{
  "project_id": "bytedance/deer-flow",
  "repo": "bytedance/deer-flow",
  "name": "deer-flow",
  "github_url": "https://github.com/bytedance/deer-flow",
  "homepage_url": "https://deerflow.tech",
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "rag_framework"
  ],
  "tags": [
    "agent",
    "agentic",
    "agentic-framework",
    "agentic-workflow",
    "ai",
    "ai-agents",
    "deep-research",
    "harness",
    "langchain",
    "langgraph",
    "langmanus",
    "llm",
    "multi-agent",
    "nodejs",
    "podcast",
    "python",
    "superagent",
    "typescript"
  ],
  "description": "An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.",
  "overview": "Use bytedance/deer-flow when the user needs a rag framework project with docker, library-only, local deployment options.",
  "alternatives": [
    {
      "repo": "mem0ai/mem0",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "huggingface/transformers",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "simstudioai/sim",
      "reason": "Same rag framework intent with rag, workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "langchain-ai/langgraph",
      "reason": "Related to bytedance/deer-flow through rag framework category and library_only deployment."
    },
    {
      "repo": "neuml/txtai",
      "reason": "Related to bytedance/deer-flow through rag framework category and docker deployment."
    },
    {
      "repo": "winstonkoh87/Athena-Public",
      "reason": "Related to bytedance/deer-flow through rag framework category and docker deployment."
    },
    {
      "repo": "pipeshub-ai/pipeshub-ai",
      "reason": "Related to bytedance/deer-flow through rag framework category and docker deployment."
    },
    {
      "repo": "multimindlab/multimind-sdk",
      "reason": "Related to bytedance/deer-flow through rag framework category and docker deployment."
    },
    {
      "repo": "FlowiseAI/Flowise",
      "reason": "Related to bytedance/deer-flow through rag framework category and docker deployment."
    },
    {
      "repo": "langchain-ai/langchain",
      "reason": "Related to bytedance/deer-flow through shared Vector database dependency context."
    },
    {
      "repo": "run-llama/llama_index",
      "reason": "Related to bytedance/deer-flow through rag framework category and docker deployment."
    }
  ],
  "dependencies": [
    "Vector database",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "intermediate",
  "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 \"npm install\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "No strong beginner or advanced signal found; defaulting to intermediate."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python, docker daemon, postgres.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 80150,
    "recent_commits": 100,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 1
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 31,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "partial"
  },
  "quality_score": 70,
  "agent_score": 84,
  "score": 84,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 53,
    "deployment": 90,
    "popularity": 98,
    "community": 100
  },
  "git_top_score": 84,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 58,
    "documentation": 84,
    "stability": 68,
    "adoption": 100,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use bytedance/deer-flow when the user needs a rag framework project with docker, library-only, local deployment options.",
    "purpose": "Use bytedance/deer-flow when the user needs a rag framework project with docker, library-only, local deployment options.",
    "install": "Run with Docker using the repository's container 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",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "mem0ai/mem0",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "huggingface/transformers",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "simstudioai/sim",
        "reason": "Same rag framework intent with rag, workflow overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"rag\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"npm install\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "No strong beginner or advanced signal found; defaulting to intermediate."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python, docker daemon, postgres.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 31,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "partial"
    },
    "source_fields": [
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      "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: commits30d, contributors90d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-17T13:10:46.597Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d, contributors90d."
  ],
  "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",
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  "last_verified_at": "2026-08-17T13:10:46.597Z",
  "knowledge": {
    "project": {
      "id": "bytedance/deer-flow",
      "owner": "bytedance",
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      "github_url": "https://github.com/bytedance/deer-flow",
      "homepage_url": "https://deerflow.tech",
      "description": "An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.",
      "language": "Python",
      "topics": [
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        "agentic-workflow",
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        "ai-agents",
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        "harness",
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        "langgraph",
        "langmanus",
        "llm",
        "multi-agent",
        "nodejs",
        "podcast",
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        "superagent",
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      "license": "MIT",
      "stars": 80150,
      "forks": 10977,
      "open_issues": 937,
      "default_branch": "main",
      "created_at": "2025-05-07T02:50:19Z",
      "updated_at": "2026-08-17T12:58:21Z",
      "pushed_at": "2026-08-17T11:55:30Z",
      "synced_at": "2026-08-17T13:10:46.597Z"
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    "agent_card": {
      "project_id": "bytedance/deer-flow",
      "project_kind": "project",
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        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "alternatives": [
        {
          "project_id": "mem0ai/mem0",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "project_id": "huggingface/transformers",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "project_id": "simstudioai/sim",
          "reason": "Same rag framework intent with rag, workflow overlap."
        }
      ],
      "summary_for_agent": "Use bytedance/deer-flow when the user needs a rag framework project with docker, library-only, local deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" in metadata."
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          "confidence": "high",
          "evidence": [
            "Matched \"npm install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "No strong beginner or advanced signal found; defaulting to intermediate."
          ]
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, docker daemon, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
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      "schema_version": "v1",
      "generated_at": "2026-08-17T13:10:46.597Z"
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    "metrics": {
      "project_id": "bytedance/deer-flow",
      "stars_30d_delta": 2906,
      "commits_30d": 100,
      "releases_180d": 1,
      "contributors_90d": 100,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 70,
      "maintenance_score": 53,
      "signal_confidence": {
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        "stars30d_window_days": 31,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "calculated_at": "2026-08-17T13:10:46.597Z"
    }
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  "resolved_from": {
    "requested_id": "bytedance/deer-flow",
    "resolved_id": "bytedance/deer-flow",
    "resolution": "direct"
  },
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    "source": "d1",
    "reason": "d1_query",
    "project_count": 1160,
    "generated_at": "2026-08-17T21:37:24.844Z",
    "snapshot_id": "d1:1160:2026-08-17T20:48:56.026Z",
    "latest_synced_at": "2026-08-17T20:48:56.026Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
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}