Data Science & ML Agent Skills

FDA Regulatory Database Access

Queries the openFDA API to retrieve comprehensive data on drugs, medical devices, food safety, and adverse events.

Crypto Hard Filter Simplification

Streamlines cryptocurrency asset selection by bypassing irrelevant equity filters and handling data gaps in financial datasets.

ToolUniverse Scientific Research

Simplifies scientific research by providing standardized access to over 600 tools for bioinformatics, drug discovery, and computational biology.

Hypogenic Scientific Researcher

Automates the generation, refinement, and testing of scientific hypotheses by integrating observational data with existing literature.

BioServices Bioinformatics Integration

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

Biopython Bioinformatics Toolkit

Facilitates computational molecular biology tasks using the Biopython library for sequence analysis, structural bioinformatics, and NCBI database integration.

PyOpenMS Mass Spectrometry

Analyzes complex mass spectrometry data for proteomics and metabolomics using Python bindings for the OpenMS library.

PyOpenMS Mass Spectrometry Analysis

Facilitates mass spectrometry data analysis, proteomics, and metabolomics workflows using Python-based OpenMS bindings.

Gtars: Genomic Interval Analysis

Provides a high-performance Rust toolkit for genomic interval analysis, coverage track generation, and machine learning tokenization.

Biopython Bioinformatics Toolkit

Simplifies computational molecular biology tasks including sequence manipulation, NCBI database access, and structural analysis.

Gtars Genomics Toolkit

Performs high-performance genomic interval analysis and data preprocessing for machine learning using Rust-powered tools.

GeoPandas Spatial Analysis

Performs advanced geospatial vector data analysis, coordinate transformations, and spatial mapping within Python environments.

Amazon Bedrock Multi-Agent Orchestrator

Orchestrates complex multi-agent systems on AWS using the Bedrock AgentCore Agent-to-Agent (A2A) protocol.

Fear-of-Falling QC Summarizer

Aggregates K18 quality control artifacts into comprehensive summary reports while maintaining project manifests.

US Inflation CPI-PCE Comparator

Analyzes and compares US CPI and PCE inflation metrics to identify underlying price acceleration risks and weighting discrepancies.

ToolUniverse Scientific Research

Connects Claude to over 600 specialized scientific tools and databases for bioinformatics, drug discovery, and genomic analysis.

Scholar Evaluation Framework

Evaluates scholarly work using the ScholarEval framework to provide structured assessments, quantitative scoring, and actionable feedback across research dimensions.

PyOpenMS Mass Spectrometry Analysis

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

FDA Database Access

Queries and analyzes openFDA regulatory data for drugs, medical devices, food safety, and substance identification.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay patterns for self-improving AI agents using a high-speed vector database backend.

AgentDB Memory Patterns

Implements high-performance persistent memory and reasoning patterns for AI agents using vector storage and reinforcement learning.

ReasoningBank Intelligence

Implements adaptive learning systems to enable AI agents to recognize patterns, optimize strategies, and continuously improve through experience.

Flow Nexus Neural

Deploys and trains sophisticated neural networks across distributed sandbox environments using various architectures and federated learning techniques.

ReasoningBank Intelligence

Implements adaptive learning systems to enable AI agents to recognize patterns, optimize strategies, and improve continuously through experience.

AgentDB Learning

Trains and deploys reinforcement learning models for autonomous agents using nine specialized algorithms including Decision Transformers and Q-Learning.

Gtars Genomic Analysis

Accelerates genomic interval analysis and machine learning preprocessing with high-performance Rust-powered algorithms and Python bindings.

AgentDB Learning

Implements and trains reinforcement learning algorithms to create autonomous agents that improve through experience.

ReasoningBank with AgentDB

Implements high-performance adaptive learning patterns and trajectory tracking for self-learning agents using a 150x faster vector database.

Tidy ITC Workflow

Implements tidy modeling principles for reproducible and standardized indirect treatment comparison (ITC) analyses in R.

ReasoningBank Intelligence

Implements adaptive learning and pattern recognition systems to enable AI agents to optimize strategies and improve through experience.