$ls playbooks/
└ Browse all copy-paste workflows for Claude Code
Scientific Scvelo
RNA velocity analysis with scVelo. Estimate cell state transitions from unspliced/spliced mRNA dynamics, infer trajectory directions, compute latent time, and identify driver genes in single-cell RNA-seq data. Complements Scanpy/scVI-tools for tra...
Scientific Scvi Tools
Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI, MultiVI). Best for advanced modeling, batch ef...
Scientific Seaborn
Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For in...
Scientific Shap
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force,...
Scientific Simpy
Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, logistics...
Scientific Stable Baselines3
Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for standard RL experiments, quick prototyping, and well-documented algorithm implementations. Best for single-agent RL with Gymnasi...
Scientific Statistical Analysis
Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and APA-formatted results. Best for academic research reporting, test selection gu...
Scientific Statsmodels
Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. Fo...
Scientific String Database
Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology.
Scientific Sympy
Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, performing calculus operations (derivatives, integrals, limits), manipulating alge...
Scientific Tiledbvcf
Efficient storage and retrieval of genomic variant data using TileDB. Scalable VCF/BCF ingestion, incremental sample addition, compressed storage, parallel queries, and export capabilities for population genomics.
Scientific Timesfm Forecasting
Zero-shot time series forecasting with Google's TimesFM foundation model. Use for any univariate time series (sales, sensors, energy, vitals, weather) without training a custom model. Supports CSV/DataFrame/array inputs with point forecasts and pr...
Scientific Torch Geometric
Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.
Scientific Torchdrug
PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug discovery, protein modeling, or knowledge graph reasoning. Best for custom model development, protein property prediction, retrosy...
Scientific Transformers
This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, summarization, image...
Scientific Treatment Plans
Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain...
Scientific Umap Learn
UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.
Scientific Uniprot Database
Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services). Use this for direct HTTP/REST work or UniPro...
Scientific Usfiscaldata
Query the U.S. Treasury Fiscal Data API for federal financial data including national debt, government spending, revenue, interest rates, exchange rates, and savings bonds. Access 54 datasets and 182 data tables with no API key required. Use when ...
Scientific Uspto Database
Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches.
Scientific Vaex
Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine ...
Scientific Venue Templates
Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant propo...
Scientific What If Oracle
Run structured What-If scenario analysis with multi-branch possibility exploration. Use this skill when the user asks speculative questions like 'what if...', 'what would happen if...', 'what are the possibilities', 'explore scenarios', 'scenario ...
Scientific Xlsx
'Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, c...
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Browse by Category
Personal Productivity
File Organization
Auto-rename, sort, deduplicate, and organize files
Personal Productivity
Note Management
Obsidian, Logseq, and note-taking workflows
Personal Productivity
Task Management
Todo lists, project tracking, and productivity
Personal Productivity
Productivity
Dashboards, automation, and workflow optimization
Personal Productivity
Knowledge Management
Second brain, research synthesis, and information organization
Career & Development
Career Development
Resume, interviews, job search, and career growth
Career & Development
Personal Development
Habits, journaling, and self-improvement
Career & Development
Education
Study guides, learning, and skill development
Research & Writing
Research & Writing
PDF analysis, academic research, and content creation
Research & Writing
Market Research
Competitor analysis, market sizing, and business planning
Finance & Accounting
Finance & Accounting
Expense tracking, invoicing, and financial analysis
Finance & Accounting
Finance
Budgets, expenses, and personal finance
Marketing & Content
Marketing & Content
Ad copy, SEO, social media, and content marketing
Legal & Compliance
Legal & Compliance
Contract review, legal research, and compliance
HR & Recruiting
HR & Recruiting
Resume screening, job descriptions, and HR workflows
Creative & Design
Creative & Design
Worldbuilding, creative writing, and game design
Creative & Design
Creative Writing
Fiction, worldbuilding, and storytelling assistance
Developer Tools
Developer Tools
Changelogs, documentation, and development workflows
Academic Research
Academic Research
Research workflows, literature review, manuscript review, and academic writing
Executive Strategy
Executive Strategy
CEO advisory, competitive intelligence, startup analysis, and strategic foresight
Sales & Revenue
Sales & Revenue
Pipeline management, customer success, revenue operations, and sales automation
Project Management
Project Management
Agile workflows, sprint planning, scrum ceremonies, and team coordination
Media Production
Media Production
Podcast workflows, video clip creation, content repurposing, and production management
Communications
Communications
Proposals, press releases, newsletters, speeches, and professional communication
Operations & Compliance
Operations & Compliance
SOPs, policy documentation, vendor evaluation, audits, and change management
Data & Reporting
Data & Reporting
Dashboard narratives, KPI analysis, survey reports, and data quality assessment
Customer Support
Customer Support
Ticket triage, escalation, KB articles, and response drafting
Science & Research
Bio Research
Bioinformatics, lab data processing, and scientific workflows
Product Management
Product Management
Feature specs, metrics review, roadmaps, and product strategy
Financial Services
Equity Research
Earnings analysis, sector overviews, coverage initiation, and investment thesis tracking
Financial Services
Investment Banking
Deal execution, pitch decks, CIMs, merger models, and buyer lists
Financial Services
Private Equity
Deal sourcing, due diligence, IC memos, portfolio monitoring, and value creation
Financial Services
Wealth Management
Client reports, financial planning, portfolio rebalancing, and tax optimization
Financial Services
Trading & Markets
Fixed income, FX, options, macro analysis, and quantitative trading strategies