nature-data
Skill1 starsChanged 4 months agoNo licenceView on GitHub
Prepare, audit, or revise Nature-ready Data Availability statements, data repository plans, dataset citations, and FAIR metadata checklists for manuscripts. Use when the user asks about Nature data availability, research data sharing, repository selection, accession numbers, restricted or sensitive data, source data, supplementary datasets, DataCite-style dataset references, FAIR metadata for academic publication, or Chinese-to-English data availability wording for Chinese-speaking authors preparing Nature-family submissions. Also trigger on general academic-writing data needs even without the word "Nature", such as writing a data availability statement for any journal, code/data sharing sections, repository selection while writing a paper, and Chinese phrasings like 数据可用性声明、数据可用性、 数据共享、代码可用性、学术写作数据声明、写数据声明、数据存放、数据仓库选择.
10 other projects use a version of this, 7 of them edited.
Adopted by
Most recently taken up by
- dragonadam/nature-skillsedited, first seen Oct 25, 2026
- Luooops/skillsedited, first seen Oct 13, 2026
- yanjumlinnb-boop/nature-skillsword for word, first seen Oct 8, 2026
- szzjayson25-hub/nature-academic-skillsedited, first seen Sep 12, 2026
- Yuan1z0825/nature-skillsedited, first seen Aug 31, 2026
- Delagong950/nature-skillstheir own version, first seen Jul 6, 2026
Used with
Projects with it also use nature-downloader, nature-ref-verifier and 3 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.
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
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
vcis-wangchenxuSkillnature-literature-pipeline
Build a repeatable literature discovery, scoring, reading, and archiving pipeline for RL, MARL, LLM, and LLM Agent research. Use for daily/weekly paper tracking, topic watchlists, benchmark monitoring, and research-note automation.
Also in 4 projects that use this
dragonadamSkillnature-academic-search
Multi-source literature search, citation verification, MeSH search strategy, citation file management (.nbib/.ris/.bib conversion), and reference management (BibTeX, related articles, ID conversion) via MCP tools (PubMed, CrossRef, arXiv). Use when the user needs coordinated multi-step literature workflows beyond a single MCP call.
Also in 6 projects that use this
Yuan1z0825Skillnature-shared
Internal shared-reference support package for installed Nature Skills, including nature-writing, nature-polishing, nature-response, nature-reader, and nature-paper2ppt. Do not invoke it as a standalone user workflow. Load only the specific core or journal-format file requested by another Nature skill.
Also in 3 projects that use this
Other versions10 projects use a version of this.
Word for word · 1
- yanjumlinnb-boop/nature-skills★ 14100% same
Edited · 7
- Yuan1z0825/nature-skills★ 53k58% same
- Galaxy-Dawn/claude-scholar★ 5.9k14% same
- Chanw-research/claude-code-paper-writing★ 4215% same
- dragonadam/nature-skills★ 499% same
- Luooops/skills★ 158% same
- Lling0000/nature-skills★ 015% same
- szzjayson25-hub/nature-academic-skills★ 071% same
Wrote their own version · 2
- Delagong950/nature-skills★ 4same name
- vcis-wangchenxu/agent_nature-skills★ 4same 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.
In this repository158 other files it gives its agents.
- humanizer/AGENTS.mdAGENTS.md
- scientific-agent-skills/AGENTS.mdAGENTS.md
- AI-research-SKILLs/CLAUDE.mdCLAUDE.md
- scientific-agent-skills/CLAUDE.mdCLAUDE.md
- ml-paper-writingSkill
- presenting-conference-talksSkill
- ara-research-managerSkill
- ask-mattSkill
- bioinfoSkill
- bio-single-cell-batch-integrationSkill
- bio-single-cell-cell-annotationSkill
- bio-single-cell-cell-communicationSkill
- bio-single-cell-clusteringSkill
- bio-single-cell-data-ioSkill
- bio-single-cell-doublet-detectionSkill
- bio-single-cell-lineage-tracingSkill
- bio-single-cell-markers-annotationSkill
- bio-single-cell-metabolite-communicationSkill
- bio-single-cell-multimodal-integrationSkill
- bio-single-cell-perturb-seqSkill
- bio-single-cell-preprocessingSkill
- bio-single-cell-scatac-analysisSkill
- bio-single-cell-trajectory-inferenceSkill
- bioskillsSkill
- brainstormingSkill
- bulk-rna-seqSkill
- citation-managementSkill
- claude-handoffSkill
- clinical-decision-supportSkill
- codebase-designSkill
- code-reviewSkill
- alphafold2Skill
- borzoiSkill
- compute-env-setupSkill
- customizeSkill
- figure-styleSkill
- indication-dossierSkill
- learnSkill
- literature-reviewSkill
- managed-model-endpointsSkill
- paper-narrativeSkill
- pdf-exploreSkill
- product-self-knowledgeSkill
- remote-compute-modalSkill
- remote-compute-sshSkill
- scgptSkill
- scvi-toolsSkill
- self-awarenessSkill
- skill-creatorSkill
- using-model-endpointSkill
- web-artifacts-builderSkill
- database-lookupSkill
- design-an-interfaceSkill
- vision-locatorSkill
- diagnosing-bugsSkill
- domain-modelingSkill
- edit-articleSkill
- excel-auto-zhSkill
- find-skill-skillhubSkill
- git-guardrails-claude-codeSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
4 rules. 0 are common, 3 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 9 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — 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 9 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.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

