agentsclimarketplace

Insights

Skill ZimoLiao/scholaraio/.claude/skills/insights

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

Install
npx -y skills add ZimoLiao/scholaraio --skill insights

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

SKILL.md

1.2 KB, as published. Nobody here has run it

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

  1. 搜索热词 Top 10 — 最常出现在搜索查询中的词
  2. 最常阅读论文 Top 10 — 按 show 命令调用次数统计
  3. 阅读量趋势 — 按周统计的阅读事件数量(ASCII 柱状图)
  4. 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
  5. 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)

Keep looking

Skills are one crate of 626,474. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.