Data Science & ML Claude 技能

Physicist Analyst

16

Analyzes systems and technology through the lens of fundamental physical laws to evaluate constraints, feasibility, and energy efficiency.

Semantic PDF Research

16

Indexes PDF document collections using LightRAG to enable semantic search and context-aware research within Claude Code.

Pysam Genomic Data Processing

15

Processes genomic datasets including alignment, variant, and sequence files using a Pythonic interface to htslib.

GTars Genomic Analysis

15

Analyzes and processes genomic interval data using high-performance Rust-based tools and Python bindings.

Polars Data Processor

15

Accelerates data manipulation and analysis using the high-performance Polars DataFrame library and expression-based API.

Gemini Image Generation

15

Generates high-quality visual content from text descriptions and image references using the Gemini API.

Pymoo Optimization

15

Optimizes complex systems using multi-objective evolutionary algorithms and Pareto front analysis in Python.

PathML Computational Pathology

15

Automates computational pathology workflows by processing whole-slide images and multiparametric data for machine learning analysis.

Therapeutics Data Commons (PyTDC)

15

Provides AI-ready drug discovery datasets, standardized benchmarks, and molecular oracles for therapeutic machine learning.

Aeon Time Series ML

15

Performs advanced time series machine learning tasks including classification, forecasting, and anomaly detection using the specialized Aeon toolkit.

Model Interpretability with SHAP

15

Provides comprehensive guidance and implementation patterns for explaining machine learning model predictions using SHAP values.

Bioinformatics Toolkit (gget)

15

Accesses 20+ genomic databases for rapid bioinformatics queries, sequence analysis, and protein structure prediction.

Protein Modeling with ESM

15

Provides advanced protein language model capabilities for sequence generation, structure prediction, and functional design using ESM3 and ESM C.

Genomic Interval ML (Geniml)

15

Facilitates machine learning on genomic interval data, including embeddings for BED files and single-cell ATAC-seq analysis.

RAG System Architect

15

Architects production-grade Retrieval-Augmented Generation (RAG) systems and vector search infrastructures for knowledge-grounded AI applications.

Ontology Access Kit (OAK)

14

Provides advanced capabilities for querying, visualizing, and manipulating complex ontologies through the Ontology Access Kit (OAK).

DOSDP Ontology Design Patterns

14

Ensures consistency in ontology term creation by applying Dead Simple Ontology Design Patterns (DOSDP) for standardized naming, definitions, and logical axioms.

OBO Ontology Editor

14

Simplifies the process of editing, querying, and managing OBO format ontologies through specialized scripts and standardized curation workflows.

PDF Processing Pro

14

Automates complex PDF workflows including form filling, table extraction, OCR, and batch operations with production-grade validation.

Excel Spreadsheet Management

14

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

DOSDP Design Patterns

14

Applies Dead Simple Ontology Design Patterns to ensure consistency in term creation, naming conventions, and logical definitions.

Ontology Access Kit (OAK)

14

Enables complex ontology querying, mapping, and visualization using the Ontology Access Kit (OAK) library.

OBO Ontology Editor

14

Streamlines the editing, querying, and management of scientific ontologies in the Open Biomedical Ontologies (OBO) format.

Vercel AI SDK Integration

14

Streamlines the development of AI-powered chat interfaces with streaming, tool calling, and multi-step reasoning patterns.

LangGraph Implementation

14

Implements stateful agent graphs and multi-actor workflows using the LangGraph framework.

PydanticAI Tool System

14

Simplifies the registration and implementation of PydanticAI tools with automated context handling and type-safe function calling.

PydanticAI Debugging & Best Practices

14

Identifies and fixes common implementation errors and architectural pitfalls when building PydanticAI agents.

PydanticAI Model Integration

14

Integrates and manages diverse LLM providers in PydanticAI with support for fallback models, streaming, and usage tracking.

PydanticAI Dependency Injection

14

Implements structured dependency injection for PydanticAI agents to manage database connections, API clients, and external resources.

12-Factor Agent Architecture Analyzer

14

Audits and evaluates AI agent codebases for compliance with the 12-Factor Agents methodology to ensure production-grade reliability.