Research Tools
Build reliable, repeatable research workflows
Curated toolkits for literature discovery, data handling, collaboration, and reproducibility. Use these as a starting point for your lab or project playbooks.
Discovery & organization
- • Reference managers (Zotero, Mendeley) with shared group libraries.
- • Alerts on keywords and authors via Crossref and OpenAlex.
- • Structured note-taking (Markdown + Git) for reproducible lab books.
Data & code
- • Version control with Git/GitHub; branch-based review for analyses.
- • Environment capture (Conda/Poetry) plus lockfiles for determinism.
- • Open datasets and benchmarks with documented licenses.
Collaboration & reproducibility
- • Pre-registration templates for experimental protocols.
- • Code review checklists focused on data leakage, metrics, and privacy.
- • Artifact packaging (container images, model cards, data statements).
- • Sharing via OSF/Zenodo with DOI assignment for artifacts.