Data Science & ML Agent Skills

Geodesic Manifold Geometry

Calculates geodesic paths, spherical trigonometry, and Riemannian manifold metrics for complex navigation and spatial modeling.

Network Influence & Propagation

Analyzes social network dynamics and traces the diffusion of ideas using advanced topological math and cellular sheaf structures.

Python Performance Optimization

Optimizes Python codebases through systematic profiling, algorithmic efficiency, and advanced acceleration techniques.

Entropy Sequencer

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

Data Processing Essentials

Streamlines data manipulation, information processing, and analytical workflows within Claude Code.

Three-Match SAT Solver Gadgets

Implements 3-SAT reductions via colored subgraph isomorphism and non-backtracking geodesics for topological computing.

Dynamic AI Architectures

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

OSM Topology Analysis

Analyzes OpenStreetMap road networks and geographic data using topological graph structures and GF(3) validation.

AgentDB Vector Search

Implements high-performance semantic vector search for intelligent document retrieval and RAG systems using AgentDB.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

Excel & Spreadsheet Automation

Automates advanced spreadsheet creation, editing, and financial modeling with dynamic formulas and industry-standard formatting.

Tidyverse Modern R Patterns

Implements modern R programming standards using the latest tidyverse features and native pipe syntax.

Pixi Package Manager

Manages fast, reproducible scientific Python environments by unifying conda and PyPI ecosystems with multi-platform lockfile support.

Research Analyst

Conducts systematic landscape research, competitive analysis, and evidence-based strategy evaluations to inform technical and business decisions.

Code Quality Tools for Python

Automates linting, formatting, and static type checking for scientific Python projects using Ruff, MyPy, and pre-commit hooks.

Scientific Python Packaging

Standardizes the creation of distributable Python packages using modern Scientific Python community best practices and Hatchling build backends.

Modern Rlang Patterns

Implements robust R metaprogramming and tidy evaluation patterns using the rlang framework.

Data Processing Essentials

Streamlines data manipulation and analysis workflows using industry-standard Python libraries like Pandas.

CSV Data Summarizer

Analyzes CSV files automatically to generate comprehensive statistical summaries and tailored visualizations using Python and pandas.

Ark Agentic Framework Analysis

Analyzes the Ark (Agentic Resource Kit) codebase to provide architectural insights, source code examination, and implementation guidance for agentic applications.

Excel Spreadsheet Operations

Automates the creation, editing, and analysis of Excel spreadsheets with support for complex formulas and industry-standard financial modeling.

AutoRegMonkey Econometrics Agent

Automates complex econometric analysis by integrating LLM planning with RAG knowledge, Stata modeling, and Python data processing.

Runware AI Provider Integration

Automates the discovery and implementation of Runware AI image and video generation models into the CreativeEditor SDK.

Anthropic Architect

Recommends the most efficient Anthropic architecture for AI projects by analyzing requirements and selecting the optimal mix of skills, agents, and SDK primitives.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of Excel spreadsheets with a focus on dynamic formulas and financial modeling standards.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to automated production deployment and monitoring.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production environments.

CSV Data Summarizer

Automates comprehensive CSV data analysis and visualization by instantly generating statistical reports and charts without requiring user prompts.

Data Profiling & EDA

Generates comprehensive data profiling reports and automated exploratory data analysis (EDA) for various datasets.

LLM Performance Evaluation

Implements systematic evaluation frameworks for LLM applications using automated metrics, human-in-the-loop feedback, and A/B testing.