{
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  "name": "vllm",
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  "homepage_url": "https://vllm.ai",
  "language": "Python",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
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  "tags": [
    "amd",
    "blackwell",
    "cuda",
    "deepseek",
    "deepseek-v3",
    "gpt",
    "gpt-oss",
    "inference",
    "kimi",
    "llama",
    "llm",
    "llm-serving",
    "model-serving",
    "moe",
    "openai",
    "pytorch",
    "qwen",
    "qwen3",
    "tpu",
    "transformer"
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  "description": "A high-throughput and memory-efficient inference and serving engine for LLMs",
  "overview": "Use vllm-project/vllm when the user needs a local llm runtime project with docker, library-only, local deployment options.",
  "alternatives": [
    {
      "repo": "vllm-project/vllm-omni",
      "reason": "Same local llm runtime intent with local_inference overlap."
    },
    {
      "repo": "jaylfc/taOS",
      "reason": "Same local llm runtime intent with agent_memory, local_inference overlap."
    },
    {
      "repo": "bentoml/BentoML",
      "reason": "Same local llm runtime intent with local_inference overlap."
    }
  ],
  "related": [
    {
      "repo": "microsoft/aici",
      "reason": "Related to vllm-project/vllm through local llm runtime category and library_only deployment."
    },
    {
      "repo": "sgl-project/sglang",
      "reason": "Related to vllm-project/vllm through shared LLM provider dependency context."
    },
    {
      "repo": "noumena-labs/Sipp",
      "reason": "Related to vllm-project/vllm through local llm runtime category and docker deployment."
    },
    {
      "repo": "toverainc/willow-inference-server",
      "reason": "Related to vllm-project/vllm through local llm runtime category and docker deployment."
    },
    {
      "repo": "huggingface/optimum",
      "reason": "Related to vllm-project/vllm through local llm runtime category and docker deployment."
    },
    {
      "repo": "defilantech/LLMKube",
      "reason": "Related to vllm-project/vllm through local llm runtime category and docker deployment."
    },
    {
      "repo": "kserve/kserve",
      "reason": "Related to vllm-project/vllm through local llm runtime category and docker deployment."
    },
    {
      "repo": "unslothai/unsloth",
      "reason": "Related to vllm-project/vllm through shared LLM provider dependency context."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
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    "docker",
    "library_only",
    "local",
    "cloud"
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  "difficulty": "advanced",
  "cloudflare_ready": false,
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    "serve inference endpoints",
    "prototype private LLM deployments"
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  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "lightweight serverless applications"
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  "classification": {
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      "confidence": "medium",
      "evidence": [
        "Matched \"gguf\" in repository content."
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    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"pip install\" in repository content.",
        "Matched \"library\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
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      "confidence": "medium",
      "evidence": [
        "Repository topics include infrastructure-heavy concepts."
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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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  },
  "quality_signals": {
    "stars": 89079,
    "recent_commits": 100,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 20
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    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 30,
    "commits_30d": "partial",
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  "agent_score": 90,
  "score": 94,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 76,
    "deployment": 90,
    "popularity": 99,
    "community": 100
  },
  "git_top_score": 94,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 84,
    "documentation": 92,
    "stability": 90,
    "adoption": 100,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use vllm-project/vllm when the user needs a local llm runtime project with docker, library-only, local deployment options.",
    "purpose": "Use vllm-project/vllm when the user needs a local llm runtime project with docker, library-only, local deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "model weights",
      "hardware/runtime config"
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      "local inference",
      "served endpoints",
      "runtime logs"
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      "serve inference endpoints",
      "prototype private LLM deployments",
      "private inference",
      "local model serving",
      "self-hosted runtimes"
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      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "lightweight serverless applications",
      "hosted SaaS deployment only",
      "non-ML projects"
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      "cloud"
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      {
        "repo": "vllm-project/vllm-omni",
        "reason": "Same local llm runtime intent with local_inference overlap."
      },
      {
        "repo": "jaylfc/taOS",
        "reason": "Same local llm runtime intent with agent_memory, local_inference overlap."
      },
      {
        "repo": "bentoml/BentoML",
        "reason": "Same local llm runtime intent with local_inference overlap."
      }
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  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"gguf\" in repository content."
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      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"pip install\" in repository content.",
          "Matched \"library\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
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      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository topics include infrastructure-heavy concepts."
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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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    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 30,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "partial"
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      "project.license",
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      "metrics"
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    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "lightweight serverless applications",
      "Partial or estimated quality signals: commits30d, contributors90d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-15T07:30:17.185Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "lightweight serverless applications",
    "Partial or estimated quality signals: commits30d, contributors90d."
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  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
  "source_fields": [
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    "project.topics",
    "project.language",
    "project.license",
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    "agent_card.classification",
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  "last_verified_at": "2026-08-15T07:30:17.185Z",
  "knowledge": {
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        "inference",
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        "llama",
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      "open_issues": 6621,
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      "created_at": "2023-02-09T11:23:20Z",
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      "project_id": "vllm-project/vllm",
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          "project_id": "vllm-project/vllm-omni",
          "reason": "Same local llm runtime intent with local_inference overlap."
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          "project_id": "jaylfc/taOS",
          "reason": "Same local llm runtime intent with agent_memory, local_inference overlap."
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          "project_id": "bentoml/BentoML",
          "reason": "Same local llm runtime intent with local_inference overlap."
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          "evidence": [
            "Matched \"gguf\" in repository content."
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          "confidence": "medium",
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            "Repository topics include infrastructure-heavy concepts."
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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": "2026-08-15T07:30:17.185Z"
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      "maintenance_score": 76,
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        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
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    "resolved_id": "vllm-project/vllm",
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    "project_count": 1130,
    "generated_at": "2026-08-16T07:54:54.161Z",
    "snapshot_id": "d1:1130:2026-08-16T07:30:22.176Z",
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    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
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