Agent skill
insights
Analyze research behavior data — search hot keywords, most-read papers, reading trends, and semantic neighbors you haven't read yet. Use when the user wants to understand their reading habits, discover overlooked papers, or review recent research activity.
Install this agent skill to your Project
npx add-skill https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/insights
SKILL.md
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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