{
  "project_id": "henrydaum/second-brain",
  "repo": "henrydaum/second-brain",
  "name": "second-brain",
  "github_url": "https://github.com/henrydaum/second-brain",
  "homepage_url": "https://second-brain.art",
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "rag_framework"
  ],
  "tags": [
    "agentic-ai",
    "agentic-workflow",
    "ai",
    "ai-agent-tools",
    "ai-agents",
    "cronjob-scheduler",
    "data-science",
    "database",
    "llms",
    "multimodal",
    "open-source",
    "orchestrator",
    "python",
    "python3",
    "rag",
    "tool-use",
    "workflow-automation"
  ],
  "description": "Second Brain is an agentic framework that acts as an operating system, using local file intelligence, workflow automation, and LLMs to complete tasks and communicate over multiple modalities and messaging platforms.",
  "overview": "Use henrydaum/second-brain when the user needs a rag framework project with library-only, local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "huggingface/transformers",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "infiniflow/ragflow",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "mem0ai/mem0",
      "reason": "Same rag framework intent with rag overlap."
    }
  ],
  "related": [
    {
      "repo": "langchain-ai/langgraph",
      "reason": "Related to henrydaum/second-brain through rag framework category and library_only deployment."
    },
    {
      "repo": "bytedance/deer-flow",
      "reason": "Related to henrydaum/second-brain through rag framework category and library_only deployment."
    },
    {
      "repo": "winstonkoh87/Athena-Public",
      "reason": "Related to henrydaum/second-brain through rag framework category and library_only deployment."
    },
    {
      "repo": "neuml/txtai",
      "reason": "Related to henrydaum/second-brain through rag framework category and library_only deployment."
    },
    {
      "repo": "genkit-ai/genkit",
      "reason": "Related to henrydaum/second-brain through rag framework category and library_only deployment."
    },
    {
      "repo": "FlowiseAI/Flowise",
      "reason": "Related to henrydaum/second-brain through rag framework category and library_only deployment."
    },
    {
      "repo": "LazyAGI/LazyLLM",
      "reason": "Related to henrydaum/second-brain through rag framework category and library_only deployment."
    },
    {
      "repo": "run-llama/llama_index",
      "reason": "Related to henrydaum/second-brain through rag framework category and library_only deployment."
    }
  ],
  "dependencies": [
    "Vector database",
    "LLM provider"
  ],
  "deployments": [
    "library_only",
    "local",
    "cloud"
  ],
  "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 \"pip install\" in repository content.",
        "Matched \"library\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 599,
    "recent_commits": 100,
    "contributors": 2,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
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    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 33,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 15,
  "agent_score": 61,
  "score": 75,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 32,
    "deployment": 80,
    "popularity": 56,
    "community": 47
  },
  "git_top_score": 75,
  "git_top_score_breakdown": {
    "community": 76,
    "maintenance": 42,
    "documentation": 92,
    "stability": 70,
    "adoption": 80,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use henrydaum/second-brain when the user needs a rag framework project with library-only, local, cloud deployment options.",
    "purpose": "Use henrydaum/second-brain when the user needs a rag framework project with library-only, local, cloud deployment options.",
    "install": "Install as a library or package using the repository 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"
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    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt apps",
      "tasks without external knowledge"
    ],
    "deployment": [
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "huggingface/transformers",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "infiniflow/ragflow",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "mem0ai/mem0",
        "reason": "Same rag framework intent with rag overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"rag\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "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": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
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      "agent_card.use_cases",
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      "agent_card.classification",
      "metrics"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: commits30d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-15T04:30:19.077Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: 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",
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  "last_verified_at": "2026-08-15T04:30:19.077Z",
  "knowledge": {
    "project": {
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      "owner": "henrydaum",
      "name": "second-brain",
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      "homepage_url": "https://second-brain.art",
      "description": "Second Brain is an agentic framework that acts as an operating system, using local file intelligence, workflow automation, and LLMs to complete tasks and communicate over multiple modalities and messaging platforms.",
      "language": "Python",
      "topics": [
        "agentic-ai",
        "agentic-workflow",
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        "ai-agent-tools",
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        "data-science",
        "database",
        "llms",
        "multimodal",
        "open-source",
        "orchestrator",
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      "license": "MIT",
      "stars": 599,
      "forks": 73,
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      "default_branch": "main",
      "created_at": "2025-09-19T15:54:58Z",
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          "reason": "Same rag framework intent with rag overlap."
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          "reason": "Same rag framework intent with rag overlap."
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      "summary_for_agent": "Use henrydaum/second-brain when the user needs a rag framework project with library-only, local, cloud deployment options.",
      "classification": {
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            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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      "generated_at": "2026-08-15T04:30:19.077Z"
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      "git_score": 15,
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      "signal_confidence": {
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        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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    "resolved_id": "henrydaum/second-brain",
    "resolution": "direct"
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    "generated_at": "2026-08-17T21:13:11.268Z",
    "snapshot_id": "d1:1160:2026-08-17T20:48:56.026Z",
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    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
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