Data Science & ML Agent Skills

Market Researcher

Conducts comprehensive market analysis, industry trend tracking, and market sizing calculations to drive data-informed business decisions.

Gtars Genomic Analysis

Performs high-performance genomic interval analysis, overlap detection, and machine learning tokenization using Rust-powered tools.

PDF Document Automation

Enables programmatic PDF manipulation, data extraction, and document creation using professional Python and command-line tools.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

Data Commons Client

Accesses and analyzes global public statistical data through the Data Commons knowledge graph and Python API.

Market Research Report Generator

Generates comprehensive, 50+ page professional market research reports with consulting-grade analysis and high-fidelity visualizations.

Scientific Critical Thinking & Research Rigor

Evaluates scientific research rigor by assessing methodology, statistical validity, and bias through established frameworks like GRADE and Cochrane ROB.

gget Bioinformatics Toolkit

Enables rapid bioinformatics queries and sequence analysis across 20+ genomic databases directly from your terminal or Python scripts.

DNAnexus Genomics Integration

Streamlines genomics pipeline development and data management on the DNAnexus cloud platform using the dxpy Python SDK.

CZ CELLxGENE Census Analysis

Facilitates programmatic access to over 61 million standardized single-cell genomics data points for advanced querying and analysis.

Scanpy Single-Cell Analysis

Analyzes single-cell RNA-seq data with standardized workflows for quality control, clustering, and cell type annotation.

BRENDA Enzyme Database Integration

Accesses the BRENDA database via SOAP API to retrieve kinetic parameters, reaction equations, and organism-specific enzyme data for biochemical research.

Prompt Engineer

Architects high-performance system instructions and prompt patterns to optimize Large Language Model outputs and consistency.

Academic Research Engineer

Implements high-performance systems and complex algorithms with absolute scientific rigor and formal correctness.

Project Designer

Transforms initial software concepts into comprehensive, well-architected technical designs and implementation roadmaps.

PubChem Chemical Informatics

Queries the PubChem database to retrieve chemical structures, molecular properties, and bioactivity data for cheminformatics workflows.

Voice AI Development Architect

Builds low-latency, production-grade voice applications using real-time APIs, advanced synthesis, and streaming transcription services.

Scientific Schematics

Generates publication-quality scientific diagrams and technical schematics with automated AI quality review and smart iteration.

Reference Indexer

Indexes and manages external reference documents to power Retrieval-Augmented Generation (RAG) for domain-specific AI workflows.

PyTorch Docstring Writer

Generates and updates professional PyTorch-style docstrings using Sphinx and reStructuredText conventions.

Math Intelligence Router

Orchestrates complex mathematical computations by deterministically routing natural language requests to specialized CLI tools for symbolic math, logic, and geometry.

Adaptyv Protein Lab

Connects Claude to cloud laboratory services for automated protein testing, sequence optimization, and wet-lab validation.

bioRxiv Research Database Search

Searches and retrieves life sciences preprints from the bioRxiv database with advanced filtering and PDF download capabilities.

FDA Regulatory Data Access

Queries and analyzes openFDA data for drugs, medical devices, food safety, and adverse events using a standardized Python interface.

PyTorch Geometric (PyG) Support

Enables development and training of Graph Neural Networks (GNNs) using the PyTorch Geometric library.

GWAS Catalog Database

Queries the NHGRI-EBI GWAS Catalog to retrieve SNP-trait associations, genetic variant data, and genome-wide association study summary statistics.

Research Question Refiner

Transforms vague research interests into concrete, actionable, and tractable research questions with a systematic feasibility analysis.

LangChain4j AI Services Patterns

Builds declarative, type-safe AI services in Java using LangChain4j interfaces, annotations, and memory management.

HMDB Database Explorer

Accesses the Human Metabolome Database (HMDB) to retrieve metabolite data, chemical properties, and clinical biomarkers for metabolomics research.

Experiment Design Checklist

Generates rigorous experimental frameworks for scientific research and machine learning projects to ensure statistically significant and defensible results.