Use BEFORE reading any data file that could be large (CSV/TSV, Parquet, HDF5, FITS, NetCDF, NDJSON, genomics FASTQ/FASTA/VCF/BAM, GRIB, ROOT, or big text/simulation logs like VASP OUTCAR). Returns a compact memory pointer — header/schema/shape/sample/key numbers — by introspection and sampling in bounded memory, so…
Use whenever you generate or review a chart, plot, table, or paper figure in this workspace, including work delegated by paper-writing, literature-survey, and experiment skills. Applies the Open Science publication style, enforces readable final-size layout for figures and tables, and rejects generic diagram-tool…
Use when the user asks to run, submit, monitor, or cancel a job on a remote machine over SSH — their own GPU/CPU server, a workstation, or a Slurm cluster ("the cluster", a login node, "my 3090 box", "the compute server"). Picks a saved machine, runs the work directly over SSH (or via Slurm when present), tracks it…
CSSwitch 外部 Skill 安装与卸载的强制路由。MUST use in CSSwitch-managed Claude Science whenever the user asks to install, import, add, uninstall, remove, or delete an external Skill.
ADMET-guided genetic molecule optimization workflow from seed SMILES; use when the agent needs to build or run an RDKit/SA-Score/ADMET-AI GA pipeline for molecule optimization, enforce molecule lineage logs, render optimization-history HTML dashboards, and write candidate triage reports.
Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al. 2022, github.com/sokrypton/ColabFold; AlphaFold2 Jumper et al. 2021). Reach for this skill to fold a sequence or complex with the AF2/AF2-Multimer evoformer, to validate designed sequences by self-consistency…
Score an LLM's biological-protocol reasoning on the BioProBench benchmark: protocol QA, step ordering, error detection, protocol generation, and LLM-judged error reasoning; or generate the responses.
Prepares, shares, inspects, or explains the standalone Motif for Claude Science artifact, including sequence inventories, alignments, traces, and browser review.
Build, review, search, select, materialize, and safely publish immutable scientific-figure references from Local Published, bundled Community, FigureYa, and explicitly trusted personal Providers.
Use when Claude Science must obtain an independent OpenAI Codex review, second opinion, reproducibility check, statistical or figure audit, debugging handoff, or delegated implementation.
Open and surgically edit SVG scientific figures in the SVG Editor MCP App. Use when the user wants to change text, colors, fonts, positions, legends, or panel letters in an existing SVG by hand, or by selecting elements and instructing the host assistant.