Data Science & ML Agent Skills

C++20 Numerical Patterns

Provides standardized C++20 implementations for high-performance numerical computing, matrix operations, and parallel I/O.

Directed Interval Logic

Axiomatizes the directed interval 0 → 1 to model irreversible processes and time-directed homotopy in synthetic infinity-categories.

Scientific Critical Thinking

Evaluates research rigor and scientific claims by assessing methodology, statistical validity, and potential biases using standardized frameworks.

Gioia Methodology Framework

Constructs, validates, and exports hierarchical data structures for qualitative research using the Gioia methodology.

ATAC-seq Footprint Analysis

Performs transcription factor footprinting and differential binding detection on ATAC-seq data using the TOBIAS framework.

ChIP-seq Biological Quality Control

Performs specialized biological validation for ChIP-seq data by calculating cross-correlation metrics and fraction of reads in peaks.

Curiosity-Driven Learning Agent

Implements intrinsic motivation for AI agents by rewarding compression progress and the discovery of learnable patterns.

Polars Portfolio Backtester

Performs ultra-fast portfolio backtesting and trading strategy analysis using the Polars library.

Algorithmic Trading Execution Patterns

Optimizes trade execution using advanced algorithms like TWAP, VWAP, and Iceberg orders to minimize market impact and slippage.

Cognitive Superposition

Synthesizes multiple advanced theoretical frameworks from world-class researchers to solve complex problems through high-level meta-reasoning.

Causal Inference System 2

Implements interventional and counterfactual reasoning patterns for deliberate System 2 deep learning and causal world modeling.

AI Chain Modularization Planner

Generates structured plans to decompose complex AI include chains into modular, reusable components.

Scientific Critical Thinking

Evaluates research rigor, methodology, and statistical validity to perform critical analysis of scientific claims.

MuJoCo Scene Builder

Composes complex 3D environments and terrains for robotic simulation and reinforcement learning training.

K-Scale Robotics Ecosystem

Provides a unified framework for humanoid robot development, reinforcement learning training, and sim-to-real deployment.

ETE Toolkit for Phylogenomics

Manipulates, analyzes, and visualizes phylogenetic trees and genomic data with the Environment for Tree Exploration (ETE) framework.

Polynomial Operads & Compositional AI

Integrates polynomial functors and category-theoretic operads to model complex interaction patterns and dynamical systems within AI workflows.

NeuroKit2 Biosignal Analysis

Processes and analyzes complex physiological signals including ECG, EEG, and EDA for psychophysiology research and medical data science.

IES Polyglot Social Analytics

Orchestrates a polyglot environment for social network analysis and multimedia processing using Clojure, Julia, and DuckDB.

AgentDB Memory Patterns

Implements high-performance persistent memory and learning patterns for AI agents using AgentDB.

Flow Nexus Swarm Orchestrator

Deploys and manages cloud-based AI agent swarms using event-driven workflow automation and intelligent coordination.

ToolUniverse Scientific Workflow Suite

Enables Claude to perform complex scientific research by providing access to over 600 bioinformatics, genomics, and cheminformatics tools.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for AI agents using AgentDB's ultra-fast vector storage.

Functional Enrichment Analysis

Performs Gene Ontology and KEGG pathway enrichment analysis from genomic regions or gene lists with automated R-based visualizations.

Flow Nexus Neural

Trains and deploys complex neural networks across distributed E2B sandbox environments directly within Claude.

Regulatory Community Analysis for ChIA-PET

Analyzes protein-mediated chromatin interactions to identify and visualize regulatory communities from ChIA-PET datasets.

SAP Data Intelligence Cloud Developer

Streamlines the development of data processing pipelines, ABAP integrations, and machine learning scenarios within SAP Data Intelligence Cloud.

SAP HANA Machine Learning

Streamlines in-database machine learning workflows within SAP HANA using the Python hana-ml library.

SAP AI Core & Generative AI Hub

Streamlines the deployment and management of enterprise AI/ML workloads and LLM orchestration on SAP BTP.

ATAC-seq Quality Control

Validates the biological quality of ATAC-seq data by calculating metrics like TSS enrichment, fragment size distribution, and peak overlap.