Data Science & ML Agent Skills

Excel Pivot Wizard

Generates professional Excel pivot tables and visualizations from raw data using natural language commands.

Scientific Hypothesis Generator

Formulates testable, evidence-based scientific hypotheses and experimental designs from observations using a structured framework.

Chaotic Attractor Dynamics

Analyzes and models strange attractors with sensitive dependence on initial conditions within complex dynamical systems.

Nixtla Prediction Market Schema Mapper

Maps and transforms prediction market datasets into standardized Nixtla-compatible formats for automated time-series forecasting.

Lyapunov Stability Analysis

Analyzes the stability of dynamical systems using Lyapunov's direct method and algebraic dynamics principles.

L-Space Narrative Analysis

Extracts and analyzes narrative arcs, causality, and token novelty from complex text and codebases.

Clustering Algorithm Runner

Performs automated data clustering analysis using K-means, DBSCAN, and hierarchical algorithms to identify patterns and anomalies within datasets.

TimeGPT Lab Bootstrap

Guides the setup, validation, and experiment orchestration of Nixtla TimeGPT forecasting environments.

NumPy Advanced Indexing

Master advanced NumPy indexing techniques to efficiently manipulate arrays and optimize memory usage through views and copies.

Nixtla Skills Bootstrap

Installs and manages specialized Nixtla forecasting and TimeGPT skills for Claude Code.

LLM & RAG Evaluation Frameworks

Implements robust evaluation patterns for RAG pipelines and LLM outputs using metrics like faithfulness, relevance, and synthetic data generation.

AgentDB Memory Patterns

Implements high-performance persistent memory systems for AI agents to enable long-term context retention and autonomous pattern learning.

Stock Analyzer

Performs professional financial stock analysis using technical indicators, automated chart generation, and news sentiment tracking.

Tripartite Problem Decompositions

Decomposes complex computational problems into three balanced, parallel components using GF(3) conservation and sheaf-theoretic gluing.

Large Language Model (LLM) Integration

Implements conversational AI and text generation capabilities using the z-ai-web-dev-sdk for robust backend applications.

LLM Integration & Chat Completions

Implements sophisticated chat completion functionality and multi-turn conversational AI using the z-ai-web-dev-sdk.

Statistical Analysis Guide

Guides users through statistical test selection, assumption verification, and APA-formatted research reporting.

Gödel Machine Self-Optimizer

Implements self-improving code architectures that use formal proofs and evolutionary search to safely enhance system utility.

Hypogenic Hypothesis Discovery

Automates scientific hypothesis generation and testing on tabular datasets by combining empirical data patterns with literature insights.

Market Research Report Architect

Generates professional, 50+ page market research reports in LaTeX format featuring advanced data visualizations and consulting-grade strategic frameworks.

Statsmodels Statistics & Econometrics

Implements rigorous statistical modeling, econometrics, and time series analysis using Python's statsmodels library.

Perplexity AI Web Search

Enables real-time, AI-powered web searches with cited sources and advanced reasoning capabilities through the Perplexity model family.

Scientific Critical Thinking

Evaluates the rigor of scientific claims by assessing methodology, identifying biases, and grading evidence quality using standardized frameworks.

Systematic Literature Review

Conducts comprehensive, multi-database literature searches and synthesizes findings into professionally formatted research documents with verified citations.

Research Lookup

Automates academic literature search and technical research using Perplexity's Sonar models with intelligent reasoning selection.

Seaborn Statistical Visualization

Creates publication-quality statistical graphics and complex data visualizations using a high-level Python interface.

Marimo Notebook Essentials

Develops reactive Python notebooks and interactive dashboards using the marimo framework.

Benchmark Report Creator

Orchestrates the end-to-end creation of publication-quality AI/ML benchmark reports with high-resolution diagrams and PDF export.

Hugging Face Transformers

Simplifies working with pre-trained transformer models for NLP, computer vision, and audio tasks within Claude Code.

Pixi Package Manager

Manages fast, reproducible scientific Python environments by unifying the conda and PyPI ecosystems.