{
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  "name": "production-stack",
  "github_url": "https://github.com/vllm-project/production-stack",
  "homepage_url": "https://docs.vllm.ai/projects/production-stack",
  "language": "Python",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "llm_eval"
  ],
  "tags": [],
  "description": "vLLM’s reference system for K8S-native cluster-wide deployment with community-driven performance optimization",
  "overview": "Use vllm-project/production-stack when the user needs a llm eval project with docker, kubernetes, local deployment options.",
  "alternatives": [
    {
      "repo": "comet-ml/opik",
      "reason": "Similar llm eval with docker/kubernetes deployment overlap."
    },
    {
      "repo": "Arize-ai/phoenix",
      "reason": "Similar llm eval with docker/kubernetes deployment overlap."
    },
    {
      "repo": "confident-ai/deepeval",
      "reason": "Similar llm eval with local/cloud deployment overlap."
    }
  ],
  "related": [
    {
      "repo": "EricLBuehler/mistral.rs",
      "reason": "Related to vllm-project/production-stack through llm eval category and docker deployment."
    },
    {
      "repo": "agentevals-dev/agentevals",
      "reason": "Related to vllm-project/production-stack through llm eval category and docker deployment."
    },
    {
      "repo": "promptfoo/promptfoo",
      "reason": "Related to vllm-project/production-stack through llm eval category and docker deployment."
    },
    {
      "repo": "huggingface/inference-benchmarker",
      "reason": "Related to vllm-project/production-stack through llm eval category and docker deployment."
    },
    {
      "repo": "modelscope/evalscope",
      "reason": "Related to vllm-project/production-stack through llm eval category and docker deployment."
    },
    {
      "repo": "langwatch/langwatch",
      "reason": "Related to vllm-project/production-stack through llm eval category and docker deployment."
    },
    {
      "repo": "GoogleCloudPlatform/evalbench",
      "reason": "Related to vllm-project/production-stack through llm eval category and docker deployment."
    },
    {
      "repo": "samugit83/redamon",
      "reason": "Related to vllm-project/production-stack through llm eval category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
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  "deployments": [
    "docker",
    "kubernetes",
    "local",
    "cloud"
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    "deployment": {
      "confidence": "high",
      "evidence": [
        "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, gpu.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
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  "quality_signals": {
    "stars": 2490,
    "recent_commits": 20,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 3
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    "stars30d_window_days": 32,
    "commits_30d": "complete",
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  "agent_score": 77,
  "score": 87,
  "agent_score_breakdown": {
    "documentation": 90,
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    "deployment": 90,
    "popularity": 68,
    "community": 100
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    "maintenance": 52,
    "documentation": 92,
    "stability": 84,
    "adoption": 100,
    "agent_readability": 100
  },
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    "tl_dr": "Use vllm-project/production-stack when the user needs a llm eval project with docker, kubernetes, local deployment options.",
    "purpose": "Use vllm-project/production-stack when the user needs a llm eval project with docker, kubernetes, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
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      "evaluate LLM outputs",
      "benchmark prompts and agents",
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      "model evaluation",
      "benchmarking",
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    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "production inference serving",
      "end-user chat apps"
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    "deployment": [
      "docker",
      "kubernetes",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "comet-ml/opik",
        "reason": "Similar llm eval with docker/kubernetes deployment overlap."
      },
      {
        "repo": "Arize-ai/phoenix",
        "reason": "Similar llm eval with docker/kubernetes deployment overlap."
      },
      {
        "repo": "confident-ai/deepeval",
        "reason": "Similar llm eval with local/cloud deployment overlap."
      }
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    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"benchmark\" in repository content."
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      "deployment": {
        "confidence": "high",
        "evidence": [
          "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, gpu.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
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    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 32,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "partial"
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      "agent_card.use_cases",
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      "agent_card.classification",
      "metrics"
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    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: contributors90d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-04T09:00:29.255Z"
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  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: contributors90d."
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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",
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  "knowledge": {
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          "project_id": "comet-ml/opik",
          "reason": "Similar llm eval with docker/kubernetes deployment overlap."
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          "project_id": "Arize-ai/phoenix",
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          "project_id": "confident-ai/deepeval",
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      "summary_for_agent": "Use vllm-project/production-stack when the user needs a llm eval project with docker, kubernetes, local deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"benchmark\" in repository content."
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            "Matched \"helm chart\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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          "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, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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      "schema_version": "v1",
      "generated_at": "2026-08-04T09:00:29.255Z"
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      "commits_30d": 20,
      "releases_180d": 3,
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      "recent_push_days": 1,
      "git_score": 26,
      "maintenance_score": 45,
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        "stars30d_window_days": 32,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "partial"
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    "generated_at": "2026-08-06T05:20:14.650Z",
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