Data Science & ML Claude 技能

Scholar Evaluation & Scientific Review

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

Aristotle Math Prover

Formally verifies mathematical statements and generates Lean 4 proofs using Harmonic's Aristotle engine.

Scientific Schematics AI

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

Literature Review & Research Synthesis

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

Survey Report Builder

Automates the generation of professional Quarto PDF reports and PowerPoint presentations from CSV survey data.

Quarto Survey Analysis Setup

Initializes a professional Quarto environment for survey data analysis using Python, uv, and Typst PDF pipelines.

Thematic Analysis

Performs systematic qualitative thematic analysis on document collections to extract deep structural insights and categorized themes.

Financial Researcher

Conducts autonomous, institutional-grade financial analysis using multi-guru perspectives and advanced composite scoring.

Experiment Log

Tracks experiment parameters, results, and environment snapshots to ensure full reproducibility and systematic iteration.

AI Development Research Agent

Conducts deep technical research and provides implementation guidance for AI-enabled software development including RAG, agentic workflows, and LLM architectures.

Lit Review & Research Synthesis

Conducts comprehensive multi-paper literature reviews with deep gap analysis and automated citation mapping.

Academic Paper Analyzer

Extracts structured research data from academic papers and integrates it into a persistent knowledge graph.

AI-PRISMA Screening Assistant

Automates systematic literature screening using the PRISMA 2020 framework and cost-effective Groq LLMs.

Research & Statistical Analysis

Performs hypothesis-driven statistical analysis and data visualization on datasets, system metrics, and experiment logs.

Universal LLM Router

Routes prompts to any LLM provider and model while leveraging real-time benchmark data for optimal selection.

Streamlit UI Architect

Develops and maintains interactive Streamlit interfaces for document analysis, resume matching, and real-time data visualization.

Multi-Model Council Synthesis

Synthesizes unified answers by orchestrating independent deliberations and adversarial debates between Claude, GPT-5 Codex, and Gemini Pro.

Hawkes Process Fill Modeling

Models trade fill intensity using Hawkes processes to provide sophisticated liquidity and probability estimates for high-frequency trading.

Data Analyst

Transforms raw data into actionable insights through automated exploratory analysis and professional Python-based visualizations.

PyTorch Lightning Training

Streamlines PyTorch model training by providing a structured, high-level interface that automates boilerplate, distributed computing, and hardware scaling.

Scientific Research Brainstorming

Accelerates scientific discovery by generating hypotheses, identifying research gaps, and facilitating interdisciplinary ideation through structured collaborative dialogue.

Gemini AI CLI

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

Excel DCF Modeler

Builds professional-grade discounted cash flow (DCF) valuation models in Excel with automated financial projections and sensitivity analysis.

Data Filtering & Expressions

Applies precise data filtering and conditional logic across Honeydew perspectives, metrics, and attributes using standardized SQL syntax.

Marimo Reactive Notebooks

Builds and manages reactive Python notebooks and data applications using the marimo framework.

Honeydew Data Query & Analysis

Queries, analyzes, and explores complex data through the Honeydew semantic layer using natural language or structured fields.

Scientific Ideation & Research Brainstorming

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

Gemini CLI Integration

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

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.