Data Science & ML Agent Skills

Online Learning System Design

Implements continuous model updates and incremental learning patterns to handle evolving data streams without full retraining.

Supply and Demand Analysis

Predicts market price and quantity changes by analyzing the interaction between producer supply and consumer demand at equilibrium.

RAG Thinking Patterns

Implements sophisticated Retrieval-Augmented Generation architectures to ground AI responses in real-time external knowledge and eliminate hallucinations.

Gambler's Fallacy Recognition

Identifies and mitigates the gambler's fallacy to improve decision-making in probabilistic and high-risk scenarios.

Clinical Trial Design Patterns

Implements and optimizes complex clinical trial designs including multi-arm, adaptive, and stratified patterns for biostatistical research.

Scientific Critical Thinking

Evaluates research rigor by assessing methodology, statistical validity, and evidence quality using industry-standard frameworks like GRADE and Cochrane.

Scholar Evaluation & Scientific Review

Systematically evaluates scholarly research, academic papers, and technical proposals using the peer-reviewed ScholarEval framework.

Scientific Schematics AI

Generates publication-quality scientific diagrams and architectural schematics using smart iterative AI refinement.

R Diagnostic Accuracy Analysis

Performs comprehensive diagnostic test accuracy analysis in R, including ROC curves, optimal cutpoints, and meta-analysis.

Literature Review & Research Synthesis

Conducts systematic academic literature reviews across multiple scientific databases with verified citations and automated document generation.

Gemini AI CLI

Integrates Google's Gemini models directly into the terminal for one-shot Q&A, content generation, and text summarization.

Zi Ping Zhen Quan Bazi Analysis

Performs advanced Bazi pattern recognition and metaphysical analysis based on the classic Zi Ping Zhen Quan methodology.

Hotel Investment Analysis & Reporting

Generates comprehensive hotel investment reports and interactive HTML presentations for Chinese cities based on real-time market data.

Scientific Ideation & Research Brainstorming

Facilitates high-level scientific research through hypothesis generation, interdisciplinary analogy discovery, and methodological development.

Data Analyst Expert

Empowers Claude to perform sophisticated data processing, statistical analysis, and interactive visualization using industry-standard Python libraries.

HTP Insight: AI Psychological Drawing Analysis

Analyzes House-Tree-Person (HTP) drawings to generate detailed psychological insights and illustrated emotional reports.

XLSX Spreadsheet Expert

Creates, edits, and analyzes professional Excel spreadsheets with automated formula verification and industry-standard formatting.

Zi Ping Zhen Quan Bazi Analysis

Performs traditional Chinese Bazi pattern analysis and identifies favorable elements based on the classic Zi Ping Zhen Quan methodology.

Audio Visualization with Songsee

Generates high-quality spectrograms and comprehensive audio feature-panel visualizations directly through the command line.

AI Multimodal Processing

Integrates Google Gemini's advanced multimodal capabilities to analyze audio, video, images, and documents directly within Claude Code.

Advanced Excel & Spreadsheet Automation

Manages complex spreadsheet creation, data analysis, and formula-driven financial modeling with high precision.

Gemini CLI Integration

Integrates Google Gemini CLI capabilities into Claude Code for advanced code analysis, automated refactoring, and multi-model workflows.

Google ADK Python Agent Toolkit

Builds, evaluates, and deploys sophisticated multi-agent AI systems using Google's Agent Development Kit for Python.

City Hotel Investment Analysis

Generates professional hotel investment analysis reports and HTML presentations using real-time economic, tourism, and market data for Chinese cities.

Da Liu Ren Logic Engine

Calculates traditional Chinese Da Liu Ren divination patterns and outputs structured decision signals in JSON format for automated life-decision systems.

HTP Insight - Psychological Drawing Analysis

Analyzes House-Tree-Person (HTP) drawings using AI vision to provide deep psychological insights and illustrated reports.

Video Processor & Transcriber

Automates video format conversion, audio extraction, and high-accuracy speech-to-text transcription using FFmpeg and Whisper.

Antibrittle Agent Patterns

Implements architectural principles for building reliable, long-running AI agents that recover gracefully from failure and maintain context integrity.

OpenAI Image Generator

Automates the batch generation of AI images using the OpenAI API with integrated gallery visualization.

Data Analyst Expert

Automates complex data processing, statistical analysis, and visual reporting using industry-standard Python libraries.