Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks...
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17,526 skills
Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison,...
Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project...
Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators,...
Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical...
Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when...
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR...
This skill should be used when working with reinforcement learning tasks including high-performance RL training,...
Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation...
Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties,...
Integration with protocols.io API for managing scientific protocols. This skill should be used when working with...
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Strategic product leadership toolkit for Head of Product including OKR cascade generation, market analysis, vision...
Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD...
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1)...
Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns,...
Fast DataFrame library (Apache Arrow). Select, filter, group_by, joins, lazy evaluation, CSV/Parquet I/O, expression...
Complete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test...
Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense +...
Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This...
Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity,...
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting...
Access RCSB PDB for 3D protein/nucleic acid structures. Search by text/sequence/structure, download coordinates...