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    "name": "research-lookup",
    "summary_en": "Compile current scholarly evidence for a scientific manuscript or research brief. Use when the user explicitly asks to gather literature, references, background evidence, competing findings, or a manuscript research packet. Uses Parallel Search by default, Parallel Extract for source verification, Parallel Research for explicitly deep/exhaustive work, optional explicit Parallel Chat, and optional Perplexity only when requested or allowed as a failure fallback.",
    "summary_zh": "为科学手稿或研究简报汇编当前学术证据。当用户明确要求收集文献、参考文献、背景证据、竞争性发现或手稿研究资料包时使用。默认使用并行搜索，并行提取用于来源验证，并行研究用于明确要求的深度/详尽工作，可选的显式并行聊天，以及仅在请求或允许作为失败回退时可选使用的Perplexity。",
    "description_en": "This Agent Skill compiles current scholarly evidence for a scientific manuscript or research brief. It is activated when the user explicitly requests literature gathering, references, background evidence, competing findings, or a manuscript research packet. The skill routes to Parallel Search by default, uses Parallel Extract for source verification, and supports explicit deep research via Parallel Research, explicit Parallel Chat, and an optional Perplexity fallback via OpenRouter. It targets 60 verified unique references and produces a structured research packet including evidence matrix, claim-source map, synthesis, and coverage reports. The skill requires network access to api.parallel.ai via parallel-cli 0.7.1+ and optionally OPENROUTER_API_KEY for Perplexity. It is part of the Scientific Agent Skills library by K-Dense and is licensed under MIT.",
    "description_zh": "该Agent技能为科学手稿或研究简报汇编当前学术证据。当用户明确要求收集文献、参考文献、背景证据、竞争性发现或手稿研究资料包时激活。技能默认路由至Parallel Search，使用Parallel Extract进行来源验证，并支持通过Parallel Research进行显式深度研究、显式Parallel Chat以及可选的Perplexity回退（通过OpenRouter）。目标为60条经过验证的唯一参考文献，并生成结构化研究资料包，包括证据矩阵、声明-来源映射、综合和覆盖报告。技能要求通过网络访问api.parallel.ai（通过parallel-cli 0.7.1+），可选地需要OPENROUTER_API_KEY以使用Perplexity。它是K-Dense的Scientific Agent Skills库的一部分，采用MIT许可。",
    "provider_name": "K-Dense-AI",
    "homepage_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/main/skills/research-lookup",
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    "industries": [
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      "software",
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        "source": "https://github.com/K-Dense-AI/scientific-agent-skills/blob/1e5eeffbdad3749125afe7ab48a39694e27f181c/LICENSE"
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        "path": "skills/research-lookup/SKILL.md",
        "commit": "1e5eeffbdad3749125afe7ab48a39694e27f181c",
        "stars": 42124,
        "forks": 3870,
        "updated_at": "2026-09-03T02:47:03Z"
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        "compatibility": "Requires network access to api.parallel.ai through parallel-cli 0.7.1+ for Search, Extract, and Research; explicit Chat uses api.parallel.ai with PARALLEL_API_KEY; optional Perplexity requests use openrouter.ai and require OPENROUTER_API_KEY.",
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        "reasons": [],
        "policy_version": "review-gate-v1",
        "evaluated_at": "2026-09-03T06:22:12.254Z"
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    "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
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    },
    "review_summary": {
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      "capability_definition": "strong",
      "contract_completeness": "strong",
      "access_friction": "medium",
      "operational_transparency": "strong",
      "evidence_strength": "source_inspected",
      "use_readiness": "guided_use",
      "reviewed_at": "2026-09-03T06:22:13.186Z"
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    "experience_count": 0,
    "verified_experience_count": 0,
    "usage_count": 0,
    "success_rate": null,
    "first_seen_at": "2026-09-03T02:50:54.376Z",
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    "created_at": "2026-09-03T02:50:54.376Z",
    "updated_at": "2026-09-03T06:22:13.186Z",
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    "public_url": "https://aiworkshub.io/resources/RES_2AEAA3064C58",
    "distribution": {
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            "source": "github-skill-import"
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      "method_version": "capability-evidence-v2",
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        "source": "verified",
        "connectivity": "unknown",
        "contract": "strong",
        "safe_use": "untested",
        "real_use": "unobserved"
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      "assessment": {
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        "operational_transparency": "strong",
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          {
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            "confidence": 80,
            "evidence_ids": [
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            "evidence_ids": [
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            "confidence": 70,
            "evidence_ids": [
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          },
          {
            "id": "software-development",
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            "evidence_ids": [
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          "idempotency": "safe_to_retry",
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          "input_contract": "natural_language",
          "output_contract": "natural_language",
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          "pricing": {},
          "evidence_ids": [
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        "dependencies": [
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          "PARALLEL_API_KEY (optional)",
          "OPENROUTER_API_KEY (optional)"
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      },
      "operational_flags": [],
      "trust": {
        "signal": "none",
        "evidence_ids": [
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        "reason": "No suspicious or malicious evidence found."
      },
      "fit": {
        "good_for": [
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          "Verifying sources and extracting structured metadata",
          "Deep exhaustive research when explicitly requested",
          "Producing structured research packets with evidence matrices and coverage reports"
        ],
        "not_for": [
          "Casual factual questions not requiring research",
          "Handling private or unpublished material",
          "Systematic reviews (use literature-review skill)",
          "Providing unpublished study data or deciding Results"
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      "unknowns": [
        "Actual runtime connectivity to api.parallel.ai not tested",
        "Real-world usage not observed",
        "Exact behavior of parallel-cli commands not verified beyond source documentation",
        "Pricing model may not reflect actual costs of API usage"
      ],
      "id": "REV_78E87EFDA77B",
      "resource_id": "RES_2AEAA3064C58",
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}