, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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      "schema_version": "v1",
      "generated_at": "2026-09-26T00:01:04.079Z"
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    "metrics": {
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      "commits_30d": 100,
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}