$ls playbooks/
└ Browse all copy-paste workflows for Claude Code
Scientific Pymoo
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.
Scientific Pyopenms
Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelines. Supports extensive file formats and algorithms. Best for proteomics, comp...
Scientific Pysam
Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.
Scientific Pytdc
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.
Scientific Pytorch Lightning
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scala...
Scientific Pyzotero
Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero libraries progr...
Scientific Qiskit
IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum co...
Scientific Qutip
Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. NOT for c...
Scientific Rdkit
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (w...
Scientific Reactome Database
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies.
Scientific Research Grants
Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requir...
Scientific Research Lookup
Look up current research information using the Parallel Chat API (primary) or Perplexity sonar-pro-search (academic paper searches). Automatically routes queries to the best backend. Use for finding papers, gathering research data, and verifying s...
Scientific Rowan
Cloud-based quantum chemistry platform with Python API. Preferred for computational chemistry workflows including pKa prediction, geometry optimization, conformer searching, molecular property calculations, protein-ligand docking (AutoDock Vina), ...
Scientific Scanpy
Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA-seq analysis with established workflows. For d...
Scientific Scholar Evaluation
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and actionable f...
Scientific Scientific Brainstorming
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have spec...
Scientific Scientific Critical Thinking
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best for under...
Scientific Scientific Schematics
Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.1 Pro Preview for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural net...
Scientific Scientific Slides
Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templat...
Scientific Scientific Visualization
Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, significance annotations, error bars, colorblind-safe palettes, and specific journal formatting (Nature, Science, Cell). Orchestr...
Scientific Scientific Writing
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRA...
Scientific Scikit Bio
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.
Scientific Scikit Learn
Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or building...
Scientific Scikit Survival
Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival Forests, Gradie...
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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