Agent skill

Paper Interpreter

by chujianyun in chujianyun/skills

论文解读助手。适用于用户发送 arXiv 论文链接,并希望下载论文、解读论文、生成读书笔记、做论文拆解或输出详细报告时使用。会在工作目录创建论文文件夹、下载 PDF 与 TeX Source(如有)、生成中文 Markdown 报告。默认先交付初稿,不自动复查;如果用户明确同意,再安排后续复查。不适用于只要简短推荐语的情况。

Custom licenceAuto-check passedDocuments & Office

Install Paper Interpreter

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

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

GitHub CLI
$ gh skill install chujianyun/skills paper-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/paper-interpreter .claude/skills/paper-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
paper-interpreter
GitHub stars
742
Token cost
~810 tokens
SKILL.md length
193 words
Files
3 (incl. scripts, references)
Skills in repo
35
Repo updated
First seen
Licence
Custom licence

At a glance

论文解读助手。适用于用户发送 arXiv 论文链接,并希望下载论文、解读论文、生成读书笔记、做论文拆解或输出详细报告时使用。会在工作目录创建论文文件夹、下载 PDF 与 TeX Source(如有)、生成中文 Markdown 报告。默认先交付初稿,不自动复查;如果用户明确同意,再安排后续复查。不适用于只要简短推荐语的情况。

  • Works in 8 steps: 先确认执行范围(必须先做) → 确定保存目录 → 初始化论文工作区 → …
  • Tasks that involve LaTeX
  • SKILL.md covers 适用场景, 设计模式, Gotchas and 工作流, plus 1 more section
  • Runs Python scripts from its folder; calls python3; reaches arxiv.org

What it does

Paper Interpreter is an agent skill from chujianyun/skills. 论文解读助手。适用于用户发送 arXiv 论文链接,并希望下载论文、解读论文、生成读书笔记、做论文拆解或输出详细报告时使用。会在工作目录创建论文文件夹、下载 PDF 与 TeX Source(如有)、生成中文 Markdown 报告。默认先交付初稿,不自动复查;如果用户明确同意,再安排后续复查。不适用于只要简短推荐语的情况。

Its SKILL.md is about 810 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts and reference files (for example `references/report-outline.md` and `scripts/bootstrap_arxiv_paper.py`).

It sits in Documents & Office, covering LaTeX, Academic paper search and Diagrams. It works with arXiv and Mermaid. The repository describes itself as: WuMing's Claude Skills.

When your agent uses it

  • Tasks that involve LaTeX
  • Tasks that involve Academic paper search
  • Tasks that involve Diagrams

Example prompts

  • “/paper-interpreter”

Requirements

  • Python 3

Workflow steps

8 steps, taken from the step headings in SKILL.md.

  1. 先确认执行范围(必须先做)
  2. 确定保存目录
  3. 初始化论文工作区
  4. 阅读材料并生成初版报告
  5. 初稿完成要求(必须执行)⚠️
  6. 报告写作要求
  7. 如需复查,必须先征得用户确认
  8. 复查任务的更新原则

What it can do on your machine

Read from SKILL.md and the folder at commit 13b27aa. 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

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3

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

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • arxiv.org

    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

Paper Interpreter loads about 810 tokens when it runs, and up to ~1.4k if it reads all its reference files. Until then it costs about 45 tokens; SKILL.md has 193 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~45
When it runs · the whole SKILL.md, loaded when a task matches
~810
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.4k

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); the scripts in this folder 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 193 words (~810 tokens).

name
paper-interpreter

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (scripts, references) in skills/paper-interpreter of chujianyun/skills.

  • SKILL.md
  • references/report-outline.md
  • scripts/bootstrap_arxiv_paper.py

Open the folder on GitHubat commit 13b27aa

Compare with similar skills

Paper 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.

Paper Interpreter compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Paper Interpreter this skillchujianyun/skills742—~810Automated safety check: PassCustom licence
Paper2htmlcnfjlhj/ai-collab-playbook454—~2.4kAutomated safety check: PassNone
Paper Analyzerzsyggg/paper-craft-skills1.3k—~1.9kAutomated safety check: PassNone
Arxiv Paper Processorwentorai/research-plugins2981 repos~1.5kAutomated safety check: PassMIT
Paper Interpretationdigoal/blog8.6k—~1.5kAutomated safety check: PassGPL-2.0
Paper LensYSQ-boop/paper-lens101—~1.3kAutomated safety check: PassApache-2.0

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Works with

Questions about Paper Interpreter

What does Paper Interpreter do?

论文解读助手。适用于用户发送 arXiv 论文链接,并希望下载论文、解读论文、生成读书笔记、做论文拆解或输出详细报告时使用。会在工作目录创建论文文件夹、下载 PDF 与 TeX Source(如有)、生成中文 Markdown 报告。默认先交付初稿,不自动复查;如果用户明确同意,再安排后续复查。不适用于只要简短推荐语的情况。. Paper Interpreter is an agent skill from chujianyun/skills.

When should I use Paper Interpreter?

Paper Interpreter fits situations like: tasks that involve LaTeX; tasks that involve Academic paper search; tasks that involve Diagrams.

How do I install Paper Interpreter in Claude Code?

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

How do I install Paper Interpreter in Codex?

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

Can I use Paper 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 paper-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/paper-interpreter, .gemini/skills/paper-interpreter, .github/skills/paper-interpreter and .opencode/skills/paper-interpreter in your project.

What does Paper Interpreter need to run?

Going by SKILL.md and its folder, Paper Interpreter needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Paper Interpreter access the network?

SKILL.md names 1 domain. In commands or code: arxiv.org; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Paper 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Paper Interpreter use?

Paper 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 Paper Interpreter use?

About 810 tokens (SKILL.md is roughly 3.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 599 tokens, read only when the agent opens those files.

What are the alternatives to Paper Interpreter?

Skills that share tags, products or a category with Paper Interpreter: Paper2html (cnfjlhj/ai-collab-playbook, 454 stars), Paper Analyzer (zsyggg/paper-craft-skills, 1.3k stars), Arxiv Paper Processor (wentorai/research-plugins, 298 stars) and Paper Interpretation (digoal/blog, 8.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Paper Interpreter?

chujianyun (a GitHub user) maintains it in chujianyun/skills, which has 742 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on October 9, 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.