{
  "ok": true,
  "resource": {
    "id": "RES_2A86598AF232",
    "resource_type": "skill",
    "canonical_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/parallel-web",
    "name": "parallel-web",
    "summary_en": "Use Parallel CLI for web search, URL extraction, deep research, structured data enrichment, entity discovery, and recurring web monitoring. Best for requests that explicitly need current web evidence, academic-source discovery, repeated entity lookups, exhaustive reports, or ongoing change tracking.",
    "summary_zh": "使用 Parallel CLI 进行网络搜索、URL 提取、深度研究、结构化数据丰富、实体发现和定期网络监控。最适合明确需要当前网络证据、学术来源发现、重复实体查找、详尽报告或持续变更跟踪的请求。",
    "description_en": "This skill provides a unified interface to Parallel's web-intelligence workflows via the parallel-cli command-line tool. It routes user requests to one of several capabilities: Web Search for lookups and bounded research; Web Extract for fetching content from a known public URL (including PDFs and JavaScript-rendered pages); Data Enrichment for adding web-sourced fields to user-supplied rows; Deep Research for exhaustive, multi-source reports; FindAll for discovering entities matching natural-language criteria; and Monitor for recurring web change tracking. The skill includes setup instructions for installing parallel-cli (via uv tool install) and authenticating (interactively, via device flow, or using a PARALLEL_API_KEY environment variable). It emphasizes academic source priority for scientific queries, safety guidance for handling untrusted web content and constructing commands, context chaining via interaction IDs, and polling limits for long-running tasks. The skill is part of Scientific Agent Skills by K-Dense and includes citation instructions for the associated paper.",
    "description_zh": "该技能通过 parallel-cli 命令行工具为 Parallel 的网络智能工作流提供统一接口。它将用户请求路由到以下能力之一：Web Search 用于查找和有界研究；Web Extract 用于从已知公共 URL 获取内容（包括 PDF 和 JavaScript 渲染页面）；Data Enrichment 用于向用户提供的行添加网络来源字段；Deep Research 用于详尽的多来源报告；FindAll 用于发现符合自然语言条件的实体；Monitor 用于定期网络变更跟踪。该技能包含安装 parallel-cli（通过 uv tool install）和认证（交互式、设备流程或使用 PARALLEL_API_KEY 环境变量）的设置说明。它强调科学查询的学术来源优先级、处理不可信网络内容和构建命令的安全指南、通过交互 ID 进行上下文链接，以及长时间运行任务的轮询限制。该技能是 K-Dense 的 Scientific Agent Skills 的一部分，并包含相关论文的引用说明。",
    "provider_name": "K-Dense-AI",
    "homepage_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/main/skills/parallel-web",
    "endpoint_url": null,
    "source_url": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/parallel-web/SKILL.md",
    "icon_url": null,
    "cover_image_url": null,
    "capabilities": [
      "web.search",
      "web.extract",
      "research.deep",
      "data.enrich",
      "entity.discover",
      "web.monitor"
    ],
    "categories": [
      "developer-tools",
      "research",
      "data",
      "automation"
    ],
    "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/parallel-web/SKILL.md",
        "commit": "1e5eeffbdad3749125afe7ab48a39694e27f181c",
        "stars": 42124,
        "forks": 3870,
        "updated_at": "2026-09-03T02:47:03Z"
      },
      "skill": {
        "compatibility": "Requires parallel-cli and internet access.",
        "allowed_tools": null,
        "content_hash": "65da85dc5ddb4c4f5e4b6733025c5a9fe59ce821075ee4b20308f31351ba17e2",
        "line_count": 146
      },
      "review_gate": {
        "passed": true,
        "reasons": [],
        "policy_version": "review-gate-v1",
        "evaluated_at": "2026-09-03T06:22:23.178Z"
      }
    },
    "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": "medium",
      "operational_transparency": "partial",
      "evidence_strength": "source_inspected",
      "use_readiness": "guided_use",
      "reviewed_at": "2026-09-03T06:22:24.078Z"
    },
    "experience_count": 0,
    "verified_experience_count": 0,
    "usage_count": 0,
    "success_rate": null,
    "first_seen_at": "2026-09-03T02:50:46.674Z",
    "last_seen_at": "2026-09-03T06:22:23.429Z",
    "published_at": "2026-09-03T06:22:23.429Z",
    "created_at": "2026-09-03T02:50:46.674Z",
    "updated_at": "2026-09-03T06:22:24.078Z",
    "api_url": "https://aiworkshub.io/api/v1/resources/RES_2A86598AF232",
    "reviews_url": "https://aiworkshub.io/api/v1/resources/RES_2A86598AF232/reviews",
    "public_url": "https://aiworkshub.io/resources/RES_2A86598AF232",
    "distribution": {
      "canonical_identity": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/parallel-web",
      "syndicatable": true,
      "origins": [
        {
          "registry_url": "https://github.com/",
          "upstream_resource_id": "K-Dense-AI/scientific-agent-skills:skills/parallel-web/SKILL.md",
          "upstream_record_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/parallel-web",
          "relation": "syndicated",
          "metadata": {
            "source": "github-skill-import"
          },
          "first_seen_at": "2026-09-03T02:50:46.674Z",
          "last_seen_at": "2026-09-03T06:22:23.429Z"
        }
      ]
    },
    "tools": [],
    "review_profile": {
      "schema_version": "aiworkshub.resource-review/0.2",
      "method_version": "capability-evidence-v2",
      "review_state": {
        "identity": "verified",
        "source": "verified",
        "connectivity": "unknown",
        "contract": "strong",
        "safe_use": "untested",
        "real_use": "unobserved"
      },
      "assessment": {
        "capability_definition": "strong",
        "contract_completeness": "strong",
        "access_friction": "medium",
        "operational_transparency": "partial",
        "evidence_strength": "source_inspected",
        "use_readiness": "guided_use"
      },
      "profile": {
        "capabilities": [
          {
            "id": "web.search",
            "weight": 90,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "web.extract",
            "weight": 85,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "research.deep",
            "weight": 80,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "data.enrich",
            "weight": 75,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "entity.discover",
            "weight": 70,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "web.monitor",
            "weight": 65,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          }
        ],
        "domains": [
          {
            "id": "web",
            "weight": 90,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "research",
            "weight": 80,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "data",
            "weight": 70,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          }
        ],
        "workflow_roles": [
          "discover",
          "retrieve",
          "analyze",
          "monitor"
        ]
      },
      "capability_units": [
        {
          "id": "skill:parallel-web",
          "kind": "skill_action",
          "capability_id": "web.search",
          "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": {
            "type": "api_key",
            "required": true,
            "description": "PARALLEL_API_KEY environment variable or interactive login"
          },
          "pricing": {
            "model": "unknown",
            "description": "No pricing information in source; likely usage-based but not specified."
          },
          "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": "api_key",
          "required": true,
          "description": "PARALLEL_API_KEY environment variable or interactive login"
        },
        "runtime_pricing": {
          "model": "unknown",
          "description": "No pricing information in source; likely usage-based but not specified."
        },
        "dependencies": [
          "parallel-cli",
          "internet access"
        ]
      },
      "operational_flags": [],
      "trust": {
        "signal": "none",
        "evidence_ids": [],
        "reason": "No suspicious or malicious evidence."
      },
      "fit": {
        "good_for": [
          "Requests explicitly needing current web evidence",
          "Academic-source discovery",
          "Repeated entity lookups",
          "Exhaustive reports",
          "Ongoing change tracking"
        ],
        "not_for": [
          "One-time checks (use Web Search or Web Extract instead of Monitor)",
          "Requests not requiring current web data"
        ]
      },
      "evidence": [
        {
          "id": "source-record",
          "type": "source_record",
          "source": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/parallel-web/SKILL.md",
          "observation": "Submitted Skill record for parallel-web; 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/parallel-web/SKILL.md",
          "observation": "The Skill source was fetched and inspected (7152 bytes; SHA-256 65da85dc5ddb4c4f5e4b6733025c5a9fe59ce821075ee4b20308f31351ba17e2).",
          "observed_at": "2026-09-03T06:22:13.424Z",
          "payload": {}
        }
      ],
      "unknowns": [
        "Actual runtime behavior and output quality not observed",
        "Pricing model for the underlying Parallel service",
        "Authentication flow details beyond the presence of PARALLEL_API_KEY",
        "Whether the skill works with the latest parallel-cli version without issues"
      ],
      "id": "REV_16F94CE189BD",
      "resource_id": "RES_2A86598AF232",
      "evaluator_type": "platform_ai",
      "provider": "deepseek",
      "model": "deepseek-v4-flash",
      "review_scope": "source-inspected-skill",
      "created_at": "2026-09-03T06:22:24.078Z"
    }
  }
}