nature-figure
Skill42 starsChanged 6 months agoLPPL-1.3cView on GitHub
Submission-grade Nature/high-impact journal figure workflow for Python or R. Use whenever the user asks to create, revise, audit, or polish manuscript figures, multi-panel scientific plots, or journal-ready SVG/PDF/TIFF outputs, especially for Nature-family or other high-impact journals. Before plotting, define the figure's conclusion, evidence logic, export needs, and review risks. If the user has not chosen Python or R, ask "Python or R?" and stop. Use only the selected backend for figure generation, previewing, exporting, and QA. Supports matplotlib/seaborn and ggplot2/patchwork/ComplexHeatmap. Not for dashboards or Illustrator/Figma-first infographics.
We split this skill into the rules it gives an agent
18 rules. 0 are common, 12 are distinctive, and 6 are very specific to this project.
0
Common
Most of the 11 edited versions we read keep these.
12
Distinctive
This author's own choices. Worth a look.
6
Very specific
Tied to their project's names, files or tools. Probably skip.
Licensed with conditions — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 11 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Other versions12 projects use a version of this.
Word for word · 1
- Lling0000/nature-skills★ 0100% same
Edited · 2
- yanjumlinnb-boop/nature-skills★ 1418% same
- dragonadam/nature-skills★ 419% same
Wrote their own version · 9
- Yuan1z0825/nature-skills★ 51ksame name
- Boom5426/Nature-Paper-Skills★ 628same name
- Yang1Bai/nature-paper-hub★ 18same name
- yjz211/MathModeling-AI-Solver-Skills★ 5same name
- Delagong950/nature-skills★ 4same name
- vcis-wangchenxu/agent_nature-skills★ 4same name
- Luooops/skills★ 1same name
- zh123012/claude-skills★ 1same name
- szzjayson25-hub/nature-academic-skills★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
Used alongsideProjects with it also use nature-experiment-log, nature-reviewer and 9 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
Delagong950Skillnature-experiment-log
Standardized lab notebook with structured YAML-frontmatter experiment logs. Supports Obsidian vault integration, image/voice/text input, and batch/tracking systems.
Also in 5 projects that use this
dragonadamSkillnature-reviewer
Simulate a Nature-style reviewer assessment from the referee perspective rather than an author rebuttal. Use when the user wants a pre-submission review, reviewer report, peer-review style critique, novelty/significance/technical soundness assessment, reviewer-style manuscript evaluation, 审稿人视角评估, 预审稿意见, or Nature reviewer report. Return 3 reviewer reports plus a cross-review synthesis, grounded only in the local Nature reviewer source basis.
Also in 8 projects that use this
vcis-wangchenxuSkillnature-downloader
Help legally obtain, organize, and archive academic papers, PDFs, BibTeX, supplementary files, code links, and benchmark documents for RL, MARL, LLM, and LLM Agent research. Do not bypass paywalls or access controls.
Also in 5 projects that use this
dragonadamSkillnature-reader
Build full-paper Chinese-English side-by-side, figure/table-aware, source-grounded Markdown readers for journal or conference papers from PDF, DOI, arXiv, publisher HTML, or pasted text. Use whenever the user asks to translate or read a paper, make 中英文对照/原文对照/全文翻译解读, extract figures or tables into the right positions, preserve figure/table placement near relevant prose, or keep exact source anchors for every block. This skill must not degrade into a summary-only output unless the user explicitly asks for a summary.
Also in 7 projects that use this
yanjumlinnb-boopSkillnature-paper-to-patent
Convert scientific papers, theses, technical reports, source code, figures, or research manuscripts into evidence-grounded Chinese invention patent drafts. Use when an AI agent must extract patentable technical contributions, map every claimed feature to source evidence, preserve core formulas as editable Office Math, generate claim-aligned flowcharts and methodology figures, compare a paper with an existing patent, audit support and consistency, or deliver separate Chinese DOCX files for claims, specification, abstract, and abstract figure.
Also in 5 projects that use this
Delagong950Skillnature-ref-verifier
Multi-source cross-validation of academic references. Verify authors, title, year, volume, issue, and pages against PubMed, CrossRef, and publisher pages. Detect fabricated citations.
Also in 4 projects that use this
- +1 more from dragonadam
In this repository91 other files it gives its agents.
- ablation-plannerSkill
- analyze-resultsSkill
- experiment-planSkill
- results-analysisSkill
- run-experimentSkill
- statistical-analysisSkill
- xlsxSkill
- docxSkill
- formula-derivationSkill
- markitdownSkill
- pdfSkill
- proof-checkerSkill
- proof-writerSkill
- drawioSkill
- figure-descriptionSkill
- figure-generationSkill
- figure-plannerSkill
- figure-specSkill
- mermaid-diagramSkill
- nature-dataSkill
- paper-figureSkill
- paper-illustrationSkill
- plotlySkill
- seabornSkill
- alphaxivSkill
- arxiv-databaseSkill
- arxivSkill
- citation-auditSkill
- citation-managementSkill
- citation-verifierSkill
- comm-lit-review-claude-singleSkill
- deep-researchSkill
- deepxivSkill
- exa-searchSkill
- literature-reviewSkill
- management-review-plannerSkill
- management-review-writerSkill
- nature-citationSkill
- novelty-checkSkill
- openalex-ajg-insightsSkill
- prior-art-searchSkill
- pyzoteroSkill
- reference-audit-guideSkill
- research-litSkill
- research-refine-pipelineSkill
- research-refineSkill
- review-orchestratorSkill
- semantic-scholarSkill
- systematic-literature-reviewSkill
- academic-researcherSkill
- conference-paper-writingSkill
- idea-creatorSkill
- idea-discoverySkill
- nature-portfolio-playbookSkill
- paper-analyzerSkill
- paper-backup-before-wordSkill
- paper-bootstrapSkill
- paper-claim-auditSkill
- paper-claude-md-bootstrapSkill
- paper-compileSkill
- The first 60 shown.
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