Agent skill

Article Interpreter

by chujianyun in chujianyun/skills

文章解读助手。对用户提供的文章(URL、Markdown、PDF、粘贴文本)进行结构化解读,输出包含总览、关键要点、个人启发、批判性思考和延伸思考的 Markdown 报告。触发词:文章解读、解读文章、帮我解读、读一下这篇、分析这篇文章、article interpretation。

Custom licenceAuto-check passedDocuments & Office

Install Article Interpreter

skills CLI
$ npx skills add chujianyun/skills --skill article-interpreter -a claude-code

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

GitHub CLI
$ gh skill install chujianyun/skills article-interpreter --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/chujianyun/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/article-interpreter .claude/skills/article-interpreter && 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
article-interpreter
GitHub stars
740
Token cost
~469 tokens
SKILL.md length
79 words
Files
1
Skills in repo
35
Repo updated
First seen
Licence
Custom licence

At a glance

文章解读助手。对用户提供的文章(URL、Markdown、PDF、粘贴文本)进行结构化解读,输出包含总览、关键要点、个人启发、批判性思考和延伸思考的 Markdown 报告。触发词:文章解读、解读文章、帮我解读、读一下这篇、分析这篇文章、article interpretation。

  • Works in 3 steps: URL:使用 WebFetch 或 dokobot… → 本地文件:使用 Read 工具读取 Markdown/TXT;PDF 文件使用… → 粘贴文本:直接使用用户消息中的文本。
  • Tasks that involve PDF
  • SKILL.md covers 适用场景, 输入处理, 输出格式 and 执行步骤, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Article Interpreter is an agent skill from chujianyun/skills. 文章解读助手。对用户提供的文章(URL、Markdown、PDF、粘贴文本)进行结构化解读,输出包含总览、关键要点、个人启发、批判性思考和延伸思考的 Markdown 报告。触发词:文章解读、解读文章、帮我解读、读一下这篇、分析这篇文章、article interpretation。

Its SKILL.md is about 470 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Documents & Office, covering PDF and Markdown. The repository describes itself as: WuMing's Claude Skills.

When your agent uses it

  • Tasks that involve PDF
  • Tasks that involve Markdown

Example prompts

  • “/article-interpreter”

Workflow steps

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

  1. URL:使用 WebFetch 或 dokobot 抓取正文内容;如果是微信公众号链接,优先使用 wechat-article-extractor skill。
  2. 本地文件:使用 Read 工具读取 Markdown/TXT;PDF 文件使用 Read 工具(支持 PDF)或 opendataloader-pdf skill。
  3. 粘贴文本:直接使用用户消息中的文本。

What it can do on your machine

Read from SKILL.md and the folder at commit 62e7c89. 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 markdown).

    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

Article Interpreter loads about 469 tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 79 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~41
When it runs · the whole SKILL.md, loaded when a task matches
~469

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 79 words (~469 tokens).

name
article-interpreter

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/article-interpreter of chujianyun/skills.

Open the folder on GitHubat commit 62e7c89

Compare with similar skills

Article Interpreter 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.

Article Interpreter compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Article Interpreter this skillchujianyun/skills740—~469Automated safety check: PassCustom licence
MarkitdownImCa0/just-laws78114 repos~3.2kAutomated safety check: NotesMIT
Gzh Designisjiamu/gzh-design-skill3.9k1 repos~2.2kAutomated safety check: PassAGPL-3.0
Bookforge Korean Ebook PDF Makergongnyang/bookforge3141 repos~1.7kAutomated safety check: PassMIT
Huashu Markdown Publishing Pipelinealchaincyf/huashu-md-html908—~4.8kAutomated safety check: PassMIT
Paper Interpretationdigoal/blog8.6k—~1.5kAutomated safety check: PassGPL-2.0

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Questions about Article Interpreter

What does Article Interpreter do?

文章解读助手。对用户提供的文章(URL、Markdown、PDF、粘贴文本)进行结构化解读,输出包含总览、关键要点、个人启发、批判性思考和延伸思考的 Markdown 报告。触发词:文章解读、解读文章、帮我解读、读一下这篇、分析这篇文章、article interpretation。. Article Interpreter is an agent skill from chujianyun/skills.

When should I use Article Interpreter?

Article Interpreter fits situations like: tasks that involve PDF; tasks that involve Markdown.

How do I install Article Interpreter in Claude Code?

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

How do I install Article Interpreter in Codex?

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

Can I use Article Interpreter 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 chujianyun/skills --skill article-interpreter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/article-interpreter, .gemini/skills/article-interpreter, .github/skills/article-interpreter and .opencode/skills/article-interpreter in your project.

What does Article Interpreter need to run?

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

Does Article Interpreter 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 Article Interpreter 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 Article Interpreter use?

Article Interpreter has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Article Interpreter use?

About 469 tokens (SKILL.md is roughly 1.9k 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 Article Interpreter?

Skills that share tags, products or a category with Article Interpreter: Markitdown (ImCa0/just-laws, 781 stars), Gzh Design (isjiamu/gzh-design-skill, 3.9k stars), Bookforge Korean Ebook PDF Maker (gongnyang/bookforge, 314 stars) and Huashu Markdown Publishing Pipeline (alchaincyf/huashu-md-html, 908 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Article Interpreter?

chujianyun (a GitHub user) maintains it in chujianyun/skills, which has 740 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on September 25, 2026.

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