Data Science & ML Agent Skills

ClinicalTrials.gov Search & Analysis

Accesses the ClinicalTrials.gov API v2 to search, filter, and export global clinical study data for medical research and patient matching.

Phenomenological String Rewriting

Transforms German phenomenological concepts into formal string diagram morphisms through counterfactual rewriting and recursive termination.

Bifurcation Generator

Generates visual bifurcation diagrams to analyze parameter-dependent transitions in dynamical systems.

ZX-Calculus Quantum Reasoning

Enables diagrammatic reasoning and optimization for quantum circuits using Z-spiders, X-spiders, and rewrite rules.

Phase Space Transformation

Analyzes and transforms coordinate systems within dynamical systems to preserve underlying physical and mathematical dynamics.

Forward-Forward Learning

Implements Geoffrey Hinton's Forward-Forward algorithm for efficient, local layer-wise neural network training without backpropagation.

Lyapunov Function Analysis

Analyzes the stability and qualitative behavior of dynamical systems using scalar functions that decrease along trajectories.

Ordered Locale Fanout

Orchestrates triadic parallel agent dispatch with deterministic seeding and voice-specific locales for high-performance Apple Silicon workflows.

Turing Chemputer

Automates programmable chemical synthesis using the XDL language and modular robotic hardware instructions.

Structured Decompositions for Julia

Facilitates solving sheaf-based decision problems and managing structured decompositions within the AlgebraicJulia ecosystem.

Transcritical Dynamics

Models and analyzes dynamical systems where stability exchanges between equilibria during bifurcation events.

Bioinformatics & Genomic Data (gget)

Provides unified access to over 20 genomic databases for sequence analysis, protein structure prediction, and gene expression queries.

ALife Simulation & Artificial Life Research

Facilitates the research, modeling, and implementation of complex artificial life systems, from cellular automata to evolutionary dynamics.

Monoco Document Extractor

Converts PDFs, Office documents, and images into high-quality WebP pages optimized for Vision Language Model analysis.

Evidence Evaluator

Evaluates the credibility and quality of information sources using standardized scientific frameworks and the CRAAP test.

SHAP Model Interpretability

Explains machine learning model predictions and feature importance using SHapley Additive exPlanations (SHAP) across various model architectures.

Command-Line Data Science

Provides a comprehensive suite of Unix command-line utilities for high-performance data transformation, validation, and lifecycle tracking.

Health Science & Clinical Research

Structures clinical research and evaluates health evidence using established evidence-based medicine frameworks like PICOT and GRADE.

Modelica Multi-Domain Modeling

Simulates complex physical systems using acausal equation-based modeling and Wolfram Language integration.

KEGG Bioinformatics Database

Accesses the Kyoto Encyclopedia of Genes and Genomes (KEGG) REST API for biological pathway analysis and molecular interaction mapping.

Keboola Data App Developer

Develops and optimizes Streamlit data applications for the Keboola platform using a robust validate-build-verify workflow.

FFmpeg & OpenCV Integration Guide

Facilitates seamless video processing pipelines by integrating FFmpeg's robust I/O with OpenCV's powerful image manipulation capabilities.

fal.ai Image-to-Video Animation

Animates static images into high-quality cinematic videos using leading AI models like Kling, Luma, and Runway via the fal.ai API.

Fal.ai Performance & Cost Optimizer

Optimizes fal.ai AI model deployments for maximum speed, minimal latency, and reduced infrastructure costs.

fal.ai Text-to-Image

Generates high-quality AI images using leading models like FLUX, SDXL, and Ideogram through the fal.ai API.

Dynamic AI Architectures

Implements and manages neural networks that adapt, grow, or prune their topology during training to optimize capacity and prevent catastrophic forgetting.

CUDA GPU Computing

Accelerates high-performance computing tasks by providing expert guidance on NVIDIA CUDA kernels, memory management, and parallel programming libraries.

Multi-LLM Consultant

Consults external LLMs like Gemini, OpenAI, and Qwen to provide second opinions, code reviews, and alternative implementation plans.

Multi-LLM Consult

Consults external AI models like Gemini and OpenAI to provide second opinions, code reviews, and alternative implementation plans.

AlphaFold Structure Database

Accesses and analyzes over 200 million AI-predicted protein structures from the AlphaFold database for structural biology and drug discovery.