{
  "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, local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "huggingface/transformers",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "langchain-ai/langgraph",
      "reason": "Same rag framework intent with rag overlap."
    },
    {
      "repo": "mem0ai/mem0",
      "reason": "Same rag framework intent with rag overlap."
    }
  ],
  "related": [
    {
      "repo": "neuml/txtai",
      "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": "gptme/gptme",
      "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": "langchain-ai/langgraph",
      "reason": "Related to bytedance/deer-flow through rag framework category and local deployment."
    },
    {
      "repo": "elizaOS/eliza",
      "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": "MODSetter/SurfSense",
      "reason": "Related to bytedance/deer-flow through rag framework category and docker deployment."
    }
  ],
  "dependencies": [
    "Vector database",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "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"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"rag\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "medium",
      "evidence": [
        "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, postgres.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 85223,
    "recent_commits": 100,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 3
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 31,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "partial"
  },
  "quality_score": 73,
  "agent_score": 83,
  "score": 88,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 57,
    "deployment": 80,
    "popularity": 99,
    "community": 100
  },
  "git_top_score": 88,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 65,
    "documentation": 84,
    "stability": 84,
    "adoption": 100,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-11-10T23:00:23.377Z",
    "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."
    ]
  },
  "summary": {
    "tl_dr": "Use bytedance/deer-flow when the user needs a rag framework project with docker, local, cloud deployment options.",
    "purpose": "Use bytedance/deer-flow when the user needs a rag framework project with docker, local, cloud 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",
      "simple prompt apps",
      "tasks without external knowledge"
    ],
    "deployment": [
      "docker",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "huggingface/transformers",
        "reason": "Same rag framework intent with rag overlap."
      },
      {
        "repo": "langchain-ai/langgraph",
        "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": "medium",
        "evidence": [
          "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, 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"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-11-10T23:00:23.377Z",
      "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."
      ]
    },
    "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",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: commits30d, contributors90d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "last_verified_at": "2026-11-10T23:00:23.377Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: commits30d, contributors90d.",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
  "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",
    "verification.signals"
  ],
  "last_verified_at": "2026-11-10T23:00:23.377Z",
  "knowledge": {
    "project": {
      "id": "bytedance/deer-flow",
      "owner": "bytedance",
      "name": "deer-flow",
      "full_name": "bytedance/deer-flow",
      "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": [
        "agent",
        "agentic",
        "agentic-framework",
        "agentic-workflow",
        "ai",
        "ai-agents",
        "deep-research",
        "harness",
        "langchain",
        "langgraph",
        "langmanus",
        "llm",
        "multi-agent",
        "nodejs",
        "podcast",
        "python",
        "superagent",
        "typescript"
      ],
      "license": "MIT",
      "stars": 85223,
      "forks": 11996,
      "open_issues": 1081,
      "default_branch": "main",
      "created_at": "2025-05-07T02:50:19Z",
      "updated_at": "2026-11-10T22:50:44Z",
      "pushed_at": "2026-11-10T14:04:04Z",
      "synced_at": "2026-11-10T23:00:23.377Z"
    },
    "agent_card": {
      "project_id": "bytedance/deer-flow",
      "project_kind": "project",
      "category": "rag_framework",
      "difficulty": "intermediate",
      "deployment": [
        "docker",
        "local",
        "cloud"
      ],
      "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"
      ],
      "alternatives": [
        {
          "project_id": "huggingface/transformers",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "project_id": "langchain-ai/langgraph",
          "reason": "Same rag framework intent with rag overlap."
        },
        {
          "project_id": "mem0ai/mem0",
          "reason": "Same rag framework intent with rag overlap."
        }
      ],
      "summary_for_agent": "Use bytedance/deer-flow when the user needs a rag framework project with docker, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"rag\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "medium",
          "evidence": [
            "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, postgres.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-11-10T23:00:23.377Z"
    },
    "metrics": {
      "project_id": "bytedance/deer-flow",
      "stars_30d_delta": 1620,
      "commits_30d": 100,
      "releases_180d": 3,
      "contributors_90d": 100,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 73,
      "maintenance_score": 57,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 31,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "calculated_at": "2026-11-10T23:00:23.377Z"
    }
  },
  "resolved_from": {
    "requested_id": "bytedance/deer-flow",
    "resolved_id": "bytedance/deer-flow",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1226,
    "generated_at": "2026-11-11T00:52:05.723Z",
    "snapshot_id": "d1:1226:2026-11-11T00:30:28.057Z",
    "latest_synced_at": "2026-11-11T00:30:28.057Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
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}