Skills for Real Engineers. Straight from my .agents directory.
nature-statistics
Agent skill fromYuan1z0825/nature-skills
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 concerns; compute new analyses only when requested with data.
How to install nature-statistics
npx skills add Yuan1z0825/nature-skills# or add only this skill to Claude Code: copy the folder
skills/nature-statistics/
# into
~/.claude/skills/nature-statistics/ (all projects)
.claude/skills/nature-statistics/ (one project)
1# Nature Statistics Reporting Skill23Use this skill to make manuscript statistics transparent, reproducible, and appropriately bounded. It is a reporting and review skill, not a substitute for a statistician reanalysing raw data unless the user supplies the data and explicitly asks for computation.45## Default stance67- Prioritize design transparency over decorative statistical language.8- Separate three questions: what was measured, what unit was analysed, and what inference was claimed.9- Treat the independent experimental unit as the default `n`; do not silently treat cells, fields of view, repeated readings, spectra, model runs, or technical replicates as independent biological or experimental samples.10- Prefer effect sizes, uncertainty intervals, sample sizes, and exact test definitions over significance-only phrasing.11- State missing information as `AUTHOR_INPUT_NEEDED` instead of inventing sample sizes, tests, software, corrections, exclusion rules, randomization, or blinding.12- If a journal-specific instruction, study-type guideline, or field standard conflicts with this skill, follow the more specific source and mark the source used.1314## Accepted inputs1516The skill may receive:1718- a Statistical analysis / Methods subsection19- Results paragraphs containing test statistics or p values20- figure panels, legends, captions, or source-data notes21- reviewer comments about statistics22- author notes in Chinese or English23- tables of reported comparisons24…
Excerpt shown under the repository's Apache-2.0 license.
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