skills/labclaw/general/reproducibility-checklist/SKILL.md
# Reproducibility Checklist — Open Science Best Practices ## Overview Ensure research is reproducible, transparent, and meets open science standards. ## Pre-Registration - [ ] Study registered on ClinicalTrials.gov, OSF, or AsPredicted before data collection - [ ] Primary outcome and analysis plan pre-specified - [ ] Deviations from pre-registration documented and justified ## Data Availability - [ ] Raw data deposited in domain repository (GEO, PDB, PRIDE, Zenodo, Dryad, Figshare) - [ ] Data
npx skillsauth add andyzhuang/openlife skills/labclaw/general/reproducibility-checklistInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Ensure research is reproducible, transparent, and meets open science standards.
tools
Search ClinicalTrials.gov with natural language queries. Find clinical trials, enrollment, and outcomes using Valyu semantic search.
development
Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.
development
Unified Python interface to 40+ bioinformatics services. Use when querying multiple databases (UniProt, KEGG, ChEMBL, Reactome) in a single workflow with consistent API. Best for cross-database analysis, ID mapping across services. For quick single-database lookups use gget; for sequence/file manipulation use biopython.
tools
Search bioRxiv biology preprints with natural language queries. Semantic search powered by Valyu.