{
  "project_id": "milvus-io/milvus",
  "repo": "milvus-io/milvus",
  "name": "milvus",
  "github_url": "https://github.com/milvus-io/milvus",
  "homepage_url": "https://milvus.io",
  "language": "Go",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "vector_database"
  ],
  "tags": [
    "anns",
    "cloud-native",
    "diskann",
    "distributed",
    "embedding-database",
    "embedding-similarity",
    "embedding-store",
    "faiss",
    "golang",
    "hnsw",
    "image-search",
    "llm",
    "nearest-neighbor-search",
    "rag",
    "vector-database",
    "vector-search",
    "vector-similarity",
    "vector-store"
  ],
  "description": "Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search",
  "overview": "Use milvus-io/milvus when the user needs a vector database project with docker, serverless, library-only deployment options.",
  "alternatives": [
    {
      "repo": "weaviate/weaviate",
      "reason": "Same vector database intent with rag overlap."
    },
    {
      "repo": "philippgille/chromem-go",
      "reason": "Same vector database intent with rag overlap."
    },
    {
      "repo": "epsilla-cloud/vectordb",
      "reason": "Same vector database intent with rag overlap."
    }
  ],
  "related": [
    {
      "repo": "epsilla-cloud/vectordb",
      "reason": "Related to milvus-io/milvus through vector database category and docker deployment."
    },
    {
      "repo": "qdrant/qdrant",
      "reason": "Related to milvus-io/milvus through vector database category and docker deployment."
    },
    {
      "repo": "likeslines-maker/VectorRAG.Net",
      "reason": "Related to milvus-io/milvus through vector database category and docker deployment."
    },
    {
      "repo": "nubskr/satoriDB",
      "reason": "Related to milvus-io/milvus through vector database category and local deployment."
    },
    {
      "repo": "philippgille/chromem-go",
      "reason": "Related to milvus-io/milvus through vector database category and library_only deployment."
    },
    {
      "repo": "milvus-io/pymilvus",
      "reason": "Related to milvus-io/milvus through vector database category and docker deployment."
    },
    {
      "repo": "vectordbz/vectordbz",
      "reason": "Related to milvus-io/milvus through vector database category and docker deployment."
    },
    {
      "repo": "weaviate/weaviate",
      "reason": "Related to milvus-io/milvus through vector database category and docker deployment."
    }
  ],
  "dependencies": [
    "Vector database",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "serverless",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "advanced",
  "cloudflare_ready": false,
  "use_cases": [
    "store embeddings",
    "power semantic search",
    "serve retrieval workloads"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "simple prompt-only prototypes"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"vector database\" in metadata.",
        "Matched \"ann search\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"serverless\" in repository content.",
        "Matched \"pip install\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Found multi-service or orchestration configuration files."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python, gpu.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 45778,
    "recent_commits": 100,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 17
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 32,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "partial"
  },
  "quality_score": 55,
  "agent_score": 91,
  "score": 94,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 76,
    "deployment": 100,
    "popularity": 93,
    "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 milvus-io/milvus when the user needs a vector database project with docker, serverless, library-only deployment options.",
    "purpose": "Use milvus-io/milvus when the user needs a vector database project with docker, serverless, library-only deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "embeddings",
      "records",
      "similarity queries"
    ],
    "outputs": [
      "nearest neighbors",
      "vector search results",
      "filtered matches"
    ],
    "good_for": [
      "store embeddings",
      "power semantic search",
      "serve retrieval workloads",
      "embedding search",
      "semantic retrieval",
      "similarity indexing"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt-only prototypes",
      "plain key-value storage",
      "prompt-only apps"
    ],
    "deployment": [
      "docker",
      "serverless",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "weaviate/weaviate",
        "reason": "Same vector database intent with rag overlap."
      },
      {
        "repo": "philippgille/chromem-go",
        "reason": "Same vector database intent with rag overlap."
      },
      {
        "repo": "epsilla-cloud/vectordb",
        "reason": "Same vector database intent with rag overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"vector database\" in metadata.",
          "Matched \"ann search\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"serverless\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Found multi-service or orchestration configuration files."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python, gpu.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 32,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "partial"
    },
    "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",
      "simple prompt-only prototypes",
      "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": "2026-08-25T09:00:42.045Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "simple prompt-only prototypes",
    "Partial or estimated quality signals: commits30d, contributors90d."
  ],
  "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",
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    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-08-25T09:00:42.045Z",
  "knowledge": {
    "project": {
      "id": "milvus-io/milvus",
      "owner": "milvus-io",
      "name": "milvus",
      "full_name": "milvus-io/milvus",
      "github_url": "https://github.com/milvus-io/milvus",
      "homepage_url": "https://milvus.io",
      "description": "Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search",
      "language": "Go",
      "topics": [
        "anns",
        "cloud-native",
        "diskann",
        "distributed",
        "embedding-database",
        "embedding-similarity",
        "embedding-store",
        "faiss",
        "golang",
        "hnsw",
        "image-search",
        "llm",
        "nearest-neighbor-search",
        "rag",
        "vector-database",
        "vector-search",
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      "license": "Apache-2.0",
      "stars": 45778,
      "forks": 4193,
      "open_issues": 1321,
      "default_branch": "master",
      "created_at": "2019-09-16T06:43:43Z",
      "updated_at": "2026-08-25T08:59:53Z",
      "pushed_at": "2026-08-25T07:49:23Z",
      "synced_at": "2026-08-25T09:00:42.045Z"
    },
    "agent_card": {
      "project_id": "milvus-io/milvus",
      "project_kind": "project",
      "category": "vector_database",
      "difficulty": "advanced",
      "deployment": [
        "docker",
        "serverless",
        "library_only",
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      "cloudflare_ready": false,
      "use_cases": [
        "store embeddings",
        "power semantic search",
        "serve retrieval workloads"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product",
        "simple prompt-only prototypes"
      ],
      "alternatives": [
        {
          "project_id": "weaviate/weaviate",
          "reason": "Same vector database intent with rag overlap."
        },
        {
          "project_id": "philippgille/chromem-go",
          "reason": "Same vector database intent with rag overlap."
        },
        {
          "project_id": "epsilla-cloud/vectordb",
          "reason": "Same vector database intent with rag overlap."
        }
      ],
      "summary_for_agent": "Use milvus-io/milvus when the user needs a vector database project with docker, serverless, library-only deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"vector database\" in metadata.",
            "Matched \"ann search\" in metadata."
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        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"serverless\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Found multi-service or orchestration configuration files."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-08-25T09:00:42.045Z"
    },
    "metrics": {
      "project_id": "milvus-io/milvus",
      "stars_30d_delta": 413,
      "commits_30d": 100,
      "releases_180d": 17,
      "contributors_90d": 100,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 55,
      "maintenance_score": 76,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 32,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "calculated_at": "2026-08-25T09:00:42.045Z"
    }
  },
  "resolved_from": {
    "requested_id": "milvus-io/milvus",
    "resolved_id": "milvus-io/milvus",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1206,
    "generated_at": "2026-08-28T17:51:16.910Z",
    "snapshot_id": "d1:1206:2026-08-28T17:30:58.875Z",
    "latest_synced_at": "2026-08-28T17:30:58.875Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
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}