A research-activity report that summarizes searches, reading habits, popular topics, workspaces, and related papers you have not read.

Use it to review recent search keywords, most-read papers, reading trends, active workspaces, and unread semantic neighbors over a chosen period.

It helps reveal what you have been studying and highlights nearby research that your reading history suggests you may have missed.

How ZimoLiao/scholaraio configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to ZimoLiao/scholaraio. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/ZimoLiao/scholaraio/main/.claude/skills/insights/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/ZimoLiao/scholaraio

Made for: Claude Code.

Or install scholaraio, the plugin that ships this one along with the rest of its 44 skills, 1 hook.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/zimoliao/scholaraio/insights/github.svg)](https://agentmods.dev/skills/zimoliao/scholaraio/insights)

Your own site

<a href="https://agentmods.dev/skills/zimoliao/scholaraio/insights"><img src="https://agentmods.dev/badge/skills/zimoliao/scholaraio/insights/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/zimoliao/scholaraio/insights"><img src="https://agentmods.dev/badge/skills/zimoliao/scholaraio/insights.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 33 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 336 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00033	$0.00336
Opus 5.5	$0.00013	$0.00134
Sonnet 5.5	$0.00007	$0.00067
Haiku 4.5	$0.00003	$0.00034

Measured 2mo ago against content hash 5e246715ad20, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

insights scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/insights/SKILL.md · 38 lines

What it actually says

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）

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 38 lines · 33 tokens per session scan A 5e246715ad20

Subscribe to this mod's changes

insights is a skill published in the GitHub repository ZimoLiao/scholaraio (584 stars, last pushed 10d ago), licensed MIT. It adds 33 tokens to every session and 336 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Analytics and metrics Research agentic-science agentic-search ai-agent computational-research research-workflow scientific-computing

insights next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
insightsZimoLiao/scholaraio	Skill	584	10d ago	MIT	A	33	Claude Code
thoughtdagchenxiachan/thoughtdag	Skill	742	5d ago	MIT	B	39	Claude Code, Codex
autosearch:channel-selection0xmariowu/Autosearch	Skill	54	7d ago	MIT	A	87	Claude Code
autosearch:context-retention-policy0xmariowu/Autosearch	Skill	54	7d ago	MIT	A	89	Claude Code
autosearch:delegate-subtask0xmariowu/Autosearch	Skill	54	7d ago	MIT	A	71	Claude Code
autosearch:experience-compact0xmariowu/Autosearch	Skill	54	7d ago	MIT	A	69	Claude Code
autosearch:graph-search-plan0xmariowu/Autosearch	Skill	54	7d ago	MIT	A	72	Claude Code

scholaraio: Skill for Claude Code