В каталоге 183 730 навыков в 14 категориях.
Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology a...
Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery: SM...
NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for...
Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publicat...
Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence,...
Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert to C...
This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for traini...
CLI/Python toolkit for rapid bioinformatics queries. Preferred for quick BLAST searches. Access to 20+ databases: gene i...
High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regio...
This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable...
Convert various file formats (PDF, Office documents, images, audio, web content, structured data) to Markdown optimized...
Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity m...
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMIL...
Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and...
This skill should be used when converting academic papers into promotional and presentation formats including interactiv...
This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom...
Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when readin...
Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project inte...
Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows i...
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecula...
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprin...
Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), un...
Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill w...
This skill should be used when working with single-cell omics data analysis using scvi-tools, including scRNA-seq, scATA...
Statistical visualization. Scatter, box, violin, heatmaps, pair plots, regression, correlation matrices, KDE, faceted pl...
Use this skill for reinforcement learning tasks including training RL agents (PPO, SAC, DQN, TD3, DDPG, A2C, etc.), crea...
Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation task...
Use this skill when working with scientific research tools and workflows across bioinformatics, cheminformatics, genomic...
Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning,...
UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSC...
Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex ex...
Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboard...
Automatically summarize scientific podcasts like Huberman Lab and Nature Podcast
Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits in memory...
Create or reconstruct scientific schematics as editable native PowerPoint shapes and live text, starting from a descript...
Create research posters using HTML/CSS that can be exported to PDF or PPTX. Use this skill ONLY when the user explicitly...
This skill should be used when researchers need help with research problem selection, project ideation, troubleshooting...
辅助科研人员进行选题、项目构思、困境突破和战略决策。适用于用户想要推介新研究想法、解决项目难题、评估项目风险、规划研究策略或需要科研方向建议时使用。
This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting s...
Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protoco...
High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel trainin...
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR corre...
Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. T...
Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, pla...
Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posteri...
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT,...
Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, pr...
IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production wor...
Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, deco...
Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto op...
Comprehensive scientific document review and analysis. Use when Claude needs to review scientific papers, reports, prepr...
Cloud-based quantum chemistry platform with Python API. Preferred for computational chemistry workflows including pKa pr...
Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), cl...
Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.1 P...
Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.6 F...
Designing scientific schematics, diagrams, and graphical abstracts. Covers tool selection (BioRender, Inkscape, Affinity...
使用 Nano Banana Pro AI 创建可发表级别的科学示意图，并支持智能迭代优化。使用 Gemini 3 Pro 进行质量审查；仅当质量低于当前文档类型要求阈值时才会重新生成。专注于神经网络架构图、系统架构图、流程图、生物通路图以...
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research...
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary conne...
Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations,...
Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, si...
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ord...
Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning...
Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and catego...
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining mac...
Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with pr...
Scientific research and analysis skills. Use when performing scientific analysis, literature review, or research methodo...
Comprehensive scientific research toolkit with 139 specialized skills for biology, chemistry, medicine, data science, an...
Scientific presentations for conferences, seminars, thesis defenses, and grant pitches. Slide design, talk structure, ti...
Build slide decks and presentations for research talks using Nano Banana Pro AI. Generates stunning PDF presentations wi...
Builds slide decks and presentations for research talks. Used for making PowerPoint slides, conference presentations, se...
Build scientific presentations and speaker notes. Use when turning research results into a talk or conference deck.
研究 codex 使用 skill 生成 survey 這件事
使用 Nano Banana Pro AI 构建科研报告和演示幻灯片。可生成高质量、视觉效果出色的 PDF 演示文稿，包含 AI 生成的幻灯片内容。适用于会议报告、学术研讨会报告、论文答辩幻灯片或各类科学演讲。提供幻灯片结构设计、版式与设计...
Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for s...
Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with det...
Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment...
Polish scientific manuscript text into clear, journal-ready English or Chinese while preserving meaning, evidence streng...
Pragmatic test-driven development for scientific code with numerical validation
Forces hypothesis-driven scientific reasoning for complex problems. Use when debugging strange behavior, investigating r...
Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop p...
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic...
Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, rep...
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. This skill should...
Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers, colorb...
Write scientific manuscripts. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONS...
Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, pow...
PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug dis...
This skill should be used when working with pre-trained transformer models for natural language processing, computer vis...
Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports...
Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSD...