{
  "project_id": "zeiss-microscopy/OAD",
  "repo": "zeiss-microscopy/OAD",
  "name": "OAD",
  "github_url": "https://github.com/zeiss-microscopy/OAD",
  "homepage_url": null,
  "language": "Jupyter Notebook",
  "license": "GPL-3.0",
  "project_kind": "project",
  "category": [
    "workflow_automation"
  ],
  "tags": [
    "acquisition",
    "automation",
    "image-analysis",
    "image-processing",
    "imaging",
    "machine-learning",
    "microscopy",
    "oad",
    "open-source",
    "python",
    "python-script",
    "scripting",
    "workflow",
    "zen",
    "zen-blue"
  ],
  "description": "Collection of tools and scripts useful to automate microscopy workflows in ZEN Blue using Python and Open Application Development tools and AI tools.",
  "overview": "Use zeiss-microscopy/OAD when the user needs a workflow automation project with library_only, local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "apache/airflow",
      "reason": "Related to zeiss-microscopy/OAD through workflow automation category and library_only deployment."
    },
    {
      "repo": "Skyvern-AI/skyvern",
      "reason": "Related to zeiss-microscopy/OAD through workflow automation category and library_only deployment."
    },
    {
      "repo": "PrefectHQ/prefect",
      "reason": "Related to zeiss-microscopy/OAD through workflow automation category and library_only deployment."
    },
    {
      "repo": "ohdearquant/lionagi",
      "reason": "Related to zeiss-microscopy/OAD through workflow automation category and library_only deployment."
    },
    {
      "repo": "windmill-labs/windmill",
      "reason": "Related to zeiss-microscopy/OAD through workflow automation category and library_only deployment."
    },
    {
      "repo": "langgenius/dify",
      "reason": "Related to zeiss-microscopy/OAD through workflow automation category and local deployment."
    },
    {
      "repo": "dagster-io/dagster",
      "reason": "Related to zeiss-microscopy/OAD through workflow automation category and library_only deployment."
    },
    {
      "repo": "Dong90/oh-my-taiyiforge",
      "reason": "Related to zeiss-microscopy/OAD through workflow automation category and library_only deployment."
    }
  ],
  "dependencies": [],
  "deployments": [
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "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."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"library\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected."
      ]
    }
  },
  "quality_signals": {
    "stars": 167,
    "recent_commits": 4,
    "contributors": 10,
    "issue_response_time_hours": null,
    "release_frequency_180d": 0
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 6,
  "agent_score": 57,
  "score": 68,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 19,
    "deployment": 80,
    "popularity": 44,
    "community": 55
  },
  "git_top_score": 68,
  "git_top_score_breakdown": {
    "community": 94,
    "maintenance": 16,
    "documentation": 92,
    "stability": 70,
    "adoption": 66,
    "agent_readability": 80
  },
  "summary": {
    "tl_dr": "Use zeiss-microscopy/OAD when the user needs a workflow automation project with library_only, local, cloud deployment options.",
    "purpose": "Use zeiss-microscopy/OAD when the user needs a workflow automation project with library_only, local, cloud deployment options.",
    "install": "Install as a library or package using the repository 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": [
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"workflow\" in metadata.",
          "Matched \"automation\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"library\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "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"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-07-07T15:00:57.321Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "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"
  ],
  "last_verified_at": "2026-07-07T15:00:57.321Z",
  "knowledge": {
    "project": {
      "id": "zeiss-microscopy/OAD",
      "owner": "zeiss-microscopy",
      "name": "OAD",
      "full_name": "zeiss-microscopy/OAD",
      "github_url": "https://github.com/zeiss-microscopy/OAD",
      "homepage_url": null,
      "description": "Collection of tools and scripts useful to automate microscopy workflows in ZEN Blue using Python and Open Application Development tools and AI tools.",
      "language": "Jupyter Notebook",
      "topics": [
        "acquisition",
        "automation",
        "image-analysis",
        "image-processing",
        "imaging",
        "machine-learning",
        "microscopy",
        "oad",
        "open-source",
        "python",
        "python-script",
        "scripting",
        "workflow",
        "zen",
        "zen-blue"
      ],
      "license": "GPL-3.0",
      "stars": 167,
      "forks": 55,
      "open_issues": 0,
      "default_branch": "master",
      "created_at": "2018-10-27T16:42:47Z",
      "updated_at": "2026-07-07T12:44:12Z",
      "pushed_at": "2026-07-07T12:43:55Z",
      "synced_at": "2026-07-07T15:00:57.321Z"
    },
    "agent_card": {
      "project_id": "zeiss-microscopy/OAD",
      "project_kind": "project",
      "category": "workflow_automation",
      "difficulty": "beginner",
      "deployment": [
        "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": [],
      "summary_for_agent": "Use zeiss-microscopy/OAD when the user needs a workflow automation project with library_only, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"workflow\" in metadata.",
            "Matched \"automation\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-07-07T15:00:57.321Z"
    },
    "metrics": {
      "project_id": "zeiss-microscopy/OAD",
      "stars_30d_delta": 2,
      "commits_30d": 4,
      "releases_180d": 0,
      "contributors_90d": 10,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 6,
      "maintenance_score": 19,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-07T15:00:57.321Z"
    }
  },
  "resolved_from": {
    "requested_id": "zeiss-microscopy/OAD",
    "resolved_id": "zeiss-microscopy/OAD",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 862,
    "generated_at": "2026-07-08T19:18:26.950Z",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}