Data Science & ML Agent Skills

Statistical Power Analysis

Calculates statistical power and determines optimal sample sizes to ensure experimental designs meet rigorous scientific and funding standards.

Koopman Generator

Linearizes complex nonlinear dynamics using Koopman operator theory to enable predictive modeling through observable space.

Koopman Generator

Linearizes nonlinear dynamical systems using Koopman operator theory to generate predictive models from observable data.

Ergodicity & Dynamical Systems

Analyzes and models complex dynamical systems using ergodicity principles where time averages equate to space averages.

Influence Propagation Analysis

Analyzes and traces the flow of ideas, topics, and behaviors across complex social and interperspectival networks.

Influence Propagation

Analyzes social network dynamics to trace idea adoption, influence flow, and interperspectival relationships.

GF(3) Tripartite Orchestration

Coordinates multi-agent systems and state transitions using GF(3) Galois Field conservation principles.

IES Triadic Framework

Facilitates complex system modeling through a triadic balance of categorical structure, cybernetic agency, and phenomenological observation.

IES Triadic Reasoning

Implements a triadic framework balancing category theory, cybernetic agency, and phenomenological observation for complex system modeling.

Analysis Orchestrator

Configures AI model selection, cost estimates, and batch processing strategies for qualitative research workflows.

Geodesic Manifold Calculations

Performs advanced geodesic calculations and Riemannian manifold operations for geospatial navigation and spherical geometry.

Skill Embedding VSS

Performs vector similarity search and hierarchical clustering for agent skills using P-adic ultrametrics and MLX-powered embeddings.

Paradox Navigation

Navigates complex research contradictions and integrates conflicting data patterns using contemplative reasoning frameworks.

Qualitative Research Project Setup

Initializes qualitative research environments with structured epistemic foundations and standardized folder hierarchies.

Shadow Goblin

Integrates advanced topological graph theory and bicomodule structures into Claude for complex scientific computing and algebraic modeling.

Entropy Interaction Sequencer

Optimizes interaction sequences using information theory to maximize learning efficiency and pattern recognition.

Enzyme.jl Automatic Differentiation

Provides high-performance LLVM-level automatic differentiation for Julia code on CPU and GPU architectures.

Deep Analytical Reasoning

Facilitates structured, step-by-step thinking for complex analytical decisions and theoretical framework construction using the Sequential Thinking MCP.

Entropy Sequencer

Optimizes interaction sequences using information theory and active inference to maximize learning efficiency and information gain.

DuckDB Spatial Analysis

Performs high-performance geospatial analysis, H3 hexagonal indexing, and PostGIS-compatible spatial SQL queries using DuckDB.

Qualitative Coding Workflow

Orchestrates systematic document coding, progress tracking, and audit trail generation for qualitative research projects.

Document Conversion & Parsing

Converts complex PDFs, academic papers, and tables into structured formats using intelligent tool selection and VLM-based parsing.

Condensed Analytic Stacks

Bridges Scholze-Clausen condensed mathematics and analytic stacks to sheaf neural networks via 6-functor formalisms.

Qualitative Data Ingestion

Converts audio recordings, PDFs, and diverse document formats into structured markdown for qualitative research and AI-assisted analysis.

Color Envelope Preserving

Enforces GF(3) color conservation and deterministic traversal across complex data navigator compositions.

Qualitative Reflection & Reasoning

Facilitates deep analytical reasoning and navigates theoretical paradoxes in qualitative research using systematic thinking and dialectical wisdom.

Cognitive Surrogate Engine

Constructs high-fidelity psychological models from interaction patterns to predict intellectual trajectories and maintain authentic voice consistency.

Cognitive Surrogate System

Builds and validates high-fidelity psychological models to predict behaviors and generate authentic cognitive responses matching a subject's unique patterns.

Qual-Coding: Qualitative Research Partner

Facilitates reflexive qualitative data analysis through dialogical questioning and multi-stage visible reasoning.

Cognitive Surrogate

Builds, trains, and validates high-fidelity psychological models to predict and generate authentic cognitive responses.