Researchers must align complex proposals with agency criteria, structure, and submission rules. This skill guides drafts for NSF, NIH, DOE, and DARPA applications.

Biology teams need fast access to curated pathway data without memorizing Reactome endpoints. This skill guides Claude, Codex, and Claude Code through pathway queries, enrichment analysis, and result interpretation.

Quantum models require careful solver choices and clear analysis workflows. This skill guides Claude, Codex, and Claude Code through QuTiP simulations, measurements, and visualizations.

Materials workflows often require complex structure, thermodynamic, and electronic analysis. This skill provides pymatgen guidance, reusable workflows, and focused scripts for common tasks.

Laboratory automation code can be difficult to structure across devices and labware. This skill helps Claude, Codex, and Claude Code create PyLabRobot protocols with clear resources, backends, simulation, and safety checks.

Biomedical researchers need precise, reproducible searches across a large literature database. This skill builds PubMed queries and guides E-utilities retrieval workflows.

Chemical identifiers and assay records are difficult to retrieve and compare consistently. This skill guides Claude, Codex, and Claude Code through focused PubChem queries and structured interpretation.

Scientific teams need reliable guidance for complex protocols.io API workflows. This skill maps authentication, protocol, workspace, discussion, file, and experiment tasks to documented API operations.

Scientific peer review requires consistent checks across methods, statistics, ethics, figures, and reporting standards. This skill guides Claude, Codex, and Claude Code through structured review workflows with actionable feedback.

Academic papers are hard to turn into clear promotion assets. This skill guides Paper2All workflows for websites, videos, and posters.

Important information is often scattered across many Notion pages. This skill finds relevant sources, synthesizes evidence, and publishes cited briefs, comparisons, or reports.

Large compound libraries are difficult to assess consistently with multiple medicinal chemistry criteria. This skill combines established filters, alerts, constraints, and reports.

Market analysis requires extensive research, structured frameworks, visuals, and professional formatting. This skill guides Claude and Codex through comprehensive LaTeX reports and PDFs.

Researchers need reproducible reviews that track searches, criteria, synthesis, and citations. This skill guides searches, screening, citation checks, and formatted review outputs.

Manual LabArchives API work makes notebook backups, entries, and integrations slow and error-prone. This skill provides scripts and references for authenticated notebook automation.

Finding connected biological records across KEGG can require several REST operations and careful identifier handling. This skill supplies focused helpers and references for reproducible academic queries.

Metabolomics researchers need reliable guidance for navigating HMDB records, spectra, biomarkers, and bulk datasets. This skill explains search methods, key fields, evidence checks, and practical workflows for using HMDB with Claude or Codex.

Whole slide images are too large for standard image workflows. This skill guides histolab-based masking, tile extraction, preprocessing, and visualization.

Researchers need reliable access to curated GWAS associations. This skill guides Claude, Codex, and Claude Code through public GWAS Catalog searches and API queries.

Gene lookup often requires several NCBI endpoints and careful query formatting. This skill gives Claude, Codex, and Claude Code reusable workflows for gene search, retrieval, and batch annotation.