Data Science & ML Claude 스킬

ToolUniverse Scientific Research

Accesses over 600 scientific tools and databases for bioinformatics, drug discovery, and computational biology research.

AgentDB Vector Search

Implement high-performance semantic vector search and intelligent document retrieval using AgentDB optimized HNSW indexing and quantization.

Benchling R&D Integration

Automates laboratory data management and life sciences R&D workflows by integrating with the Benchling platform via Python SDK and REST API.

Bioinformatics Services (BioServices)

Accesses over 40 bioinformatics web services and databases through a unified Python interface for biological data retrieval and analysis.

arXiv Research Search

Searches the arXiv repository to retrieve and summarize the latest scholarly articles in STEM fields.

Arboreto GRN Inference

Infers gene regulatory networks from transcriptomics data using scalable GRNBoost2 and GENIE3 algorithms.

Datamol Cheminformatics

Simplifies complex molecular informatics workflows by providing a Pythonic interface for RDKit with sensible defaults and built-in parallelization.

Datamol Cheminformatics

Simplifies molecular cheminformatics and drug discovery workflows with a Pythonic abstraction layer over RDKit.

AgentDB Vector Search

Integrates high-performance semantic vector search and HNSW indexing for intelligent document retrieval and RAG systems.

Datamol Cheminformatics

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

SimPy Simulation Modeling

Builds discrete-event simulation models in Python to analyze complex systems involving queues, resources, and time-based processes.

PyHealth Clinical AI Toolkit

Develops, tests, and deploys machine learning models for clinical healthcare data using standardized pipelines and specialized medical architectures.

Pinecone Vector Database

Integrates managed vector databases into AI applications for production-grade RAG, semantic search, and recommendation systems.

deepTools NGS Analysis

Analyzes high-throughput sequencing data to perform quality control, normalization, and publication-quality visualization for NGS experiments.

AgentDB Vector Search

Implements ultra-high-performance semantic vector search and document retrieval for Claude-powered RAG systems and intelligent knowledge bases.

AgentDB Vector Search

Implement high-performance semantic search and vector storage for intelligent document retrieval and RAG systems.

COBRApy Metabolic Modeling

Simulates and analyzes genome-scale metabolic models using constraint-based reconstruction and analysis (COBRA) techniques.

SimPy Simulation Engine

Builds process-based discrete-event simulations in Python for modeling complex systems like logistics, manufacturing, and networks.

Biomni Biomedical AI Agent

Executes complex autonomous research tasks across genomics, drug discovery, and clinical analysis using integrated biomedical databases.

ENA Bioinformatics Database

Accesses the European Nucleotide Archive (ENA) to retrieve genomic sequences, raw reads, and metadata for bioinformatics pipelines.

Excel Analysis

Analyzes Excel spreadsheets, generates pivot tables, and creates data visualizations using Python libraries like pandas and openpyxl.

Cirq Quantum Computing

Builds, simulates, and executes quantum circuits using Google’s open-source framework for NISQ-era quantum computers.

ZINC Database Search & Discovery

Accesses the ZINC22 database to search, filter, and retrieve 230M+ purchasable chemical compounds for virtual screening and drug discovery.

Adaptyv Protein Engineering

Automates protein sequence optimization and experimental validation through cloud-based laboratory testing.

AgentDB Memory Patterns

Implements high-performance persistent memory and context management for AI agents using AgentDB.

Astropy Mastery

Streamlines astronomical data analysis and astrophysical calculations using the core Astropy Python library.

ClinicalTrials.gov Data Integrator

Queries and analyzes clinical trial data from the official ClinicalTrials.gov API v2 for research and patient matching.

Biomni Biomedical Agent

Executes complex autonomous biomedical research tasks including genomics, drug discovery, and clinical data analysis.

COBRApy Metabolic Modeling

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

arXiv Search

Searches the arXiv preprint repository for scholarly articles across various scientific and technical domains.