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    "name": "bgpt-paper-search",
    "summary_en": "Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. Returns 25+ fields per paper including methods, results, sample sizes, quality scores, and conclusions. Use for literature reviews, evidence synthesis, and finding experimental details not available in abstracts alone.",
    "summary_zh": "搜索科学论文，并通过BGPT MCP服务器检索从全文研究中提取的结构化实验数据。每篇论文返回25+个字段，包括方法、结果、样本量、质量评分和结论。适用于文献综述、证据综合以及查找摘要中无法获得的实验细节。",
    "description_en": "This skill enables searching a curated database of scientific papers with structured experimental data extracted from full-text studies. It returns over 25 metadata fields per paper, including methods, quantitative results, sample sizes, quality scores, and conclusions. The skill requires configuration of the BGPT MCP server in the agent host and internet access to bgpt.pro. It provides a free tier of 50 searches per network and a paid tier at $0.01 per result with an API key. The skill is designed for literature reviews, evidence synthesis, and comparative methodology analysis.",
    "description_zh": "该技能支持搜索一个精选的科学论文数据库，这些论文包含从全文研究中提取的结构化实验数据。每篇论文返回超过25个元数据字段，包括方法、定量结果、样本量、质量评分和结论。该技能要求在代理主机中配置BGPT MCP服务器，并能访问bgpt.pro。它提供每个网络50次搜索的免费层，以及使用API密钥按结果$0.01的付费层。该技能适用于文献综述、证据综合和方法比较分析。",
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        "forks": 3870,
        "updated_at": "2026-09-03T02:47:03Z"
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        "compatibility": "Requires the BGPT MCP server configured in the agent host (npx mcp-remote or npx bgpt-mcp), internet access to bgpt.pro, and an optional BGPT API key for paid usage.",
        "allowed_tools": null,
        "content_hash": "6013089aadc2475e9386b990b9328e2d151ce25fd868396ce2e04c6fc424ab9b",
        "line_count": 76
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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.",
      "signals": {
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        "red": 0
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    "review_summary": {
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      "capability_definition": "partial",
      "contract_completeness": "natural_language",
      "access_friction": "medium",
      "operational_transparency": "partial",
      "evidence_strength": "source_inspected",
      "use_readiness": "guided_use",
      "reviewed_at": "2026-09-03T06:23:13.764Z"
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    "first_seen_at": "2026-09-03T02:50:28.448Z",
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    "reviews_url": "https://aiworkshub.io/api/v1/resources/RES_1FE240092DFE/reviews",
    "public_url": "https://aiworkshub.io/resources/RES_1FE240092DFE",
    "distribution": {
      "canonical_identity": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/bgpt-paper-search",
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          "upstream_record_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/bgpt-paper-search",
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          "kind": "skill_action",
          "capability_id": "research.search",
          "effect": "unknown",
          "open_world": false,
          "idempotency": "idempotent",
          "confirmation": "explicit policy",
          "input_contract": "natural_language",
          "output_contract": "natural_language",
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          "produces": [
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          "runtime_auth": {},
          "pricing": {
            "model": "free",
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          },
          "evidence_ids": [
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      "access": {
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        },
        "runtime_auth": {
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        },
        "runtime_pricing": {
          "model": "free",
          "description": "Free tier: 50 searches per network; paid: $0.01 per result with API key"
        },
        "dependencies": [
          "BGPT MCP server (npx mcp-remote or npx bgpt-mcp)",
          "Internet access to bgpt.pro"
        ]
      },
      "operational_flags": [],
      "trust": {
        "signal": "none",
        "evidence_ids": [],
        "reason": "No suspicious or malicious evidence."
      },
      "fit": {
        "good_for": [
          "Literature reviews and evidence synthesis",
          "Finding quantitative results and sample sizes across studies",
          "Comparing methodologies in scientific papers"
        ],
        "not_for": [
          "Accessing papers without configuring the BGPT MCP server",
          "Retrieving full-text content beyond structured metadata"
        ]
      },
      "evidence": [
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          "observation": "Submitted Skill record for bgpt-paper-search; declared license MIT.",
          "observed_at": "2026-09-03T02:47:03Z",
          "payload": {}
        },
        {
          "id": "source-inspection",
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          "observed_at": "2026-09-03T06:23:05.182Z",
          "payload": {}
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      "unknowns": [
        "Actual connectivity and runtime behavior of the BGPT MCP server",
        "Exact schema of the search_papers tool and its output fields",
        "Whether the free tier is sufficient for typical use cases",
        "Data freshness and coverage of the underlying paper database"
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}