science-suite
claudeScientific computing, HPC, simulation, and data analysis workflows
149 skills · 4 commands · 13 agents · hooks
Scientific research workflows — three tracks: scientific-review (peer review of other people's manuscripts → .docx), research-spark (artifact-gated refinement of your own rough idea into a fundable proposal: 5-stage core + optional extension), and research-practice (methodology hub: study design, paper reproduction, quality assessment, scientific writing, evidence synthesis)
Plugin research-suite from marketplace scientific-computing-workflows in imewei/MyClaude. Commands read from the repo's manifest — 26 days ago.
This plugin runs code on your machine — its hooks fire automatically on events like tool use. The exact commands are listed below; read them before installing.
_research-commonsInternal-only resource directory for the research-spark skill stack. Do not select this skill directly for user prompts. Load it only when another research-spark skill (spark-articulator, landscape-scanner, falsifiable-claim, theory-scaffold, numerical-prototype, experiment-designer, premortem-criti
evidence-synthesisConduct systematic literature reviews (PRISMA), meta-analyses, and evidence grading (GRADE). This skill should be used when the user asks to "systematic review", "meta-analysis", "PRISMA flow diagram", "grade this evidence", "pool effect sizes", "compute I-squared / Q-statistic", "GRADE summary tabl
experiment-designerStage 7 of the research-spark pipeline. Translates the Stage 6 predicted observable into an experimental plan with an instrument capability map (3x margin rule on every dimension), pre-registered success metrics, controls, a formal power analysis, a design-of-experiments matrix, and a risk register.
falsifiable-claimStage 3 of the research-spark pipeline. Converts the Stage 1 articulation plus the Stage 2 landscape into a falsifiable claim with an explicit kill criterion, shaped by a Fermi feasibility screen, the Heilmeier catechism, and a Reviewer 2 adversarial pass. Triggers on phrases like "sharpen the hypot
landscape-scannerStage 2 of the research-spark pipeline. Conducts a structured three-layer literature scan (foundational / recent / adjacent), steelmanner each paper, builds a gap matrix mapping phenomena against methods, and runs a Reviewer 2 adversarial pass against the proposed research gap. Triggers when the use
numerical-prototypeStage 6 of the research-spark pipeline. Converts the Stage 4-5 formalism into a running numerical prototype (JAX or Julia, chosen per physical system) and produces a concrete predicted observable, after passing three required validation passes (analytic-limit recovery, synthetic benchmark, convergen
premortem-critiqueStage 8 of the research-spark pipeline. Writes a failure narrative for the full plan, clusters failure modes by root cause, identifies the cheapest early signal for each cluster, and loops back to insert those signals as concrete milestones in the Stage 7 plan. Also generates a one-page summary for
research-hubTop-level router for scientific research workflows. Use for: reviewing or critiquing a manuscript/paper/peer review/referee report/journal submission/novelty assessment/statistical claims/data integrity; refining a rough research idea through structured stages (research spark, falsifiable claim, the
research-methodologyDesign-phase guide for scientific research — experimental design, hypothesis formulation, power analysis, sample-size justification, ablation planning, and statistical-test selection *before* data collection. This skill should be used when the user asks to "run a power analysis", "justify this sampl
research-paper-implementationTranslate published papers into working code by extracting architecture specs, hyperparameters, and training procedures from methods + appendix + supplementary material. This skill should be used when the user asks to "reproduce this paper", "implement the architecture from X", "extract hyperparamet
research-practiceMeta-orchestrator for the research lifecycle. Routes to specialized skills for *designing* experiments (power analysis, DoE, hypothesis planning), *evaluating* existing work (CONSORT/STROBE/PRISMA, red-flag detection), *reproducing* published papers, *writing* manuscripts (IMRaD, reports), and *synt
research-quality-assessmentEvaluate scientific research quality against CONSORT/STROBE/PRISMA/MOOSE reporting guidelines, score methodology and statistical rigor, and detect red flags (p-hacking, HARKing, selective reporting, circular analysis). This skill should be used when the user asks to "assess this manuscript", "audit
research-sparkOrchestrator for a research-refinement pipeline. A five-stage core (spark, landscape, claim, theory) turns a rough idea into a testable, fundable research proposal; three further stages (numerical prototype, experiment design, premortem) are an optional extension toward execution, not required for t
scientific-communicationStructure scientific arguments and write technical reports (IMRaD), abstracts, posters, and grant-style one-pagers. This skill should be used when the user asks to "structure the Introduction", "write the abstract", "IMRaD outline", "turn this into a paper", "draft the methods section", "make a one-
scientific-reviewUse this skill whenever the user wants a formal peer review of a scientific manuscript, journal-style referee comments, reviewer recommendations, or structured review feedback on someone else's paper. Trigger on phrases like 'review this paper', 'review this manuscript', 'peer review', 'referee repo
spark-articulatorStage 1 of the research-spark pipeline. Compresses a rough research idea into a 3-5 sentence articulation that names what the idea is, what is surprising about it, and what observation would confirm it. Triggers on early-stage phrases like "I had this thought about...", "rough idea:", "what if we co
theory-scaffoldStages 4 and 5 of the research-spark pipeline (merged because derivation and formalization interleave in practice). Derives a theoretical framework from first principles, formalizes it in LaTeX, checks known limits, and identifies governing dimensionless groups. Triggers on phrases like "derive the
/research-suite:lit-reviewStructured literature review — topic scan, claim extraction, evidence synthesis, gap identification, and output as summary, table, or annotated bibliography.
/research-suite:paper-implementImplement a paper's core method in JAX or Julia — parse equations, scaffold the algorithm, wire up a minimal experiment, and run smoke validation. For full claim extraction and tolerance-based replication against reported numbers, use /replicate.
/research-suite:replicateEnd-to-end replication pipeline — fetch paper, extract claims, implement in JAX or Julia, validate outputs against reported numbers within tolerance.
research-expertUse this agent for research methodology, evidence synthesis, and scientific figures, covering literature reviews, experimental design and power analysis, systematic reviews (PRISMA) and meta-analysis (GRADE), statistical-rigor audits (p-hacking, HARKing, effect sizes), IMRaD structuring, and publica
research-spark-orchestratorUse this agent to drive the research-spark pipeline, turning the user's rough research idea into a testable, fundable proposal through a five-stage core (articulation, landscape scan, falsifiable claim, theory derivation) plus an optional extension (numerical prototype, experiment design, premortem)
python3 "${CLAUDE_PLUGIN_ROOT}/hooks/subagent_stop.py"
python3 "${CLAUDE_PLUGIN_ROOT}/hooks/post_tool_use.py"
python3 "${CLAUDE_PLUGIN_ROOT}/hooks/task_completed.py"
python3 "${CLAUDE_PLUGIN_ROOT}/hooks/session_start.py"
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