paper-interpretation
从论文 PDF 文件或论文 PDF URL 生成通俗易懂、图文并茂、带批判性评估的中文 Markdown 解读，并保存到当前项目的 markdown 目录。Use when the user asks to interpret,精读,解读,summarize,explain,analyze, or write an article from an academic paper PDF, arXiv PDF, conference paper PDF, journal paper PDF, or local/remote PDF URL.
Best for Research teams needing Chin…Works with GitHub
⌘source
- author
@digoal- repo
- digoal/blog
- language
- HTML
★8.5kstars
1.9kforks
Apr 21, 2026
✦overview.md
Key Features
- ·Generates Chinese Markdown interpretations from PDF papers
- ·Handles local PDFs or remote URLs
- ·Saves output to project's markdown/ directory
- ·Extracts text, tables, figures, and captions
- ·Creates descriptive filenames from paper titles
Use Cases
- →Creating accessible summaries of academic papers for non-specialists
- →Converting arXiv or conference papers into Chinese documentation
- →Analyzing research papers to extract key findings and experimental details
- →Building a knowledge base of paper interpretations in a project
Best for
- ✓Research teams needing Chinese documentation
- ✓Technical writers summarizing academic content
- ✓Projects requiring paper analysis repositories
Not ideal for
- !Real-time paper analysis
- !Non-PDF document formats
- !Languages other than Chinese
FAQs
name
paper-interpretation
description
从论文 PDF 文件或论文 PDF URL 生成通俗易懂、图文并茂、带批判性评估的中文 Markdown 解读，并保存到当前项目的 markdown 目录。Use when the user asks to interpret,精读,解读,summarize,explain,analyze, or write an article from an academic paper PDF, arXiv PDF, conference paper PDF, journal paper PDF, or local/remote PDF URL.
Paper Interpretation
Goal
Read the whole paper, including text, tables, figures, captions, appendices, and experiment details, then write a Chinese Markdown article that helps non-specialists understand the paper while preserving its academic and industrial value.
Always save the final Markdown under the current project's markdown/ directory. Create the directory if missing. Use a descriptive filename derived from the paper title, for example markdown/论文标题-通俗解读.md.
Intake
Accept either:
- A local PDF path.
- A PDF URL.
If the user gives a URL, download the PDF or use scripts/extract_paper_assets.py to download and extract it. If the PDF is scanned or extraction is incomplete, use OCR or available PDF/image tooling before writing. Do not rely only on abstract/introduction unless the PDF cannot be fully processed; state any limitation explicitly.
Extraction Workflow
Use the helper script when useful:
python3 /Users/digoal/.codex/skills/paper-interpretation/scripts/extract_paper_assets.py INPUT_PDF_OR_URL --out .paper-work
The script creates:
paper.pdffor the normalized PDF.paper_text.mdwith page-level text.
$install
1-click copynpx skills add digoal/blog --skill paper-interpretationSafety assessment
★
Clarity score
How clear and easy to understand the SKILL.md instructions are, rated from 1 to 5.
4/ 5
very goodClear and well structured, with only minor parts that might need a second read.
◎
Actionability score
How directly an agent can act on the SKILL.md instructions, rated from 1 to 5.
4/ 5
highMostly actionable with clear steps; only a few small gaps remain.