Data Science & ML Claudeスキル

Agent Creator

Designs and builds custom agents, skill frameworks, and Model Context Protocol (MCP) integrations using specialized personas and expert knowledge patterns.

Roundtable AI Delegation

Orchestrates specialized AI sub-agents to solve complex engineering problems through parallel task delegation.

Multi-Agent System Architecture

Designs and implements sophisticated multi-agent workflows using modular orchestration patterns, hierarchical delegation, and deterministic tool coordination.

Prompt Engineering Patterns

Enhances LLM performance and reliability through advanced techniques like Chain-of-Thought, structured outputs, and few-shot learning.

AGILab Runbook

Standardizes repository workflows for AGILab development, environment management, and AI engineering application deployment.

BioGeoBEARS Biogeographic Analysis

Automates the setup, validation, and execution of phylogenetic ancestral range reconstruction using BioGeoBEARS in R.

Vuer Server

Configures and manages high-performance 3D visualization servers for robotics and generative AI applications.

Vuer 3D Visualization Patterns

Provides standardized boilerplate and implementation patterns for 3D robotics and GenAI visualization using the Vuer toolkit.

Vuer 3D Component Reference

Provides a comprehensive reference for rendering 3D primitives, meshes, and robotic models using the Vuer toolkit.

Vuer 3D Event Management

Manages real-time interactions, session APIs, and event streaming for Vuer-based 3D visualizations.

Unwiring Arena

Models and simulates autopoietic systems using arena theory and GF(3) conservation rules for adaptive learning.

Vuer 3D Visualization Starter

Simplifies real-time 3D visualization for robotics and AI applications using the Vuer toolkit and Python.

Context Engineering for AI Agents

Provides structured patterns and guidance for building high-performance, production-grade AI agent systems through advanced context management.

Patent Prior Art Search

Conducts systematic 7-step patent prior art searches and patentability assessments using BigQuery and CPC classifications.

Earnings Prediction & Stock Analysis

Predicts stock price direction and magnitude following 8-K earnings releases using strictly point-in-time financial data.

Vuer 3D Visualization Client

Connects Claude to Vuer servers for real-time 3D visualization and event handling in robotics and GenAI projects.

Multi-Agent Architecture Patterns

Guides the design and implementation of distributed agent systems to maximize context efficiency and task parallelization.

Machine Learning Engineering

Builds production-grade machine learning pipelines and models using industry-standard libraries and engineering best practices.

Research Synthesis

Synthesizes complex findings from multiple sources into coherent, actionable conclusions with uncertainty quantification.

Intelligent Research Orchestrator

Orchestrates specialized AI agents to conduct systematic, multi-disciplinary research and synthesis on complex topics.

Jupyter Notebook Assistant

Refactors, cleans, and optimizes Jupyter notebooks to improve code readability, maintainability, and reproducibility.

GitHub Interactome Mapper

Maps contributor interaction networks across GitHub to discover shared boundaries between research and developer communities.

Critical Analysis & Research

Conducts rigorous evaluations of claims, evidence, and logical arguments to detect bias and validate research methodologies.

Risk of Bias Assessment

Evaluates methodological quality and potential bias in research studies using standardized frameworks like RoB 2 and ROBINS-I.

Sensitivity Analysis

Evaluates the robustness of research findings by testing how results change under different analytical assumptions and data conditions.

Research Randomization Logic

Implements rigorous randomization procedures for experimental research and unbiased participant allocation.

Experiment Design & Research Rigor

Facilitates the creation of methodologically sound research studies following NIH rigor standards and experimental best practices.

Publication Prep Research Assistant

Prepares submission-ready research manuscripts by automating formatting, reporting guideline compliance, and journal selection workflows.

Meta-Analysis Research Assistant

Conducts quantitative synthesis of research data by pooling effect sizes across multiple studies to derive summary conclusions.

Hypothesis Testing Guide

Guides the selection, assumption checking, and interpretation of statistical hypothesis tests for rigorous research data analysis.