Research Briefing
Use this skill when a user wants a high-signal research briefing grounded in the hosted papersflow-mcp server.
Workflow
- 1. Resolve the user's target topic, title, DOI, or seed paper.
- Start with
search_literature for broad discovery. - Use
verify_citation when the user gives a citation string, DOI, URL, PubMed ID, arXiv ID, or uncertain bibliographic reference. - Use
find_related_papers when the user wants nearby work around a seed paper. - Use
get_citation_graph when the user wants a graph view with references, incoming citations, and optionally similar papers. - Use
get_paper_neighbors when the user wants a one-hop grouped view instead of a graph-first view. - Use
expand_citation_graph only after you already have seed node ids from a previous graph result. - Use
fetch when the user wants a richer single-paper record after search or graph exploration.
Output Style
- - Prefer short grouped sections over long prose.
- Include paper titles, years, identifiers, and why they matter.
- If the user asked for a graph-oriented answer, explicitly distinguish:
- references
- later citations
- similar papers
- - If the graph result looks noisy, say so instead of pretending the neighborhood is authoritative.
Tool Guidance
Use search_literature
Use for:
- - topic exploration
- early-stage paper discovery
- short lists of candidate seed papers
Use verify_citation
Use for:
- - checking a citation string
- normalizing a DOI or paper URL
- producing a reliable paper identifier before deeper exploration
Use get_citation_graph
Use for:
- - seed-centered graph exploration
- showing how a paper connects to prior and later work
Prefer this when the user explicitly asks for a graph, network, map, or influence chain.
Use get_paper_neighbors
Use for:
- - concise grouped neighbors
- "show me the references / citations / similar papers" requests
Prefer this over the graph tool when the user cares more about grouped lists than graph structure.
Use expand_citation_graph
Use only when:
- - you already have valid node ids from a previous graph result
- the user wants to grow the graph one hop farther
Do not guess node ids.
Examples
- - User asks: "Find five strong papers on retrieval-augmented generation evaluation and tell me which one to start with."
- User asks: "Verify this citation and give me a normalized version."
- User asks: "Show me the citation graph around Attention Is All You Need."
- User asks: "Expand the graph from these two node ids and tell me where the important branches are."
研究简报
当用户需要基于托管的 papersflow-mcp 服务器获取高信号研究简报时，使用此技能。
工作流程
- 1. 解析用户的目标主题、标题、DOI 或种子论文。
- 从 searchliterature 开始进行广泛发现。
- 当用户提供引文字符串、DOI、URL、PubMed ID、arXiv ID 或不确定的参考文献时，使用 verifycitation。
- 当用户想要围绕某篇种子论文的邻近研究时，使用 findrelatedpapers。
- 当用户想要包含参考文献、引证文献以及可选相似论文的图谱视图时，使用 getcitationgraph。
- 当用户想要单跳分组视图而非优先图谱视图时，使用 getpaperneighbors。
- 仅在已从之前的图谱结果中获得种子节点 ID 后，使用 expandcitationgraph。
- 当用户在搜索或图谱探索后想要更丰富的单篇论文记录时，使用 fetch。
输出风格
- - 优先使用简短的分组段落，而非长篇叙述。
- 包含论文标题、年份、标识符及其重要性说明。
- 如果用户要求以图谱为导向的答案，需明确区分：
- 参考文献
- 后续引证
- 相似论文
- - 如果图谱结果看起来杂乱，应如实说明，而非假装邻近关系具有权威性。
工具指南
使用 search_literature
适用于：
使用 verify_citation
适用于：
- - 检查引文字符串
- 规范化 DOI 或论文 URL
- 在深入探索前生成可靠的论文标识符
使用 getcitationgraph
适用于：
- - 以种子论文为中心的图谱探索
- 展示论文如何与前后研究建立联系
当用户明确要求图谱、网络、地图或影响链时，优先使用此工具。
使用 getpaperneighbors
适用于：
- - 简洁的分组邻近论文
- 展示参考文献/引证文献/相似论文的请求
当用户更关注分组列表而非图谱结构时，优先使用此工具而非图谱工具。
使用 expandcitationgraph
仅适用于：
- - 已从之前的图谱结果中获得有效节点 ID
- 用户希望将图谱向外扩展一跳
请勿猜测节点 ID。
示例
- - 用户询问：找五篇关于检索增强生成评估的优质论文，并告诉我应该从哪篇开始。
- 用户询问：验证这条引文并给我规范化的版本。
- 用户询问：展示《Attention Is All You Need》周围的引文图谱。
- 用户询问：从这两个节点 ID 扩展图谱，并告诉我重要的分支在哪里。
