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Agent skill

Insights

by ZimoLiao in ZimoLiao/scholaraio

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

MITAuto-check passed

Install Insights

skills CLI
$ npx skills add ZimoLiao/scholaraio --skill insights -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ZimoLiao/scholaraio insights --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/insights .claude/skills/insights && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
insights
GitHub stars
577
Token cost
~189 tokens
SKILL.md length
49 words
Files
1
Skills in repo
43
Repo updated
First seen
Licence
MIT

At a glance

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

  • Works in 5 steps: 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） → …
  • The user wants to analyze research behavior
  • SKILL.md covers 执行逻辑, 输出内容, 前置条件 and 示例
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Insights is an agent skill from ZimoLiao/scholaraio. Use when the user wants to analyze research behavior, search hot keywords, most-read papers, reading trends, active workspaces, or unread semantic neighbors.

Its SKILL.md is about 190 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Scholar All-In-One: A research infrastructure for AI agents. The licence is MIT.

When your agent uses it

  • The user wants to analyze research behavior
  • Search hot keywords
  • Most-read papers
  • Active workspaces

Example prompts

  • “/insights”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  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

What it can do on your machine

Read from SKILL.md and the folder at commit 777628b. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Insights loads about 189 tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 49 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~42
When it runs · the whole SKILL.md, loaded when a task matches
~189

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from ZimoLiao/scholaraio at commit 777628b, republished under its MIT licence (© ZimoLiao). 49 words, ~189 tokens.

Download SKILL.mdSave it as .claude/skills/insights/SKILL.md (or your agent's skills folder).
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

bash
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）

© ZimoLiao, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .claude/skills/insights of ZimoLiao/scholaraio.

Open the folder on GitHubat commit 777628b

Compare with similar skills

Insights next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Insights compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Insights this skillZimoLiao/scholaraio577—~189Automated safety check: PassMIT
Formatting Insight AxesPostHog/posthog40k—~2.1kAutomated safety check: PassCustom licence
Insight Error Pagevercel/next.js143k—~5.5kAutomated safety check: PassMIT
Insightsrohitg00/pro-workflow2.9k—~719Automated safety check: PassNone
Creating Box Plot InsightsPostHog/posthog40k—~1.1kAutomated safety check: PassCustom licence
Signals Scout Insight AlertsPostHog/posthog40k—~3.8kAutomated safety check: PassCustom licence

Similar skills

  • Formatting Insight Axes

    PostHog/posthog

    Official

    Pick the right y-axis unit when creating or updating an insight via posthog:insight-create or posthog:insight-update — both TrendsQuery (trendsFilter.aggregationAxisFormat) and SQL insights…

    40k GitHub stars~2.1k tokensUpdated today
    DatabasesAuto-check passed

  • Insight Error Page

    vercel/next.js

    Official

    Write or audit an insight-kind error page for the Next.js dev overlay.

    143k GitHub stars~5.5k tokensUpdated today
    Writing & ContentAuto-check passed

  • Insights

    rohitg00/pro-workflow

    Show session analytics, learning patterns, correction trends, heatmaps, and productivity metrics.

    2.9k GitHub stars~719 tokensUpdated 11 days ago
    Agent WorkflowsAuto-check passed

  • Creating Box Plot Insights

    PostHog/posthog

    Official

    Creates product analytics or SQL-backed box plot insights in PostHog.

    40k GitHub stars~1.1k tokensUpdated today
    Data & AnalyticsAuto-check passed

  • Signals Scout Insight Alerts

    PostHog/posthog

    Official

    Signals scout over the project's configured insight alerts. An agent skill from PostHog/posthog.

    40k GitHub stars~3.8k tokensUpdated today
    Auto-check passed

  • Turning Engineering Analytics Into Insights

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    Converts engineering analytics (PR / CI) data into saved PostHog insights, dashboards, and subscriptions, and explains how to query the product data directly with SQL.

    40k GitHub stars~2.9k tokensUpdated today
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More from ZimoLiao/scholaraio

All 43 skills in this repo

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  • Academic Writing

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  • Arxiv

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  • Bioinformatics

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  • Citation Check

    ZimoLiao/scholaraio

    A skill your agent uses when the user wants to verify citations in AI-generated or human-written text against the local knowledge base and catch hallucinated, wrong, or missing references.

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Questions about Insights

What does Insights do?

A skill your agent uses when the user wants to analyze research behavior, search hot keywords, most-read papers, reading trends, active workspaces, or unread semantic neighbors. Insights is an agent skill from ZimoLiao/scholaraio. Use when the user wants to analyze research behavior, search hot keywords, most-read papers, reading trends, active workspaces, or unread semantic neighbors.

When should I use Insights?

Insights fits situations like: the user wants to analyze research behavior; search hot keywords; most-read papers; active workspaces.

How do I install Insights in Claude Code?

Run `npx skills add ZimoLiao/scholaraio --skill insights -a claude-code`. Or copy the skill folder (.claude/skills/insights in ZimoLiao/scholaraio) into .claude/skills/insights in your project. Claude Code loads it when a task matches its description.

How do I install Insights in Codex?

Run `npx skills add ZimoLiao/scholaraio --skill insights -a codex`. Or copy the skill folder (.claude/skills/insights in ZimoLiao/scholaraio) into .agents/skills/insights in your project. Codex loads it when a task matches its description.

Can I use Insights in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ZimoLiao/scholaraio --skill insights -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/insights, .gemini/skills/insights, .github/skills/insights and .opencode/skills/insights in your project.

What does Insights need to run?

SKILL.md names no scripts, command-line tools or credentials: Insights is instructions for the agent only.

Does Insights access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Insights safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Insights use?

Insights is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Insights use?

About 189 tokens (SKILL.md is roughly 756 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Insights?

Skills that share tags, products or a category with Insights: Formatting Insight Axes (PostHog/posthog, 40k stars), Insight Error Page (vercel/next.js, 143k stars), Insights (rohitg00/pro-workflow, 2.9k stars) and Creating Box Plot Insights (PostHog/posthog, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Insights?

ZimoLiao (a GitHub user) maintains it in ZimoLiao/scholaraio, which has 577 GitHub stars. The repository holds 43 skills in this directory. The repository was last updated on September 25, 2026.

Source: ZimoLiao/scholaraio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.