{
  "projects": [
    {
      "repo": "rryam/VecturaKit",
      "stars": 316,
      "agent": false,
      "local": true,
      "cloud": true,
      "cloudflare": false,
      "docker": false,
      "maintenance_score": 36,
      "quality_score": 18,
      "agent_score": 60,
      "best_for": [
        "store embeddings",
        "power semantic search"
      ]
    },
    {
      "repo": "milvus-io/milvus",
      "stars": 45642,
      "agent": false,
      "local": true,
      "cloud": true,
      "cloudflare": false,
      "docker": true,
      "maintenance_score": 76,
      "quality_score": 55,
      "agent_score": 91,
      "best_for": [
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        "power semantic search"
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    },
    {
      "repo": "redis/redis",
      "stars": 76015,
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      "quality_score": 54,
      "agent_score": 88,
      "best_for": [
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        "power semantic search"
      ]
    },
    {
      "repo": "Egoist-Machines/LodeDB",
      "stars": 92,
      "agent": false,
      "local": true,
      "cloud": true,
      "cloudflare": false,
      "docker": false,
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      "quality_score": 30,
      "agent_score": 64,
      "best_for": [
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        "power semantic search"
      ]
    }
  ],
  "winner": "milvus-io/milvus",
  "reasoning": "milvus-io/milvus has the strongest combined agent score and maintenance profile in this comparison.",
  "summary": "milvus-io/milvus leads 4 compared projects. Review the decision matrix before treating it as the default recommendation.",
  "stats": {
    "candidate_count": 4,
    "cloudflare_ready_count": 0,
    "docker_ready_count": 2,
    "local_ready_count": 4,
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    "highest_quality_score": 55
  },
  "decision_matrix": [
    {
      "repo": "rryam/VecturaKit",
      "strengths": [
        "Useful baseline candidate for comparison."
      ],
      "tradeoffs": [
        "Maintenance score is 36/100."
      ],
      "next_step": "Use as an alternative or fallback candidate."
    },
    {
      "repo": "milvus-io/milvus",
      "strengths": [
        "Leads this comparison context.",
        "Strong agent score at 91/100."
      ],
      "tradeoffs": [],
      "next_step": "Inspect score and graph before adopting."
    },
    {
      "repo": "redis/redis",
      "strengths": [
        "Strong agent score at 88/100."
      ],
      "tradeoffs": [],
      "next_step": "Use as an alternative or fallback candidate."
    },
    {
      "repo": "Egoist-Machines/LodeDB",
      "strengths": [
        "Useful baseline candidate for comparison."
      ],
      "tradeoffs": [],
      "next_step": "Use as an alternative or fallback candidate."
    }
  ],
  "next_actions": [
    {
      "label": "Open winning project",
      "href": "/projects/milvus-io/milvus",
      "kind": "project"
    },
    {
      "label": "Inspect graph",
      "href": "/graph/milvus-io/milvus",
      "kind": "graph"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/milvus-io/milvus",
      "kind": "alternatives"
    },
    {
      "label": "Explain score",
      "href": "/score/milvus-io/milvus",
      "kind": "score"
    },
    {
      "label": "Get recommendations",
      "href": "/api/recommend?limit=5",
      "kind": "recommend"
    }
  ],
  "context": {},
  "project_ids": [
    "rryam/VecturaKit",
    "milvus-io/milvus",
    "redis/redis",
    "Egoist-Machines/LodeDB"
  ],
  "requested_repos": [
    "rryam/VecturaKit",
    "milvus-io/milvus",
    "redis/redis",
    "Egoist-Machines/LodeDB"
  ],
  "resolved_repos": [
    {
      "requested_id": "rryam/VecturaKit",
      "resolved_id": "rryam/VecturaKit",
      "resolution": "direct"
    },
    {
      "requested_id": "milvus-io/milvus",
      "resolved_id": "milvus-io/milvus",
      "resolution": "direct"
    },
    {
      "requested_id": "redis/redis",
      "resolved_id": "redis/redis",
      "resolution": "direct"
    },
    {
      "requested_id": "Egoist-Machines/LodeDB",
      "resolved_id": "Egoist-Machines/LodeDB",
      "resolution": "direct"
    }
  ],
  "order": "input",
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1132,
    "generated_at": "2026-08-16T09:46:22.756Z",
    "snapshot_id": "d1:1132:2026-08-16T09:30:20.956Z",
    "latest_synced_at": "2026-08-16T09:30:20.956Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}