{
  "ok": true,
  "resource": {
    "id": "RES_288775F1C4B7",
    "resource_type": "skill",
    "canonical_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/zarr-python",
    "name": "zarr-python",
    "summary_en": "Chunked N-D arrays for cloud storage (Zarr-Python 3). Compressed arrays, parallel I/O, S3/GCS via fsspec, NumPy/Dask/Xarray compatible, for large-scale scientific computing pipelines.",
    "summary_zh": "用于云存储的分块N维数组（Zarr-Python 3）。压缩数组、并行I/O、通过fsspec访问S3/GCS，兼容NumPy/Dask/Xarray，适用于大规模科学计算流水线。",
    "description_en": "This Agent Skill provides procedural guidance for using Zarr-Python 3 to store and manipulate large N-dimensional arrays with chunking and compression. It covers array creation, reading/writing, resizing, groups, attributes, and references to detailed documentation on chunking, storage backends, integration with NumPy/Dask/Xarray, and performance patterns. The skill is a community guide maintained by K-Dense Inc., not an official zarr-developers package. It requires Python 3.12+ and zarr 3.x, with optional remote storage support via fsspec. The skill allows tools: Read, Write, Edit, Bash. The source was inspected and is available under the MIT license.",
    "description_zh": "该Agent技能提供使用Zarr-Python 3存储和操作大型N维数组（带分块和压缩）的程序性指导。涵盖数组创建、读写、调整大小、组、属性，以及指向详细文档的引用，包括分块、存储后端、与NumPy/Dask/Xarray的集成和性能模式。该技能是由K-Dense Inc.维护的社区指南，并非zarr-developers的官方包。需要Python 3.12+和zarr 3.x，可选通过fsspec支持远程存储。技能允许的工具：Read、Write、Edit、Bash。源代码已检查，并在MIT许可下提供。",
    "provider_name": "K-Dense-AI",
    "homepage_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/main/skills/zarr-python",
    "endpoint_url": null,
    "source_url": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/zarr-python/SKILL.md",
    "icon_url": null,
    "cover_image_url": null,
    "capabilities": [
      "data.array-processing",
      "data.storage-management",
      "data.integration"
    ],
    "categories": [
      "data",
      "research",
      "developer-tools"
    ],
    "industries": [
      "software",
      "general"
    ],
    "protocols": [
      "agent-skills"
    ],
    "auth": {
      "type": "none",
      "required": false
    },
    "pricing": {
      "model": "free"
    },
    "input_schema": {},
    "output_schema": {},
    "metadata": {
      "content_language": "en",
      "translation_status": "original-only",
      "license": {
        "spdx_id": "MIT",
        "source": "https://github.com/K-Dense-AI/scientific-agent-skills/blob/1e5eeffbdad3749125afe7ab48a39694e27f181c/LICENSE"
      },
      "github": {
        "repository": "K-Dense-AI/scientific-agent-skills",
        "owner": "K-Dense-AI",
        "path": "skills/zarr-python/SKILL.md",
        "commit": "1e5eeffbdad3749125afe7ab48a39694e27f181c",
        "stars": 42124,
        "forks": 3870,
        "updated_at": "2026-09-03T02:47:03Z"
      },
      "skill": {
        "compatibility": "Requires Python 3.12+ and zarr 3.x. Cloud I/O needs zarr[remote] plus pinned s3fs or gcsfs. Legacy Zarr v2 workflows need exact 2.x pins on older Python.",
        "allowed_tools": "Read Write Edit Bash",
        "content_hash": "36f6900413beeba38209b4002d849a23694319202053e851ecd367b4769f8ed7",
        "line_count": 259
      },
      "review_gate": {
        "passed": true,
        "reasons": [],
        "policy_version": "review-gate-v1",
        "evaluated_at": "2026-09-03T06:22:22.682Z"
      }
    },
    "latest_version": "1e5eeffbdad3",
    "status": "listed",
    "health_status": "unknown",
    "source_kind": "imported",
    "source_agent": "aiworkshub-skill-reviewer",
    "trust": {
      "signal": "none",
      "reason": "No suspicious or malicious evidence found.",
      "signals": {
        "yellow": 0,
        "red": 0
      }
    },
    "review_summary": {
      "method_version": "capability-evidence-v2",
      "capability_definition": "strong",
      "contract_completeness": "natural_language",
      "access_friction": "low",
      "operational_transparency": "strong",
      "evidence_strength": "source_inspected",
      "use_readiness": "guided_use",
      "reviewed_at": "2026-09-03T06:22:23.525Z"
    },
    "experience_count": 0,
    "verified_experience_count": 0,
    "usage_count": 0,
    "success_rate": null,
    "first_seen_at": "2026-09-03T02:51:03.188Z",
    "last_seen_at": "2026-09-03T06:22:22.901Z",
    "published_at": "2026-09-03T06:22:22.901Z",
    "created_at": "2026-09-03T02:51:03.188Z",
    "updated_at": "2026-09-03T06:22:23.525Z",
    "api_url": "https://aiworkshub.io/api/v1/resources/RES_288775F1C4B7",
    "reviews_url": "https://aiworkshub.io/api/v1/resources/RES_288775F1C4B7/reviews",
    "public_url": "https://aiworkshub.io/resources/RES_288775F1C4B7",
    "distribution": {
      "canonical_identity": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/zarr-python",
      "syndicatable": true,
      "origins": [
        {
          "registry_url": "https://github.com/",
          "upstream_resource_id": "K-Dense-AI/scientific-agent-skills:skills/zarr-python/SKILL.md",
          "upstream_record_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/zarr-python",
          "relation": "syndicated",
          "metadata": {
            "source": "github-skill-import"
          },
          "first_seen_at": "2026-09-03T02:51:03.188Z",
          "last_seen_at": "2026-09-03T06:22:22.901Z"
        }
      ]
    },
    "tools": [],
    "review_profile": {
      "schema_version": "aiworkshub.resource-review/0.2",
      "method_version": "capability-evidence-v2",
      "review_state": {
        "identity": "observed",
        "source": "verified",
        "connectivity": "unknown",
        "contract": "partial",
        "safe_use": "untested",
        "real_use": "unobserved"
      },
      "assessment": {
        "capability_definition": "strong",
        "contract_completeness": "natural_language",
        "access_friction": "low",
        "operational_transparency": "strong",
        "evidence_strength": "source_inspected",
        "use_readiness": "guided_use"
      },
      "profile": {
        "capabilities": [
          {
            "id": "data.array-processing",
            "weight": 90,
            "confidence": 80,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "data.storage-management",
            "weight": 70,
            "confidence": 70,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "data.integration",
            "weight": 60,
            "confidence": 60,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          }
        ],
        "domains": [
          {
            "id": "scientific-computing",
            "weight": 90,
            "confidence": 80,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "data-engineering",
            "weight": 70,
            "confidence": 70,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "cloud-storage",
            "weight": 60,
            "confidence": 60,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          }
        ],
        "workflow_roles": [
          "analyze",
          "transform",
          "execute"
        ]
      },
      "capability_units": [
        {
          "id": "skill:zarr-python",
          "kind": "skill_action",
          "capability_id": "data.array-processing",
          "effect": "unknown",
          "open_world": false,
          "idempotency": "unknown",
          "confirmation": "explicit policy",
          "input_contract": "natural_language",
          "output_contract": "natural_language",
          "accepts": [
            "task context"
          ],
          "produces": [
            "task result"
          ],
          "runtime_auth": {},
          "pricing": {},
          "evidence_ids": [
            "source-inspection"
          ],
          "metadata": {}
        }
      ],
      "access": {
        "distribution_license": {
          "spdx_id": "MIT",
          "source": "https://github.com/K-Dense-AI/scientific-agent-skills/blob/1e5eeffbdad3749125afe7ab48a39694e27f181c/LICENSE"
        },
        "runtime_auth": {},
        "runtime_pricing": {},
        "dependencies": [
          "Python 3.12+",
          "zarr 3.x",
          "NumPy 2.0+",
          "Optional: s3fs, gcsfs for remote storage"
        ]
      },
      "operational_flags": [],
      "trust": {
        "signal": "none",
        "evidence_ids": [
          "source-record",
          "source-inspection"
        ],
        "reason": "No suspicious or malicious evidence found."
      },
      "fit": {
        "good_for": [
          "Large-scale scientific data storage and analysis",
          "Cloud-native array processing with S3/GCS",
          "Integration with NumPy, Dask, and Xarray pipelines"
        ],
        "not_for": [
          "Small in-memory datasets where simpler formats suffice",
          "Legacy Zarr v2 workflows without careful version pinning"
        ]
      },
      "evidence": [
        {
          "id": "source-record",
          "type": "source_record",
          "source": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/zarr-python/SKILL.md",
          "observation": "Submitted Skill record for zarr-python; declared license MIT.",
          "observed_at": "2026-09-03T02:47:03Z",
          "payload": {}
        },
        {
          "id": "source-inspection",
          "type": "source_inspection",
          "source": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/zarr-python/SKILL.md",
          "observation": "The Skill source was fetched and inspected (8520 bytes; SHA-256 36f6900413beeba38209b4002d849a23694319202053e851ecd367b4769f8ed7).",
          "observed_at": "2026-09-03T06:22:14.068Z",
          "payload": {}
        }
      ],
      "unknowns": [
        "Actual runtime behavior and performance not tested",
        "Real-world usage and adoption not observed",
        "Connectivity to referenced external resources not verified",
        "Exact scope of allowed tools beyond Read, Write, Edit, Bash not detailed"
      ],
      "id": "REV_60DD845ED019",
      "resource_id": "RES_288775F1C4B7",
      "evaluator_type": "platform_ai",
      "provider": "deepseek",
      "model": "deepseek-v4-flash",
      "review_scope": "source-inspected-skill",
      "created_at": "2026-09-03T06:22:23.525Z"
    }
  }
}