{
  "project": {
    "project_id": "bytedance/deer-flow",
    "repo": "bytedance/deer-flow",
    "name": "deer-flow",
    "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.",
    "category": [
      "rag_framework"
    ],
    "language": "Python",
    "license": "MIT"
  },
  "project_id": "bytedance/deer-flow",
  "score": 88,
  "git_top_score": 88,
  "quality_score": 73,
  "agent_score": 83,
  "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."
    ]
  },
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 65,
    "documentation": 84,
    "stability": 84,
    "adoption": 100,
    "agent_readability": 100
  },
  "dimensions": [
    {
      "key": "community",
      "label": "Community",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 100."
    },
    {
      "key": "maintenance",
      "label": "Maintenance",
      "score": 65,
      "weight": 20,
      "contribution": 13,
      "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
    },
    {
      "key": "documentation",
      "label": "Documentation",
      "score": 84,
      "weight": 16,
      "contribution": 13.4,
      "explanation": "Agent-readable documentation signals are strong enough for recommendation workflows."
    },
    {
      "key": "stability",
      "label": "Stability",
      "score": 84,
      "weight": 16,
      "contribution": 13.4,
      "explanation": "Stability reflects release cadence, issue load, recent activity, and maturity signals."
    },
    {
      "key": "adoption",
      "label": "Adoption",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Adoption is normalized from stars, forks, and ecosystem attention signals."
    },
    {
      "key": "agent_readability",
      "label": "Agent Readability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Agent readability reflects summaries, use cases, tradeoffs, dependencies, alternatives, and deployment clarity."
    }
  ],
  "summary": "bytedance/deer-flow scores 88/100. Community is strongest at 100/100; Maintenance is the lowest dimension at 65/100.",
  "adoption_guidance": "Promising candidate. Review risk flags, weakest score dimension, and alternatives before recommending it as the default choice.",
  "risk_flags": [
    "Known caveat: edge-only Cloudflare Workers deployment without adaptation"
  ],
  "score_confidence": {
    "level": "medium",
    "summary": "Score evidence is usable for comparison, but agents should cite the review notes before making a strong recommendation.",
    "reasons": [
      "Classification evidence: 1/4 classification signals are high-confidence.",
      "Quality signal completeness: 2 quality signals are complete or snapshot-backed."
    ],
    "evidence_checklist": [
      {
        "signal": "Classification evidence",
        "status": "weak",
        "description": "1/4 classification signals are high-confidence."
      },
      {
        "signal": "Quality signal completeness",
        "status": "review",
        "description": "2 quality signals are complete or snapshot-backed."
      },
      {
        "signal": "Deployment clarity",
        "status": "strong",
        "description": "3 deployment targets are indexed."
      },
      {
        "signal": "Agent-readable context",
        "status": "strong",
        "description": "3 use cases and 2 inferred dependencies are available."
      },
      {
        "signal": "Tradeoff disclosure",
        "status": "strong",
        "description": "1 caveats are indexed for adoption decisions."
      }
    ],
    "citation_guidance": "When citing this score, include metadata.source, weakest_dimension, risk_flags, and score_confidence.level."
  },
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/bytedance/deer-flow",
      "kind": "project"
    },
    {
      "label": "Inspect graph",
      "href": "/graph/bytedance/deer-flow",
      "kind": "graph"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/bytedance/deer-flow",
      "kind": "alternatives"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=bytedance/deer-flow",
      "kind": "compare"
    },
    {
      "label": "Get category recommendations",
      "href": "/api/recommend?category=rag_framework&limit=5",
      "kind": "recommend"
    }
  ],
  "strongest_dimension": {
    "key": "community",
    "label": "Community",
    "score": 100,
    "weight": 16,
    "contribution": 16,
    "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 100."
  },
  "weakest_dimension": {
    "key": "maintenance",
    "label": "Maintenance",
    "score": 65,
    "weight": 20,
    "contribution": 13,
    "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
  },
  "related_scores": {
    "quality_score": 73,
    "agent_score": 83,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 57,
      "deployment": 80,
      "popularity": 99,
      "community": 100
    }
  },
  "evidence": {
    "deployments": [
      "docker",
      "local",
      "cloud"
    ],
    "dependencies": [
      "Vector database",
      "LLM provider"
    ],
    "use_cases": [
      "build RAG applications",
      "connect private data to LLMs",
      "index documents for retrieval"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation"
    ],
    "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"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-11-10T23:00:23.377Z",
      "signals": {
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          "status": "observed",
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            "metrics.recent_push_days"
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        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
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          ]
        },
        "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"
          ]
        }
      },
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        "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."
      ]
    },
    "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."
        ]
      }
    },
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      "project.topics",
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    "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": "Score evidence is usable for comparison, but agents should cite the review notes before making a strong recommendation.",
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  "last_verified_at": "2026-11-10T23:00:23.377Z",
  "links": {
    "page": "/score/bytedance/deer-flow",
    "project_api": "/api/project/bytedance/deer-flow",
    "graph_api": "/api/graph/bytedance/deer-flow",
    "alternatives_api": "/api/alternatives/bytedance/deer-flow",
    "compare_api": "/api/compare?repos=bytedance/deer-flow",
    "recommendations_api": "/api/recommend?category=rag_framework&limit=5"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1226,
    "generated_at": "2026-11-11T02:13:37.625Z",
    "snapshot_id": "d1:1226:2026-11-11T02:00:24.225Z",
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}