Data Science & ML Claude 技能

Sibyl Contrarian

Challenges mainstream assumptions and identifies project blind spots by uncovering counter-evidence through deep academic and web research.

Sibyl Final Critic

Provides rigorous, conference-grade peer reviews for machine learning research papers targeting NeurIPS and ICML standards.

Sibyl Comparative Analyst

Conducts deep comparative research against State-of-the-Art (SOTA) works to define and position project contributions.

Sibyl Pragmatist Research Agent

Generates engineering-focused research proposals by validating academic literature against practical implementation constraints.

Sibyl Experiment Supervisor

Orchestrates machine learning experiments by monitoring GPU availability and dynamically dispatching tasks to remote infrastructure.

Sibyl Literature Researcher

Conducts systematic literature reviews by synthesizing data from arXiv, Google Scholar, bioRxiv, and general web searches.

Sibyl Server Experimenter

Orchestrates and executes machine learning experiments on remote servers using local Claude or Codex agents.

Sibyl Empiricist

Facilitates rigorous experimental design and ensures data reproducibility by integrating academic research tools into AI workflows.

Weaviate Vector Database

Streamlines AI-native application development by providing expert patterns for Weaviate vector search, RAG pipelines, and multi-tenancy.

Perplexity Sonar API Integration

Integrates real-time web search and grounded AI responses into applications using the Perplexity Sonar API.

OpenAI SDK Integration

Simplifies the development of AI-powered applications using the OpenAI SDK and the GPT-5 model family.

LangGraph Agent Orchestration

Builds stateful, multi-agent applications and cyclic AI workflows using LangGraph for complex orchestration and persistent state management.

Opus 4.5 Model Migrator

Migrates codebases and prompts from earlier Claude models to Opus 4.5 by automating model string updates and behavioral adjustments.

Instinct Extractor

Analyzes raw interaction logs to extract recurring behavioral patterns and refine AI decision-making.

Advanced Prompt Architect

Generates and optimizes high-performance prompts for Claude, GPT, and other LLMs using research-backed engineering techniques.

AI Multimodal Processing

Enables Claude to analyze, transcribe, and generate multimedia content including audio, images, videos, and documents through the Gemini API.

PyHealth AI Toolkit

Develops, tests, and deploys healthcare AI models using clinical data and specialized medical coding systems.

Economics Data Analysis

Automates end-to-end empirical data analysis workflows using Stata and R for publication-ready research output.

RAP Compliance Auditor for R

Audits R projects against UK Government Reproducible Analytical Pipelines (RAP) maturity standards to ensure code quality and transparency.

DiffDock Molecular Docking

Performs diffusion-based molecular docking to predict high-accuracy 3D binding poses between proteins and ligands for drug discovery.

Economic Data Statistics Methods

Calculates advanced economic statistics and estimates using specialized R methodologies for weighted and bunched data.

Gemini Veo Video Generation

Provides comprehensive technical specifications and implementation patterns for Google's Veo 3.1 video generation model.

Robot Learning Run Evaluator

Analyzes, summarizes, and documents robot learning experiment runs across local and cluster environments.

Llama.cpp Runtime Controller

Manages local GGUF model inference and API serving through llama.cpp within worker terminals.

Tidyverse Docs Guide

Fetches official, up-to-date documentation and code examples for the R Tidyverse ecosystem.

Scientific Figure Visual Engine

Interprets, generates, and captions publication-quality scientific figures for quantitative academic research.

Research Pipeline

Automates the transition from literature review to experimental design by analyzing academic papers and proposing novel research methods.

R Shiny Documentation Guide

Queries official R Shiny framework documentation to build, debug, and deploy interactive web applications.

R Documentation Guide

Accesses real-time R package documentation, vignettes, and task views across CRAN, tidyverse, and Bioconductor ecosystems.

Prediction Model & ML Paper Writer

Generates publication-ready methods and results sections for clinical prediction and machine learning papers using TRIPOD+AI standards.