{
  "project_id": "oceanbase/seekdb",
  "repo": "oceanbase/seekdb",
  "name": "seekdb",
  "github_url": "https://github.com/oceanbase/seekdb",
  "homepage_url": "https://seekdb.ai",
  "language": "C++",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "rag_framework"
  ],
  "tags": [
    "ai-agents",
    "copy-on-write",
    "embedded-database",
    "full-text-search",
    "hnsw",
    "hybrid-search",
    "langchain",
    "llamaindex",
    "mysql",
    "oceanbase",
    "python",
    "rag",
    "sql",
    "vector-databases"
  ],
  "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.",
  "overview": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "neuml/txtai",
      "reason": "Related to oceanbase/seekdb through rag framework category and docker deployment."
    },
    {
      "repo": "neurondb/neurondb",
      "reason": "Related to oceanbase/seekdb through rag framework category and docker deployment."
    },
    {
      "repo": "mem0ai/mem0",
      "reason": "Related to oceanbase/seekdb through rag framework category and docker deployment."
    },
    {
      "repo": "run-llama/llama_index",
      "reason": "Related to oceanbase/seekdb through rag framework category and docker deployment."
    },
    {
      "repo": "vespa-engine/vespa",
      "reason": "Related to oceanbase/seekdb through rag framework category and docker deployment."
    },
    {
      "repo": "langchain-ai/langgraph",
      "reason": "Related to oceanbase/seekdb through rag framework category and library_only deployment."
    },
    {
      "repo": "pipeshub-ai/pipeshub-ai",
      "reason": "Related to oceanbase/seekdb through rag framework category and docker deployment."
    },
    {
      "repo": "LazyAGI/LazyLLM",
      "reason": "Related to oceanbase/seekdb through rag framework category and serverless deployment."
    }
  ],
  "dependencies": [
    "Cloudflare Workers",
    "Vector database",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "cloudflare",
    "serverless",
    "library_only",
    "local"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "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"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"rag\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"cloudflare workers\" in repository content.",
        "Matched \"pip install\" in repository content.",
        "Matched \"library\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Cloudflare deployment path suggests a guided serverless setup."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Cloudflare signal: cloudflare workers.",
        "Runtime blocker: python."
      ]
    }
  },
  "quality_signals": {
    "stars": 2872,
    "recent_commits": 100,
    "contributors": 29,
    "issue_response_time_hours": null,
    "release_frequency_180d": 2
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 30,
  "agent_score": 74,
  "score": 82,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 42,
    "deployment": 100,
    "popularity": 69,
    "community": 74
  },
  "git_top_score": 82,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 52,
    "documentation": 84,
    "stability": 76,
    "adoption": 100,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.",
    "purpose": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.",
    "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.",
    "inputs": [
      "documents",
      "queries",
      "embedding store"
    ],
    "outputs": [
      "retrieval results",
      "grounded answers",
      "indexes"
    ],
    "good_for": [
      "build RAG applications",
      "connect private data to LLMs",
      "index documents for retrieval",
      "retrieval augmented generation",
      "document search",
      "knowledge grounding"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt apps",
      "tasks without external knowledge"
    ],
    "deployment": [
      "docker",
      "cloudflare",
      "serverless",
      "library_only",
      "local"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"rag\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"cloudflare workers\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Matched \"library\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Cloudflare deployment path suggests a guided serverless setup."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Cloudflare signal: cloudflare workers.",
          "Runtime blocker: python."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "source_fields": [
      "project.description",
      "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",
      "Partial or estimated quality signals: stars30dDelta, commits30d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-15T11:00:16.732Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta, commits30d."
  ],
  "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",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-08-15T11:00:16.732Z",
  "knowledge": {
    "project": {
      "id": "oceanbase/seekdb",
      "owner": "oceanbase",
      "name": "seekdb",
      "full_name": "oceanbase/seekdb",
      "github_url": "https://github.com/oceanbase/seekdb",
      "homepage_url": "https://seekdb.ai",
      "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.",
      "language": "C++",
      "topics": [
        "ai-agents",
        "copy-on-write",
        "embedded-database",
        "full-text-search",
        "hnsw",
        "hybrid-search",
        "langchain",
        "llamaindex",
        "mysql",
        "oceanbase",
        "python",
        "rag",
        "sql",
        "vector-databases"
      ],
      "license": "Apache-2.0",
      "stars": 2872,
      "forks": 310,
      "open_issues": 456,
      "default_branch": "develop",
      "created_at": "2025-10-21T11:31:11Z",
      "updated_at": "2026-08-15T01:15:30Z",
      "pushed_at": "2026-08-15T01:15:16Z",
      "synced_at": "2026-08-15T11:00:16.732Z"
    },
    "agent_card": {
      "project_id": "oceanbase/seekdb",
      "project_kind": "project",
      "category": "rag_framework",
      "difficulty": "beginner",
      "deployment": [
        "docker",
        "cloudflare",
        "serverless",
        "library_only",
        "local"
      ],
      "cloudflare_ready": false,
      "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"
      ],
      "alternatives": [],
      "summary_for_agent": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"cloudflare workers\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Cloudflare deployment path suggests a guided serverless setup."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Cloudflare signal: cloudflare workers.",
            "Runtime blocker: python."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-08-15T11:00:16.732Z"
    },
    "metrics": {
      "project_id": "oceanbase/seekdb",
      "stars_30d_delta": 290,
      "commits_30d": 100,
      "releases_180d": 2,
      "contributors_90d": 29,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 30,
      "maintenance_score": 42,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-08-15T11:00:16.732Z"
    }
  },
  "resolved_from": {
    "requested_id": "oceanbase/seekdb",
    "resolved_id": "oceanbase/seekdb",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1101,
    "generated_at": "2026-08-15T12:32:32.911Z",
    "snapshot_id": "d1:1101:2026-08-15T12:00:23.530Z",
    "latest_synced_at": "2026-08-15T12:00:23.530Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}