{
  "project": {
    "project_id": "oceanbase/seekdb",
    "repo": "oceanbase/seekdb",
    "name": "seekdb",
    "description": "The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.",
    "category": [
      "rag_framework"
    ],
    "language": "C++",
    "license": "Apache-2.0"
  },
  "project_id": "oceanbase/seekdb",
  "score": 84,
  "git_top_score": 84,
  "quality_score": 27,
  "agent_score": 77,
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-11-04T19:00:46.519Z",
    "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."
    ]
  },
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 54,
    "documentation": 84,
    "stability": 76,
    "adoption": 100,
    "agent_readability": 100
  },
  "dimensions": [
    {
      "key": "community",
      "label": "Community",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 45."
    },
    {
      "key": "maintenance",
      "label": "Maintenance",
      "score": 54,
      "weight": 20,
      "contribution": 10.8,
      "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
    },
    {
      "key": "documentation",
      "label": "Documentation",
      "score": 84,
      "weight": 16,
      "contribution": 13.4,
      "explanation": "Agent-readable documentation signals are strong enough for recommendation workflows."
    },
    {
      "key": "stability",
      "label": "Stability",
      "score": 76,
      "weight": 16,
      "contribution": 12.2,
      "explanation": "Stability reflects release cadence, issue load, recent activity, and maturity signals."
    },
    {
      "key": "adoption",
      "label": "Adoption",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Adoption is normalized from stars, forks, and ecosystem attention signals."
    },
    {
      "key": "agent_readability",
      "label": "Agent Readability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Agent readability reflects summaries, use cases, tradeoffs, dependencies, alternatives, and deployment clarity."
    }
  ],
  "summary": "oceanbase/seekdb scores 84/100. Community is strongest at 100/100; Maintenance is the lowest dimension at 54/100.",
  "adoption_guidance": "Promising candidate. Review risk flags, weakest score dimension, and alternatives before recommending it as the default choice.",
  "risk_flags": [
    "Maintenance is the weakest dimension at 54/100.",
    "Known caveat: edge-only Cloudflare Workers deployment without adaptation"
  ],
  "score_confidence": {
    "level": "high",
    "summary": "Score evidence is strong enough for shortlist ranking when paired with current metadata.",
    "reasons": [
      "Classification evidence: 2/4 classification signals are high-confidence."
    ],
    "evidence_checklist": [
      {
        "signal": "Classification evidence",
        "status": "review",
        "description": "2/4 classification signals are high-confidence."
      },
      {
        "signal": "Quality signal completeness",
        "status": "strong",
        "description": "4 quality signals are complete or snapshot-backed."
      },
      {
        "signal": "Deployment clarity",
        "status": "strong",
        "description": "5 deployment targets are indexed."
      },
      {
        "signal": "Agent-readable context",
        "status": "strong",
        "description": "3 use cases and 3 inferred dependencies are available."
      },
      {
        "signal": "Tradeoff disclosure",
        "status": "strong",
        "description": "2 caveats are indexed for adoption decisions."
      }
    ],
    "citation_guidance": "When citing this score, include metadata.source, weakest_dimension, risk_flags, and score_confidence.level."
  },
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/oceanbase/seekdb",
      "kind": "project"
    },
    {
      "label": "Inspect graph",
      "href": "/graph/oceanbase/seekdb",
      "kind": "graph"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/oceanbase/seekdb",
      "kind": "alternatives"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=oceanbase/seekdb",
      "kind": "compare"
    },
    {
      "label": "Get category recommendations",
      "href": "/api/recommend?category=rag_framework&limit=5",
      "kind": "recommend"
    }
  ],
  "strongest_dimension": {
    "key": "community",
    "label": "Community",
    "score": 100,
    "weight": 16,
    "contribution": 16,
    "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 45."
  },
  "weakest_dimension": {
    "key": "maintenance",
    "label": "Maintenance",
    "score": 54,
    "weight": 20,
    "contribution": 10.8,
    "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
  },
  "related_scores": {
    "quality_score": 27,
    "agent_score": 77,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 44,
      "deployment": 100,
      "popularity": 70,
      "community": 90
    }
  },
  "evidence": {
    "deployments": [
      "docker",
      "cloudflare",
      "serverless",
      "library_only",
      "local"
    ],
    "dependencies": [
      "Cloudflare Workers",
      "Vector database",
      "LLM provider"
    ],
    "use_cases": [
      "build RAG applications",
      "connect private data to LLMs",
      "index documents for retrieval"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "quality_signals": {
      "stars": 3230,
      "recent_commits": 82,
      "contributors": 45,
      "issue_response_time_hours": null,
      "release_frequency_180d": 2
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-11-04T19:00:46.519Z",
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          "status": "observed",
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          "status": "observed",
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        "runtime": {
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          "evidence": [
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          ]
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        "install": {
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          "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"
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        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
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        "not_run": 2,
        "unknown": 0
      },
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        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    },
    "classification": {
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        "confidence": "medium",
        "evidence": [
          "Matched \"rag\" in metadata."
        ]
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          "Matched \"cloudflare workers\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm 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": [
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        ]
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        "confidence": "high",
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          "Cloudflare signal: cloudflare workers.",
          "Runtime blocker: python."
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    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
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    "graph_api": "/api/graph/oceanbase/seekdb",
    "alternatives_api": "/api/alternatives/oceanbase/seekdb",
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    "recommendations_api": "/api/recommend?category=rag_framework&limit=5"
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    "source": "d1",
    "reason": "d1_query",
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    "generated_at": "2026-11-11T02:49:15.769Z",
    "snapshot_id": "d1:1226:2026-11-11T02:30:34.923Z",
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}