{
  "ok": true,
  "resource": {
    "id": "RES_533681C2DC99",
    "resource_type": "skill",
    "canonical_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/get-available-resources",
    "name": "get-available-resources",
    "summary_en": "Detect host inventory and effective CPU, memory, disk, scheduler, container, and accelerator limits when a user asks for resource-aware planning or before a clearly resource-sensitive local workload. Produces a redacted JSON snapshot and conservative planning helpers without stress tests or assuming visible host hardware is usable.",
    "summary_zh": "当用户请求资源感知规划或在明显资源敏感的本地工作负载之前，检测主机清单和有效的CPU、内存、磁盘、调度器、容器和加速器限制。生成脱敏的JSON快照和保守的规划辅助，不进行压力测试，也不假设可见的主机硬件可用。",
    "description_en": "This skill detects host inventory and effective resource limits (CPU, memory, disk, scheduler, container, accelerator) for the current process. It produces a redacted JSON snapshot and conservative planning helpers. It does not run stress tests or assume visible host hardware is usable. The skill is implemented as Python scripts and is compatible with Python 3.11+ on Linux, macOS, or Windows. It uses standard library by default, with optional psutil 7.2.2. Accelerator and scheduler CLIs are optional read-only probes. The skill includes safety rules: no stress tests, no environment dumps, no reporting of hostnames or paths, and treats missing observations as unknown. It provides scripts for detection, workload planning, snapshot validation/diff, and accelerator diagnostic planning.",
    "description_zh": "该技能检测当前进程的主机清单和有效资源限制（CPU、内存、磁盘、调度器、容器、加速器）。它生成脱敏的JSON快照和保守的规划辅助。它不进行压力测试，也不假设可见的主机硬件可用。该技能以Python脚本实现，兼容Python 3.11+，支持Linux、macOS或Windows。默认使用标准库，可选psutil 7.2.2。加速器和调度器CLI是可选的只读探测。该技能包含安全规则：不进行压力测试，不转储环境，不报告主机名或路径，并将缺失的观测视为未知。它提供了用于检测、工作负载规划、快照验证/差异比较和加速器诊断规划的脚本。",
    "provider_name": "K-Dense-AI",
    "homepage_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/main/skills/get-available-resources",
    "endpoint_url": null,
    "source_url": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/get-available-resources/SKILL.md",
    "icon_url": null,
    "cover_image_url": null,
    "capabilities": [
      "system.resource-detection",
      "system.resource-planning",
      "system.snapshot-validation"
    ],
    "categories": [
      "developer-tools",
      "infrastructure",
      "data"
    ],
    "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/get-available-resources/SKILL.md",
        "commit": "1e5eeffbdad3749125afe7ab48a39694e27f181c",
        "stars": 42124,
        "forks": 3870,
        "updated_at": "2026-09-03T02:47:03Z"
      },
      "skill": {
        "compatibility": "Python 3.11+ on Linux, macOS, or Windows; standard library by default, optional psutil 7.2.2; accelerator and scheduler CLIs are optional read-only probes.",
        "allowed_tools": null,
        "content_hash": "1ecca3aff6306e729935e5edb3930475b086752520b10096c0338a708863f58c",
        "line_count": 278
      },
      "review_gate": {
        "passed": true,
        "reasons": [],
        "policy_version": "review-gate-v1",
        "evaluated_at": "2026-09-03T06:18:53.708Z"
      }
    },
    "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.",
      "signals": {
        "yellow": 0,
        "red": 0
      }
    },
    "review_summary": {
      "method_version": "capability-evidence-v2",
      "capability_definition": "strong",
      "contract_completeness": "strong",
      "access_friction": "low",
      "operational_transparency": "strong",
      "evidence_strength": "source_inspected",
      "use_readiness": "ready_for_guidance",
      "reviewed_at": "2026-09-03T06:18:54.567Z"
    },
    "experience_count": 0,
    "verified_experience_count": 0,
    "usage_count": 0,
    "success_rate": null,
    "first_seen_at": "2026-09-03T02:50:36.891Z",
    "last_seen_at": "2026-09-03T06:18:53.929Z",
    "published_at": "2026-09-03T06:18:53.929Z",
    "created_at": "2026-09-03T02:50:36.891Z",
    "updated_at": "2026-09-03T06:18:54.567Z",
    "api_url": "https://aiworkshub.io/api/v1/resources/RES_533681C2DC99",
    "reviews_url": "https://aiworkshub.io/api/v1/resources/RES_533681C2DC99/reviews",
    "public_url": "https://aiworkshub.io/resources/RES_533681C2DC99",
    "distribution": {
      "canonical_identity": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/get-available-resources",
      "syndicatable": true,
      "origins": [
        {
          "registry_url": "https://github.com/",
          "upstream_resource_id": "K-Dense-AI/scientific-agent-skills:skills/get-available-resources/SKILL.md",
          "upstream_record_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/get-available-resources",
          "relation": "syndicated",
          "metadata": {
            "source": "github-skill-import"
          },
          "first_seen_at": "2026-09-03T02:50:36.891Z",
          "last_seen_at": "2026-09-03T06:18:53.929Z"
        }
      ]
    },
    "tools": [],
    "review_profile": {
      "schema_version": "aiworkshub.resource-review/0.2",
      "method_version": "capability-evidence-v2",
      "review_state": {
        "identity": "verified",
        "source": "verified",
        "connectivity": "verified",
        "contract": "strong",
        "safe_use": "untested",
        "real_use": "unobserved"
      },
      "assessment": {
        "capability_definition": "strong",
        "contract_completeness": "strong",
        "access_friction": "low",
        "operational_transparency": "strong",
        "evidence_strength": "source_inspected",
        "use_readiness": "ready_for_guidance"
      },
      "profile": {
        "capabilities": [
          {
            "id": "system.resource-detection",
            "weight": 90,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "system.resource-planning",
            "weight": 80,
            "confidence": 80,
            "evidence_ids": [
              "source-inspection"
            ]
          },
          {
            "id": "system.snapshot-validation",
            "weight": 60,
            "confidence": 70,
            "evidence_ids": [
              "source-inspection"
            ]
          }
        ],
        "domains": [
          {
            "id": "software",
            "weight": 80,
            "confidence": 80,
            "evidence_ids": [
              "source-record"
            ]
          },
          {
            "id": "infrastructure",
            "weight": 70,
            "confidence": 70,
            "evidence_ids": [
              "source-record"
            ]
          }
        ],
        "workflow_roles": [
          "analyze",
          "execute"
        ]
      },
      "capability_units": [
        {
          "id": "skill:get-available-resources",
          "kind": "skill_action",
          "capability_id": "system.resource-detection",
          "effect": "unknown",
          "open_world": false,
          "idempotency": "idempotent",
          "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": {
          "type": "none",
          "required": false
        },
        "runtime_pricing": {
          "model": "free"
        },
        "dependencies": [
          "Python 3.11+",
          "psutil 7.2.2 (optional)"
        ]
      },
      "operational_flags": [],
      "trust": {
        "signal": "none",
        "evidence_ids": [],
        "reason": "No suspicious or malicious evidence."
      },
      "fit": {
        "good_for": [
          "Resource-aware planning before running local workloads",
          "Detecting effective CPU, memory, disk, and accelerator limits in containers or scheduler allocations",
          "Generating conservative workload plans without stress testing"
        ],
        "not_for": [
          "Stress testing or benchmarking",
          "Assuming visible host hardware is usable inside containers or scheduler allocations",
          "Persisting resource fingerprints without user request"
        ]
      },
      "evidence": [
        {
          "id": "source-record",
          "type": "source_record",
          "source": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/get-available-resources/SKILL.md",
          "observation": "Submitted Skill record for get-available-resources; 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/get-available-resources/SKILL.md",
          "observation": "The Skill source was fetched and inspected (10359 bytes; SHA-256 1ecca3aff6306e729935e5edb3930475b086752520b10096c0338a708863f58c).",
          "observed_at": "2026-09-03T06:11:31.861Z",
          "payload": {}
        }
      ],
      "unknowns": [
        "Real-world usage and safety testing not observed",
        "Exact behavior on all platforms not fully verified",
        "Effectiveness of accelerator runtime compatibility not tested"
      ],
      "id": "REV_A8CF4DE815D6",
      "resource_id": "RES_533681C2DC99",
      "evaluator_type": "platform_ai",
      "provider": "deepseek",
      "model": "deepseek-v4-flash",
      "review_scope": "source-inspected-skill",
      "created_at": "2026-09-03T06:18:54.567Z"
    }
  }
}