Data Science & ML Agent Skills

Data Commons Client

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

Slipstream LLM Finetuning

Optimizes large language models to communicate natively through the Slipstream inter-agent protocol using efficient finetuning workflows.

DNAnexus Genomics Integration

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

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.

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.

HMDB Database Explorer

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

FDA Database Access

Simplifies querying the openFDA API to analyze regulatory data, drug safety profiles, medical device clearances, and food recalls.

Transformers AI Model Integration

Integrates Hugging Face Transformers for advanced natural language processing, computer vision, and audio tasks within development workflows.

Statsmodels Statistical Toolkit

Provides a comprehensive suite of statistical modeling tools for rigorous inference, hypothesis testing, and econometric analysis in Python.

PubMed Database Research

Automates biomedical literature searches and data retrieval from the PubMed database using advanced MeSH queries and the E-utilities API.

Custom Agent Architect

Streamlines the design and architecture of domain-specific AI agents using Claude Agent SDK patterns.

PyLabRobot Lab Automation

Automates laboratory workflows and controls liquid handling robots, plate readers, and analytical equipment through a unified Python interface.

PufferLib RL Framework

Develops high-performance reinforcement learning systems with optimized PPO training, vectorized simulations, and multi-agent support.

Histolab Pathology Toolkit

Processes and prepares whole slide pathology images for deep learning and digital pathology workflows.

Scikit-learn ML Suite

Streamlines machine learning workflows in Python by providing expert guidance on scikit-learn algorithms, data preprocessing, and production-ready pipelines.

Mass Spectrometry Analysis with PyOpenMS

Analyzes mass spectrometry data for proteomics and metabolomics workflows using the PyOpenMS library.

scvi-tools for Single-Cell Analysis

Facilitates advanced probabilistic modeling and analysis of single-cell omics data using deep generative models.

Seaborn Statistical Visualization

Generates professional, publication-quality statistical graphics and complex multi-panel data visualizations using Python's Seaborn library.

Dask Parallel Computing

Enables parallel and distributed computing for Python data science workflows to process datasets larger than available memory.

Qiskit Quantum Computing

Builds, optimizes, and executes quantum circuits and algorithms across various hardware providers and simulators.

SymPy Symbolic Mathematics

Performs exact symbolic computation, calculus, and equation solving in Python to handle complex mathematical formulas without numerical approximation.

ToolUniverse Scientific Research

Empowers AI agents to perform complex scientific research tasks using a unified ecosystem of 600+ specialized tools and databases.

PubChem Database Explorer

Accesses and analyzes chemical data from the world's largest open chemical database using PUG-REST and PubChemPy.

SimPy Discrete-Event Simulation

Builds complex process-based discrete-event simulations in Python to model systems with shared resources and time-based events.

RAN Optimizer

Optimizes Radio Access Network performance using autonomous swarm coordination and cognitive temporal reasoning.

Scientific Brainstorming

Empowers researchers to generate novel hypotheses, explore interdisciplinary connections, and overcome creative blocks through collaborative ideation.

Prompt Engineering Expert

Transforms Claude into a specialized prompt architect for designing, optimizing, and debugging complex AI instructions and agent behaviors.

AILANG Development Kit

Streamlines AILANG programming for AI agents by providing real-time syntax rules, capability-based execution, and a searchable library of 90+ code examples.