{
  "project_id": "windmill-labs/windmill",
  "repo": "windmill-labs/windmill",
  "name": "windmill",
  "github_url": "https://github.com/windmill-labs/windmill",
  "homepage_url": "https://windmill.dev",
  "language": "Rust",
  "license": "NOASSERTION",
  "project_kind": "project",
  "category": [
    "workflow_automation"
  ],
  "tags": [
    "low-code",
    "open-source",
    "platform",
    "postgresql",
    "python",
    "self-hostable",
    "typescript"
  ],
  "description": "Open-source developer platform to power your entire infra and turn scripts into webhooks, workflows and UIs. Fastest workflow engine (13x vs Airflow). Open-source alternative to Retool and Temporal.",
  "overview": "Use windmill-labs/windmill when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.",
  "alternatives": [
    {
      "repo": "n8n-io/n8n",
      "reason": "Same workflow automation intent with workflow overlap."
    },
    {
      "repo": "langgenius/dify",
      "reason": "Same workflow automation intent with workflow overlap."
    },
    {
      "repo": "temporalio/sdk-python",
      "reason": "Same workflow automation intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "apache/airflow",
      "reason": "Related to windmill-labs/windmill through workflow automation category and docker deployment."
    },
    {
      "repo": "ray-project/ray",
      "reason": "Related to windmill-labs/windmill through workflow automation category and docker deployment."
    },
    {
      "repo": "camunda/camunda",
      "reason": "Related to windmill-labs/windmill through workflow automation category and docker deployment."
    },
    {
      "repo": "openai/openai-agents-python",
      "reason": "Related to windmill-labs/windmill through workflow automation category and docker deployment."
    },
    {
      "repo": "jupyter-naas/abi",
      "reason": "Related to windmill-labs/windmill through workflow automation category and docker deployment."
    },
    {
      "repo": "kestra-io/kestra",
      "reason": "Related to windmill-labs/windmill through workflow automation category and docker deployment."
    },
    {
      "repo": "PrefectHQ/prefect",
      "reason": "Related to windmill-labs/windmill through workflow automation category and docker deployment."
    },
    {
      "repo": "Skyvern-AI/skyvern",
      "reason": "Related to windmill-labs/windmill through workflow automation category and docker deployment."
    }
  ],
  "dependencies": [],
  "deployments": [
    "docker",
    "kubernetes",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "advanced",
  "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": "medium",
      "evidence": [
        "Matched \"workflow\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"kubernetes\" in repository content.",
        "Matched \"helm chart\" in repository content.",
        "Matched \"library\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Found multi-service or orchestration configuration files."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python, postgres, filesystem.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 17974,
    "recent_commits": 100,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 100
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 33,
    "commits_30d": "partial",
    "releases_180d": "partial",
    "contributors_90d": "partial"
  },
  "quality_score": 55,
  "agent_score": 89,
  "score": 92,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 76,
    "deployment": 100,
    "popularity": 85,
    "community": 100
  },
  "git_top_score": 92,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 84,
    "documentation": 92,
    "stability": 90,
    "adoption": 100,
    "agent_readability": 90
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-19T10:30:28.685Z",
    "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"
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      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
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      },
      "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."
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  },
  "summary": {
    "tl_dr": "Use windmill-labs/windmill when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.",
    "purpose": "Use windmill-labs/windmill 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": "n8n-io/n8n",
        "reason": "Same workflow automation intent with workflow overlap."
      },
      {
        "repo": "langgenius/dify",
        "reason": "Same workflow automation intent with workflow overlap."
      },
      {
        "repo": "temporalio/sdk-python",
        "reason": "Same workflow automation intent with workflow overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"workflow\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"kubernetes\" in repository content.",
          "Matched \"helm chart\" in repository content.",
          "Matched \"library\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Found multi-service or orchestration configuration files."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python, postgres, filesystem.",
          "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": "partial",
      "contributors_90d": "partial"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-19T10:30:28.685Z",
      "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, releases180d, 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": "2026-09-19T10:30:28.685Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d, releases180d, 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": "2026-09-19T10:30:28.685Z",
  "knowledge": {
    "project": {
      "id": "windmill-labs/windmill",
      "owner": "windmill-labs",
      "name": "windmill",
      "full_name": "windmill-labs/windmill",
      "github_url": "https://github.com/windmill-labs/windmill",
      "homepage_url": "https://windmill.dev",
      "description": "Open-source developer platform to power your entire infra and turn scripts into webhooks, workflows and UIs. Fastest workflow engine (13x vs Airflow). Open-source alternative to Retool and Temporal.",
      "language": "Rust",
      "topics": [
        "low-code",
        "open-source",
        "platform",
        "postgresql",
        "python",
        "self-hostable",
        "typescript"
      ],
      "license": "NOASSERTION",
      "stars": 17974,
      "forks": 1096,
      "open_issues": 870,
      "default_branch": "main",
      "created_at": "2022-05-05T02:21:17Z",
      "updated_at": "2026-09-19T09:10:27Z",
      "pushed_at": "2026-09-19T01:05:29Z",
      "synced_at": "2026-09-19T10:30:28.685Z"
    },
    "agent_card": {
      "project_id": "windmill-labs/windmill",
      "project_kind": "project",
      "category": "workflow_automation",
      "difficulty": "advanced",
      "deployment": [
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        "kubernetes",
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        "cloud"
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      "use_cases": [
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        "connect tools and services",
        "automate repeated tasks"
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        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "n8n-io/n8n",
          "reason": "Same workflow automation intent with workflow overlap."
        },
        {
          "project_id": "langgenius/dify",
          "reason": "Same workflow automation intent with workflow overlap."
        },
        {
          "project_id": "temporalio/sdk-python",
          "reason": "Same workflow automation intent with workflow overlap."
        }
      ],
      "summary_for_agent": "Use windmill-labs/windmill when the user needs a workflow automation project with docker, kubernetes, library-only deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"workflow\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"helm chart\" in repository content.",
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Found multi-service or orchestration configuration files."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, postgres, filesystem.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-19T10:30:28.685Z"
    },
    "metrics": {
      "project_id": "windmill-labs/windmill",
      "stars_30d_delta": 411,
      "commits_30d": 100,
      "releases_180d": 100,
      "contributors_90d": 100,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 55,
      "maintenance_score": 76,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "partial"
      },
      "calculated_at": "2026-09-19T10:30:28.685Z"
    }
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  "resolved_from": {
    "requested_id": "windmill-labs/windmill",
    "resolved_id": "windmill-labs/windmill",
    "resolution": "direct"
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  "metadata": {
    "source": "d1",
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    "project_count": 1213,
    "generated_at": "2026-09-20T02:50:38.471Z",
    "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,
    "truncated": false
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}