claude-AI-scientist

Set up a research experiment workspace from a research idea. Use this skill when the user wants to start a new research project, create an experiment from an idea, prepare a workspace for ML experiments, or structure a research idea into a runnable project. Also use when the user describes a research concept and wants to turn it into an organized experiment plan.

Write and iteratively run ML experiment code through 4 stages (implementation, baselines, full experiments, ablations). Use this skill when the user wants to run experiments for a research paper, implement and test a research idea, iterate on experiment code, debug ML training scripts, or generate experiment results. Also use when the user asks to "run the experiments," "implement the method," or "get the results."

Search for and compile academic citations for a research paper into a BibTeX bibliography. Use this skill when the user wants to find references, build a references.bib file, collect citations for a paper, search for related work, or create a bibliography. Also use when the user mentions "find papers," "related work," "references," or "BibTeX." This skill uses web search and the Semantic Scholar API.

Create publication-quality figures from experiment results for a scientific paper. Use this skill when the user wants to generate paper figures, create publication plots, make professional charts from experiment data, aggregate multiple plots into final figures, or prepare visualizations for a paper submission. Also use when the user says "make the plots," "prepare figures," or mentions needing camera-ready figures.

Write a complete scientific paper in LaTeX from experiment results, figures, and citations. Use this skill when the user wants to write a paper, generate a LaTeX document, create a PDF paper, draft a research manuscript, or compile a paper from results. Also use when discussing paper structure, LaTeX formatting, paper sections, or the user says "write it up" or "draft the paper." Supports both 4-page workshop and 8-page conference formats.