Data Science & ML Claude 스킬

Skill Embedding VSS

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

Qualitative Research Methodological Rules

Ensures methodological rigor in qualitative research by enforcing isolation rules and phase-aware guidance through specialized AI agents.

Deep Analytical Reasoning

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

Entropy Interaction Sequencer

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

Shadow Goblin

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

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.

Enzyme.jl Automatic Differentiation

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

Qualitative Document Converter

Automates high-fidelity PDF and document conversion by selecting the optimal parsing method for academic and qualitative research data.

Document Conversion & Parsing

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

Qualitative Data Ingestion

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

Qualitative Reflection & Reasoning

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

Condensed Analytic Stacks

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

Color Envelope Preserving

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

Cognitive Surrogate Engine

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

Qualitative Interview Ingestion

Converts audio recordings and PDF documents into structured markdown for qualitative research and analysis.

Paradox Navigation

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

Cognitive Surrogate System

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

Cognitive Surrogate

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

Qualitative Analysis Orchestrator

Optimizes model selection, API cost estimation, and batch processing strategies for AI-assisted qualitative document analysis.

Qual-Shared Research Infrastructure

Manages the foundational state, logging, and workflow enforcement for AI-assisted qualitative research projects.

Agent-o-rama Pattern Learner

Extracts behavioral patterns and interaction sequences to train cognitive surrogate systems and predictive models.

Agent-O-Rama

Extracts behavioral patterns and trains cognitive learning agents from interaction sequences.

Socratic Research Initialization

Initializes qualitative research projects through a Socratic onboarding process that establishes philosophical foundations and methodological frameworks.

Qualitative Research Methodological Rules

Enforces methodological rigor in AI-assisted qualitative research through automated rule generation, saturation tracking, and analytical branching.

Tool Experimenter

Systematically refines and validates research tools through multi-phase iterative testing and rigorous data-driven evaluation.

Abductive Inference REPL

Facilitates exploratory abductive reasoning and hypothesis testing through interactive REPL environments.

Qual Analysis Orchestrator

Orchestrates cost-effective qualitative research workflows using Kimi K2.5 models and advanced context caching strategies.

Abductive Reasoning REPL

Powers iterative hypothesis testing and exploratory abductive inference through an interactive REPL environment.

Deep Reasoning & Qualitative Analysis

Facilitates structured, step-by-step thinking for complex analytical decisions and qualitative research framework development.