Data Science & ML Claude 스킬

COBRApy Metabolic Modeling

Performs constraint-based reconstruction and analysis of metabolic models for systems biology and metabolic engineering.

Google File Search RAG

Implements managed Retrieval-Augmented Generation (RAG) using Google File Search and Gemini models for high-accuracy document retrieval and grounding.

PyLabRobot

Automates laboratory workflows and controls liquid handling robots, plate readers, and other lab equipment using a hardware-agnostic Python SDK.

gget Bioinformatics Toolkit

Provides rapid, unified access to over 20 genomic and proteomic databases for sequence analysis and protein structure prediction.

Datamol Cheminformatics

Simplifies molecular cheminformatics workflows by providing a Pythonic wrapper around RDKit with sensible defaults and parallel processing.

NCBI Gene Database Integration

Queries the NCBI Gene database to retrieve comprehensive genetic information, sequences, and functional annotations via E-utilities and Datasets APIs.

RAG Embedding Model Manager

Optimizes embedding model selection, configuration, and cost estimation for RAG pipelines.

Chroma Vector Database

Integrates ChromaDB capabilities for building AI applications with persistent memory and semantic search.

HMDB Metabolomics Database

Provides comprehensive access to the Human Metabolome Database (HMDB) for metabolite identification, chemical analysis, and clinical research.

European Nucleotide Archive (ENA) Access

Accesses and retrieves genomic data, nucleotide sequences, and metadata from the European Nucleotide Archive (ENA) via REST APIs and FTP.

Cirq Quantum Computing

Builds, simulates, and optimizes quantum circuits for execution on leading quantum hardware and simulators.

ML Training Patterns

Streamlines machine learning model development with production-ready templates for classification, text generation, and parameter-efficient fine-tuning.

ESM: Protein Modeling Toolkit

Provides a comprehensive toolkit for protein language models to design, predict, and analyze protein sequences and structures.

BioServices Bioinformatics Toolkit

Provides programmatic access to over 40 bioinformatics web services and databases for integrated biological data analysis.

Plotly Data Visualization

Generates interactive, publication-quality scientific and statistical visualizations for Python data analysis.

EdgarTools SEC Analysis

Accesses and analyzes real-time SEC filings and financial statements with token-efficient data retrieval.

Mem0 Memory Optimization

Optimizes Mem0 performance through advanced query tuning, multi-layer caching strategies, and cost-reduction patterns.

IEEE PES Paper Reviewer

Provides specialized technical auditing and compliance reviews for Physics-Guided GNN research papers targeting IEEE Power & Energy Society submissions.

AI Engineer

Architects and implements production-grade LLM applications, RAG pipelines, and intelligent agent orchestrations.

SpatialData

Manages, analyzes, and visualizes multi-modal spatial omics data using the SpatialData Python ecosystem and OME-NGFF standards.

Bioinformatics & Genomic Queries

Queries 20+ genomic databases for gene information, protein structures, and sequence analysis directly within your development environment.

NeuroKit2 Biosignal Analysis

Processes and analyzes physiological biosignals including cardiac, neural, and autonomic data for psychophysiology and clinical research.

PyLabRobot Lab Automation

Automates laboratory liquid handling and hardware control using a hardware-agnostic Python interface.

Agent Orchestration Patterns

Implements robust multi-agent systems using Pydantic tool schemas, state management, and advanced orchestration patterns.

Scientific Research Brainstorming

Facilitates creative scientific ideation by generating hypotheses, exploring interdisciplinary connections, and identifying research gaps through collaborative dialogue.

AgentDB Learning Plugins

Builds and trains self-improving AI agents using nine reinforcement learning algorithms and WASM-accelerated inference.

Datamol Cheminformatics

Simplifies molecular cheminformatics and drug discovery workflows through a Pythonic interface for RDKit.

Unsloth TTS Fine-Tuning

Optimizes Text-to-Speech model training and voice cloning using the Unsloth library for faster performance and lower VRAM usage.

Astropy Astronomy Toolkit

Facilitates astronomical research and data analysis by providing tools for celestial coordinates, physical units, and FITS file manipulation.

DrugBank Pharmaceutical Intelligence

Accesses and analyzes comprehensive drug data including properties, interactions, targets, and chemical structures from the DrugBank database.