Use when task is to run or resume an iterative IMC Prosperity research loop: generate or refine hypotheses, check prior attempts, evaluate candidate signals or portfolio ideas,…
Assists researchers in generating PROSPERO registration content for meta-analyses from a title and optional protocol. Use when the user wants to draft a PROSPERO registration form.
Patterns for protein structure prediction using AlphaFold2/ColabFold, structural analysis, model quality assessment, and integration with experimental data.
Create a proto-persona from current research, market signals, and team knowledge. Use when you need a working customer profile before deeper validation.
Standardize fragmented experimental steps into reproducible protocol documents when you need method organization, lab SOP drafting, or cross-operator reproducibility; missing…
protocols.io REST API: search and fetch wet-lab, bioinformatics, and clinical protocols by keyword, DOI, or category, with steps, reagents, materials, equipment, timing.
Use when you have SMILES-encoded molecular structures and need to model their behavior under electrospray ionization (ESI) or other ionization methods in mass spectrometry.
Guides validation of ideas before full development using pretotyping (fake doors, concierge MVPs, Wizard of Oz) and prototyping at appropriate fidelity (paper, clickable, coded)…
Research-driven critique and enhancement of Amelia architecture or ideas docs. Use with GPT-5.2 when given a design/architecture doc to analyze concepts, find sources, an — from…
Run statistically sound comparisons on eval results so prompt and model changes are judged by confidence bounds, not bar-chart vibes.
Feature geliştirme için Plan-Research-Plan framework'ü. Codebase analizi, pattern araştırma, güven skoru, blueprint oluşturma ve uygulama döngüsü.
Use when targeting PRX Quantum or deciding whether a quantum information science or quantum technology manuscript fits this APS open-access flagship venue.
pschool プロジェクト専用のコース・カリキュラム自動生成 skill (schema v2 = state machine DAG)。 Udemy / 技術学習プラットフォーム型の 1 コース = フラット chapters[] + sections[] view group 構成で、 各 chapter は lecture / mixed /…
Performs pseudo-bulk differential gene expression analysis using DESeq2 or edgeR. Aggregates single-cell counts to sample-level pseudo-bulk data, then identifies differentially…
Generate language-matched pseudocode from architecture research.md or design.md documents produced by the architecture skill, including component overview, grouped component…
Psilocybin phenomenological state simulation. Transforms Claude's cognition, perception, language, emotion, and sense of self across low/medium/high intensity levels.
Use when turning the synthesis results of a Psychological Bulletin manuscript into a genuine theoretical contribution — reconciling conflicting findings, building or refining a…
Use when deciding whether a question is review-worthy and meta-analyzable for Psychological Bulletin and which synthesis type fits (meta-analysis, systematic review,…
Use as the entry point for any Psychological Bulletin manuscript. Routes to the right psychbull sub-skill based on where you are in the research-synthesis lifecycle and which…
Analyzes events through psychological lens using cognitive psychology, social psychology, developmental psychology, clinical psychology, and neuroscience.
Use when a task needs the judgment of a tenure-track/tenured Psychology Professor — deciding whether a student's or your own "significant" finding is trustworthy before it's…
Use when designing the figures of a Psychological Review manuscript — model/architecture diagrams and simulation-of-model-behavior plots (NOT experiments).
Put your AI on a Performance Improvement Plan. Forces exhaustive problem-solving with Western big-tech performance culture rhetoric and structured debugging.
PUA Loop — autonomous iterative development with autoresearch-style gate protocol. Runs FOREVER until verified done.
Use when executing and reporting the analysis for a Public Administration Review (PAR) manuscript so it survives expert, double-blind review and supports honest Evidence for…
Use when defending the research design of a Public Administration Review (PAR) manuscript — public-management causal designs (DiD around reforms, survey & field experiments on…
Query PubChem, search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.
Use when your metadata table contains compound names but lacks structure information (SMILES, InChI, molecular formula, or PubChem CID).
Plan, configure, validate, and document portable public-bioinformatics data acquisition. Use for GEO/GSE/GDS, SRA/ENA, TCGA/GDC, GTEx, DepMap, public expression matrices, raw…
Use when you have an experimental MS/MS spectrum (m/z and intensity pairs with known precursor m/z) and need to identify the compound by searching against public repositories or a…
Perform recommendation-grade research on a named listed company using exact security identity, point-in-time primary filings, business/segment economics, earnings quality, balance…
Publish a clean public version of a private living-docs project — the method/scaffold and a curated showcase — WITHOUT exposing your research, decisions, accumulated lessons,…
Use when targeting 《财政研究》(Public Finance Research — 财政部主管、中国财政学会主办、不收版面费的财政学权威核心月刊, CNKI 采编系统) or deciding whether a Chinese public-finance manuscript fits this venue.
Git 工作流知识基座。extends netresearch/git-workflow-skill 上游通用 Git 知识，叠加团队 commit 规范、分支策略、Gitea 工作流、镜像同步经验。供 devlab-git-workflow-expert 等下游技能通过 extends 继承。
NL2SQL/Text2SQL 知识基座（供 extends 继承）。聚合两阶段架构、查询类型分类、字段/术语映射、条件与 metric 抽取、多表 JOIN 推理、SQL 正确性与评测的深度知识与踩坑。通常被 devlab-nl2sql-engineering 继承，不直接面向用户触发。
Oracle 知识基座。覆盖 Connection Types、JDBC Driver、Connection Pool、LOB Handling、Character Set、SQL Dialect。供 devlab-oracle-usage 通过 extends 继承。
Find public community language, market signals, launch feedback, and technical discussion across X/Twitter, Bluesky, Hacker News, and other public social sources.
Tracks every manuscript, paper, and research output currently in the publication pipeline from email — where each is in the review and submission process, what reviewer feedback…
Package a finished local project into an intentional GitHub repository, create a strong README and visual preview, push it safely, configure a public GitHub Pages URL when the…
Search PubMed for scientific literature, including published clinical trials. Fetch abstracts and full text.
Search PubMed for scientific literature. Use when the user asks to find papers, search literature, look up research, find publications, or asks about recent studies.
Generate ~5 actionable research topic recommendations by querying PubMed E-utilities; use when a user provides a research direction/constraints and needs evidence-backed topic…
Run Kaggle training-first experiment loops with local CV, durable artifacts, and approval-gated submissions.
Test and evaluate AI agents and LLM outputs using code-first evaluation framework with strong typing.
Use when reading, writing, or validating binned and/or unbinned statistical models in the HS3 (HEP Statistics Serialization Standard) JSON format: converting between HistFactory…
Bayesian statistical modeling with PyMC v5+. Use when building probabilistic models, specifying priors, running MCMC inference, diagnosing convergence, or comparing models.
Visualize, analyze, and render protein and molecular structures using PyMOL. Use when the user wants to create images of protein structures, perform structural alignments or…
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization pro — from…
Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML, mzXML, mzTab, FASTA — from…
Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelin — from…
Geochemistry data analysis and visualization for igneous, metamorphic, and sedimentary rocks. Use when Claude needs to: (1) Create ternary diagrams for compositional data, (2)…
Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.
Use when running molecular quantum chemistry calculations in Python. Computes single-point energies, optimized geometries, vibrational frequencies, and population analysis using…
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological — from…
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological — from…
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological — from…
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological — from…
Therapeutics Data Commons (TDC) AI-ready drug discovery datasets. Curated ADME, toxicity, DTI, DDI with scaffold/cold splits, standardized metrics, molecular oracles, and ADMET…
Python for engineering analysis, numerical computing, and scientific workflows using NumPy, SciPy, SymPy
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2 — from majiayu000/claude-skill-registry