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nature-paper-xray

An AI agent skill from Yuan1z0825/nature-skills, scored 64 out of 100 by code.

64/ 100C

Code score by group

  • Spec20/20
  • Description12/20
  • Procedure7/15
  • Done criteria4/15
  • Resources6/10
  • Scripts5/8
  • Safety7/7
  • Upkeep3/5

It loses the most points in Done criteria (11), the group that checks whether there is a checklist and a step that verifies the work.

What the author says it does

Read one supplied paper closely enough to reconstruct how its authors actually got there, rather than restating what the abstract claims. Use for 精读论文, 讲透这篇论文, 把这篇读懂, 作者为什么这么设计, 这个公式怎么推出来的, paper x-ray, and deep single-paper comprehension before building on, reviewing, presenting, or citing that paper. Recovers the real starting point and the bet the authors placed, separates load-bearing design from decoration, grounds each key formula in a worked micro-example with concrete numbers, and checks how far the evidence actually reaches, including where the authors are confident and where the pap…

This is the description in the skill's own SKILL.md, written by its author, not by SkillCheatSheet.

Repository
Yuan1z0825/nature-skills
Folder
skills/nature-paper-xray
License
Apache-2.0
GitHub stars
53,292
SKILL.md lines
62
Other files
6

Add nature-paper-xray to your agent

npx skills add Yuan1z0825/nature-skills --skill nature-paper-xray

The command uses the open skills CLI. A skill is instructions and scripts your agent will follow, so read it first: open the folder on GitHub at the commit that was scored.

More skills from Yuan1z0825/nature-skills

  1. nature-paper-card

    Build a structured deep-reading Paper Card for one scientific paper, analysing methods, experiment-to-claim evidence, limitations, and research ideas. Use for 论文精读卡、方法拆解、证据链分析; no…

    77B
  2. nature-paper2word

    Compile an academic Markdown manuscript into a journal- or school-compliant Word (.docx): declared typography, native OMML equations, three-line tables, cross-references, per-sect…

    73B
  3. nature-statistics

    Audit or improve manuscript statistical reporting, including experimental units, replication, uncertainty, tests, and figure statistics. Use for 统计审查、统计方法小节、图注统计 and reviewer conc…

    70B
  4. nature-downloader

    Use when a user needs lawful academic full text, CNKI institutional access, English OA retrieval, publisher API access, institutional browser fallback, or supporting information d…

    68C
  5. nature-academic-search

    Search literature across sources, verify or manage citations, and build MeSH strategies or citation-impact audits. Use for 文献检索、引文核对、参考文献管理、严格他引 and evidence-backed citer profiles…

    66C
  6. nature-paper2ppt

    Create or improve a Chinese academic PPTX from a scientific paper or research reading notes, with source figures and speaker notes. Use for 论文做PPT、文献汇报、组会PPT and paper-based confe…

    66C
  7. nature-writing

    Draft or restructure scientific manuscript arguments, sections, and initial-submission materials from author-provided evidence. Use for 论文写作、章节起草、论证重构、正文压缩、首次投稿材料. Use nature-poli…

    66C
  8. nature-figure

    Create, revise, audit, and export manuscript scientific figures in Python or R. Use for 论文配图、科研绘图、多面板图 and submission-ready plots, or explicitly requested AI-generated graphical a…

    65C

All skills in Yuan1z0825/nature-skills

Scores come from a snapshot of 300 public GitHub repositories taken on 12 November 2026. Every score is the result of fixed checks run by code; no AI is involved. How scoring works.