{
  "project_id": "apache/airflow",
  "repo": "apache/airflow",
  "name": "airflow",
  "github_url": "https://github.com/apache/airflow",
  "homepage_url": "https://airflow.apache.org/",
  "language": "Python",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "workflow_automation"
  ],
  "tags": [
    "airflow",
    "apache",
    "apache-airflow",
    "automation",
    "dag",
    "data-engineering",
    "data-integration",
    "data-orchestrator",
    "data-pipelines",
    "data-science",
    "elt",
    "etl",
    "machine-learning",
    "mlops",
    "orchestration",
    "python",
    "scheduler",
    "workflow",
    "workflow-engine",
    "workflow-orchestration"
  ],
  "description": "Apache Airflow - A platform to programmatically author, schedule, and monitor workflows",
  "overview": "Use apache/airflow when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.",
  "alternatives": [
    {
      "repo": "Skyvern-AI/skyvern",
      "reason": "Same workflow automation intent with workflow overlap."
    },
    {
      "repo": "PrefectHQ/prefect",
      "reason": "Same workflow automation intent with workflow overlap."
    },
    {
      "repo": "dagster-io/dagster",
      "reason": "Same workflow automation intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "dagster-io/dagster",
      "reason": "Related to apache/airflow through workflow automation category and docker deployment."
    },
    {
      "repo": "kestra-io/kestra",
      "reason": "Related to apache/airflow through workflow automation category and docker deployment."
    },
    {
      "repo": "PrefectHQ/prefect",
      "reason": "Related to apache/airflow through workflow automation category and docker deployment."
    },
    {
      "repo": "jina-ai/serve",
      "reason": "Related to apache/airflow through workflow automation category and docker deployment."
    },
    {
      "repo": "ohdearquant/lionagi",
      "reason": "Related to apache/airflow through workflow automation category and docker deployment."
    },
    {
      "repo": "ray-project/ray",
      "reason": "Related to apache/airflow through workflow automation category and docker deployment."
    },
    {
      "repo": "camunda/camunda",
      "reason": "Related to apache/airflow through workflow automation category and docker deployment."
    },
    {
      "repo": "jupyter-naas/abi",
      "reason": "Related to apache/airflow through workflow automation category and docker deployment."
    }
  ],
  "dependencies": [],
  "deployments": [
    "docker",
    "kubernetes",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "intermediate",
  "cloudflare_ready": false,
  "use_cases": [
    "orchestrate AI workflows",
    "connect tools and services",
    "automate repeated tasks"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"workflow\" in metadata.",
        "Matched \"automation\" in metadata.",
        "Matched \"orchestration\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"kubernetes\" in repository content.",
        "Matched \"helm chart\" in repository content.",
        "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": [
        "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": 46896,
    "recent_commits": 100,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 10
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 33,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "partial"
  },
  "quality_score": 52,
  "agent_score": 90,
  "score": 92,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 72,
    "deployment": 100,
    "popularity": 93,
    "community": 100
  },
  "git_top_score": 92,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 81,
    "documentation": 92,
    "stability": 90,
    "adoption": 100,
    "agent_readability": 90
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-19T10:30:47.016Z",
    "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 apache/airflow when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.",
    "purpose": "Use apache/airflow when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "triggers",
      "jobs",
      "state"
    ],
    "outputs": [
      "automation runs",
      "orchestrated steps",
      "workflow events"
    ],
    "good_for": [
      "orchestrate AI workflows",
      "connect tools and services",
      "automate repeated tasks",
      "scheduled jobs",
      "durable workflows",
      "service orchestration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "single-step utilities",
      "stateless examples"
    ],
    "deployment": [
      "docker",
      "kubernetes",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "Skyvern-AI/skyvern",
        "reason": "Same workflow automation intent with workflow overlap."
      },
      {
        "repo": "PrefectHQ/prefect",
        "reason": "Same workflow automation intent with workflow overlap."
      },
      {
        "repo": "dagster-io/dagster",
        "reason": "Same workflow automation intent with workflow overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"workflow\" in metadata.",
          "Matched \"automation\" in metadata.",
          "Matched \"orchestration\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"kubernetes\" in repository content.",
          "Matched \"helm chart\" in repository content.",
          "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": [
          "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": 33,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "partial"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-19T10:30:47.016Z",
      "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",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: commits30d, contributors90d.",
      "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": "2026-09-19T10:30:47.016Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d, contributors90d.",
    "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.",
  "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": "2026-09-19T10:30:47.016Z",
  "knowledge": {
    "project": {
      "id": "apache/airflow",
      "owner": "apache",
      "name": "airflow",
      "full_name": "apache/airflow",
      "github_url": "https://github.com/apache/airflow",
      "homepage_url": "https://airflow.apache.org/",
      "description": "Apache Airflow - A platform to programmatically author, schedule, and monitor workflows",
      "language": "Python",
      "topics": [
        "airflow",
        "apache",
        "apache-airflow",
        "automation",
        "dag",
        "data-engineering",
        "data-integration",
        "data-orchestrator",
        "data-pipelines",
        "data-science",
        "elt",
        "etl",
        "machine-learning",
        "mlops",
        "orchestration",
        "python",
        "scheduler",
        "workflow",
        "workflow-engine",
        "workflow-orchestration"
      ],
      "license": "Apache-2.0",
      "stars": 46896,
      "forks": 17863,
      "open_issues": 2132,
      "default_branch": "main",
      "created_at": "2015-04-13T18:04:58Z",
      "updated_at": "2026-09-19T10:04:02Z",
      "pushed_at": "2026-09-19T07:19:53Z",
      "synced_at": "2026-09-19T10:30:47.016Z"
    },
    "agent_card": {
      "project_id": "apache/airflow",
      "project_kind": "project",
      "category": "workflow_automation",
      "difficulty": "intermediate",
      "deployment": [
        "docker",
        "kubernetes",
        "library_only",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "orchestrate AI workflows",
        "connect tools and services",
        "automate repeated tasks"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "Skyvern-AI/skyvern",
          "reason": "Same workflow automation intent with workflow overlap."
        },
        {
          "project_id": "PrefectHQ/prefect",
          "reason": "Same workflow automation intent with workflow overlap."
        },
        {
          "project_id": "dagster-io/dagster",
          "reason": "Same workflow automation intent with workflow overlap."
        }
      ],
      "summary_for_agent": "Use apache/airflow when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"workflow\" in metadata.",
            "Matched \"automation\" in metadata.",
            "Matched \"orchestration\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"helm chart\" in repository content.",
            "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": [
            "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": "2026-09-19T10:30:47.016Z"
    },
    "metrics": {
      "project_id": "apache/airflow",
      "stars_30d_delta": 385,
      "commits_30d": 100,
      "releases_180d": 10,
      "contributors_90d": 100,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 52,
      "maintenance_score": 72,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
      "calculated_at": "2026-09-19T10:30:47.016Z"
    }
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  "resolved_from": {
    "requested_id": "apache/airflow",
    "resolved_id": "apache/airflow",
    "resolution": "direct"
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  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-20T02:47:08.259Z",
    "snapshot_id": "d1:1213:2026-09-20T02:30:40.753Z",
    "latest_synced_at": "2026-09-20T02:30:40.753Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
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}