{
  "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": [
    {
      "repo": "langchain-ai/langgraph",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "mem0ai/mem0",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "bytedance/deer-flow",
      "reason": "Same rag framework intent with rag overlap."
    }
  ],
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    {
      "repo": "neuml/txtai",
      "reason": "Related to oceanbase/seekdb through rag framework category and docker deployment."
    },
    {
      "repo": "YoKONCy/TriviumDB",
      "reason": "Related to oceanbase/seekdb through rag framework category and serverless deployment."
    },
    {
      "repo": "neurondb/neurondb",
      "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": "run-llama/llama_index",
      "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."
    },
    {
      "repo": "TaskingAI/TaskingAI",
      "reason": "Related to oceanbase/seekdb through rag framework category and docker deployment."
    },
    {
      "repo": "henrydaum/second-brain",
      "reason": "Related to oceanbase/seekdb through rag framework category and docker deployment."
    }
  ],
  "dependencies": [
    "Cloudflare Workers",
    "Vector database",
    "LLM provider"
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    "cloudflare",
    "serverless",
    "library_only",
    "local"
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    "connect private data to LLMs",
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    "users expecting a complete hosted product"
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      "evidence": [
        "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": [
        "Cloudflare deployment path suggests a guided serverless setup."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Cloudflare signal: cloudflare workers.",
        "Runtime blocker: python."
      ]
    }
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    "recent_commits": 82,
    "contributors": 45,
    "issue_response_time_hours": null,
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    "stars30d_window_days": 33,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 27,
  "agent_score": 77,
  "score": 84,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 44,
    "deployment": 100,
    "popularity": 70,
    "community": 90
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  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 54,
    "documentation": 84,
    "stability": 76,
    "adoption": 100,
    "agent_readability": 100
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        "status": "observed",
        "source": "github_metadata",
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        "status": "observed",
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        "evidence": [
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        "status": "observed",
        "source": "github_metadata",
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        "evidence": [
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          "agent_card.cloudflare_ready"
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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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        "source": "git_top_runtime",
        "evidence": [
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      "unknown": 0
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    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim."
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    "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.",
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      "documents",
      "queries",
      "embedding store"
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      "retrieval results",
      "grounded answers",
      "indexes"
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      "connect private data to LLMs",
      "index documents for retrieval",
      "retrieval augmented generation",
      "document search",
      "knowledge grounding"
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      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt apps",
      "tasks without external knowledge"
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    "deployment": [
      "docker",
      "cloudflare",
      "serverless",
      "library_only",
      "local"
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      {
        "repo": "langchain-ai/langgraph",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "mem0ai/mem0",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "bytedance/deer-flow",
        "reason": "Same rag framework intent with rag overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"rag\" in metadata."
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      "deployment": {
        "confidence": "high",
        "evidence": [
          "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."
        ]
      },
      "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": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
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    "verification": {
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      "observed_at": "2026-11-04T19:00:46.519Z",
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        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
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        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
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        "runtime": {
          "status": "inferred",
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          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
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        },
        "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."
      ]
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      "metrics",
      "verification.signals"
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    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-11-04T19:00:46.519Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
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    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
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    "agent_card.classification",
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  "knowledge": {
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      "topics": [
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        "hnsw",
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        "langchain",
        "llamaindex",
        "mysql",
        "oceanbase",
        "python",
        "rag",
        "sql",
        "vector-databases"
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      "forks": 1259,
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          "project_id": "langchain-ai/langgraph",
          "reason": "Same rag framework intent with rag overlap."
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        {
          "project_id": "mem0ai/mem0",
          "reason": "Same rag framework intent with rag overlap."
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          "project_id": "bytedance/deer-flow",
          "reason": "Same rag framework intent with rag overlap."
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      "summary_for_agent": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
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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": [
            "Cloudflare deployment path suggests a guided serverless setup."
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Cloudflare signal: cloudflare workers.",
            "Runtime blocker: python."
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      "schema_version": "v1",
      "generated_at": "2026-11-04T19:00:46.519Z"
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