Ejecuta cualquier Skill en Manus
con un clic

Ejecuta cualquier Skill en Manus con un clic

insights

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Actualizado26 de abril de 2026 a las 13:17

Use when the user wants to analyze research behavior, search hot keywords, most-read papers, reading trends, active workspaces, or unread semantic neighbors.

Instalación

Instalar con Codex o Claude Copia este prompt, pégalo en Codex, Claude u otro asistente, y deja que revise la página de la skill y la instale por ti.

Ejecutar en Manus

Fuente

ZimoLiao

ZimoLiao/scholaraio

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Ejecutar en Manus

Ocupaciones relacionadasSOC

Basado en la clasificación ocupacional SOC

Profesores postsecundarios, todos los demásEducación y bibliotecas·SOC 25-1199

SKILL.md

readonly

name	insights
description	Use when the user wants to analyze research behavior, search hot keywords, most-read papers, reading trends, active workspaces, or unread semantic neighbors.

Research Observatory

分析用户的研究行为数据，发现阅读规律和遗漏的相关论文。

执行逻辑

scholaraio insights [--days N]  # 默认分析过去30天

输出内容

搜索热词 Top 10 — 最常出现在搜索查询中的词
最常阅读论文 Top 10 — 按 show 命令调用次数统计
阅读量趋势 — 按周统计的阅读事件数量（ASCII 柱状图）
推荐邻近论文 — 基于最近7天阅读记录的语义邻居，但尚未阅读过的
活跃工作区 — 当前工作区及其论文数量

前置条件

需要先累积一定量的使用数据（search、usearch、vsearch 和 show 命令会自动记录事件到 data/metrics.db）。

示例

用户说："我最近都在看哪些方向的论文？" → 执行 insights --days 30

用户说："看看我过去一周的阅读记录" → 执行 insights --days 7

用户说："推荐一些我可能还没读过的相关论文" → 执行 insights --days 14（关注第4项"推荐邻近论文"输出）

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setup

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Use when the user wants to install, configure, diagnose, or troubleshoot ScholarAIO, including setup check, dependency status, API keys, and bilingual setup flow.

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nature-workflow

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Use when the user explicitly asks for Nature Skills, nature-skills, Nature style, Nature-style, Nature Communications, Nature-family, CNS, high-impact journal, or Springer Nature workflows, including Nature figure work, polishing, writing, reviewer critique, high-impact journal major revision response, Nature/CNS citations, Nature data-sharing workflows, paper readers, reviewer response, paper-to-PPT, submission checklist, or Nature-specific academic-search workflows.

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index

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Use when the user wants to rebuild or refresh ScholarAIO keyword, full-text, FTS5, FAISS, or semantic search indexes after data or metadata changes.

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Use when the user wants to find academic papers, search the local library, run keyword or semantic search, search by author, explore topics, or federate across library, explore databases, and arXiv.

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import

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Use when the user wants to import papers from Endnote XML/RIS, Zotero Web API or local SQLite, attach PDFs, match PDFs to records, or supplement records with PDF content.

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ingest

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Use when the user wants to process new papers, patents, theses, documents, or proceedings from inbox queues into the knowledge base, run the ingest pipeline, or rebuild indexes.

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name	insights
description	Use when the user wants to analyze research behavior, search hot keywords, most-read papers, reading trends, active workspaces, or unread semantic neighbors.

Research Observatory

分析用户的研究行为数据，发现阅读规律和遗漏的相关论文。

执行逻辑

scholaraio insights [--days N]  # 默认分析过去30天

输出内容

搜索热词 Top 10 — 最常出现在搜索查询中的词
最常阅读论文 Top 10 — 按 show 命令调用次数统计
阅读量趋势 — 按周统计的阅读事件数量（ASCII 柱状图）
推荐邻近论文 — 基于最近7天阅读记录的语义邻居，但尚未阅读过的
活跃工作区 — 当前工作区及其论文数量

前置条件

需要先累积一定量的使用数据（search、usearch、vsearch 和 show 命令会自动记录事件到 data/metrics.db）。

示例

用户说："我最近都在看哪些方向的论文？" → 执行 insights --days 30

用户说："看看我过去一周的阅读记录" → 执行 insights --days 7

用户说："推荐一些我可能还没读过的相关论文" → 执行 insights --days 14（关注第4项"推荐邻近论文"输出）