Data Science & ML Agent Skills

Advanced Excel & Spreadsheet Automation

Manages complex spreadsheet creation, data analysis, and formula-driven financial modeling with high precision.

Benchling R&D Integration

Automates laboratory data management by integrating Claude with the Benchling R&D platform for registry, inventory, and notebook operations.

Model Registry Maintainer

Maintains and updates model registries, pricing data, and capability maps for LLM backends and providers.

Model Registry Maintainer

Maintains and updates AI model registries, pricing databases, and backend capabilities for LLM-powered applications.

Financial Modeling Suite

Generates comprehensive financial models, including DCF analysis, Monte Carlo simulations, and sensitivity testing for investment decisions.

deepTools NGS Analysis

Processes and visualizes high-throughput sequencing data like ChIP-seq, RNA-seq, and ATAC-seq with professional-grade command-line tools.

deepTools NGS Analysis

Processes, analyzes, and visualizes high-throughput sequencing data including ChIP-seq, RNA-seq, and ATAC-seq workflows.

Financial Statement Analyzer

Analyzes financial statements to calculate and interpret key ratios for investment and corporate performance evaluation.

deepTools NGS Analysis

Processes and visualizes high-throughput sequencing data through specialized workflows for ChIP-seq, RNA-seq, and ATAC-seq.

NetworkX Graph Analysis

Analyzes and visualizes complex networks and graphs using the comprehensive NetworkX Python toolkit.

Advanced Excel & Financial Modeling

Automates the creation, editing, and analysis of professional Excel workbooks with dynamic formulas and industry-standard financial modeling.

Model Registry Maintainer

Manages and updates AI model registries, pricing structures, and context window limits for the MassGen backend.

MarkItDown

Converts diverse file formats like PDFs, Office docs, images, and audio into LLM-optimized Markdown.

AgentDB Reinforcement Learning Plugins

Deploys and trains sophisticated reinforcement learning algorithms to create autonomous agents that improve through experience and reasoning.

NetworkX Graph Analysis

Builds, analyzes, and visualizes complex network structures and graph algorithms within Python environments.

PennyLane Quantum Computing

Develops and optimizes quantum circuits, hybrid quantum-classical models, and quantum machine learning workflows using PennyLane.

ENA Database Access

Access and retrieve DNA/RNA sequences, raw reads, and genome assemblies from the European Nucleotide Archive via API and FTP.

Scientific Brainstorming

Facilitates creative research ideation by generating hypotheses, exploring interdisciplinary connections, and identifying research gaps.

KEGG Biological Pathway Analysis

Connects Claude to the KEGG REST API for advanced biological pathway analysis, gene mapping, and molecular network discovery.

MarkItDown Document Converter

Converts over 20 file formats including PDFs, Office documents, and media into clean, LLM-optimized Markdown.

Pydicom Medical Imaging

Read, write, and process medical imaging data in the DICOM standard format using Python.

Seaborn Statistical Visualization

Generates publication-quality statistical graphics and complex data visualizations using the Seaborn Python library.

AgentDB Vector Search

Provides ultra-fast semantic vector search and intelligent document retrieval using AgentDB's high-performance HNSW indexing.

Metabolomics Workbench Integration

Accesses the NIH Metabolomics Workbench database to query metabolite structures, experimental study data, and standardized nomenclature.

Plotly Scientific Visualization

Generates interactive statistical and scientific visualizations using Plotly Express and Graph Objects APIs.

scverse & Scanpy Essentials

Streamlines single-cell transcriptomics workflows using standardized scverse, AnnData, and Scanpy implementation patterns.

Computational Resource Profiler

Analyzes system hardware to provide strategic recommendations for high-performance computing and scientific tasks.

Mixed R/Python Pipeline CLI Creator

Converts existing Snakemake analysis projects into pip-installable CLI tools for automated workflow deployment.

Scverse Single-Cell Analysis

Streamlines single-cell RNA-seq analysis using standardized AnnData and Scanpy workflows.

AgentDB Vector Search

Implements ultra-fast semantic vector search and RAG capabilities using AgentDB's high-performance indexing and quantization.