Data Science & ML Claudeスキル

Multi-Agent Architecture Patterns

Designs and implements robust multi-agent systems to overcome context limits and handle complex, parallelizable tasks.

Advanced AI Evaluation & LLM-as-a-Judge

Implements robust LLM-as-a-Judge evaluation techniques to measure, compare, and optimize the quality of AI-generated outputs.

Memory Systems for AI Agents

Design and implement advanced memory architectures to help AI agents persist state, maintain entity consistency, and reason over structured knowledge.

Hyperspell Setup

Integrates Hyperspell’s long-term memory and RAG capabilities into your project with automated configuration and SDK setup.

Academic Peer Reviewer

Provides rigorous, PhD-level critiques of academic manuscripts and research methodologies to ensure high-impact scholarly standards.

LangChain TypeScript Initializer

Bootstraps a production-ready LangChain TypeScript project with optimal configuration for AI agents and LangGraph.

Ontology Permissible Value Mapper

Maps LinkML enum permissible values to verified ontology terms and CURIEs using the Ontology Access Kit (OAK).

Prompt Engineering Expert

Optimizes AI prompts using research-backed frameworks and production-ready templates to ensure high-quality, cost-effective model outputs.

Pipeline Architecture & ETL Design

Implements robust pipes-and-filters architectures for complex ETL, media processing, and data transformation workloads.

Rowan Computational Chemistry

Automates complex quantum chemistry workflows and molecular simulations through a high-level cloud-based Python API.

Research Information Lookup

Conducts real-time academic and technical research using Perplexity Sonar models via OpenRouter to provide cited findings, statistical data, and deep analytical reasoning.

K-Dense Web AI Research Assistant

Connects Claude to the K-Dense Web AI co-scientist platform for executing complex, end-to-end scientific research workflows.

PennyLane Quantum ML

Facilitates the development and training of quantum machine learning models using automatic differentiation and hybrid quantum-classical workflows.

AgentDB Memory Patterns

Implements high-performance persistent memory and context management for AI agents using AgentDB and vector storage.

GeoPandas Geospatial Analysis

Extends pandas with spatial operations for managing, analyzing, and visualizing vector geographic data types.

Sora Video Generation

Generates, remixes, and manages high-quality AI videos using OpenAI’s Sora API via a specialized CLI.

Local Code Search Embeddings (Ollama)

Configures Ollama as a local embedding provider to enable private, offline semantic code search within GrepAI.

QuTiP Quantum Simulation

Simulates and analyzes open quantum systems, master equations, and decoherence using the Quantum Toolbox in Python.

AgentDB Vector Search

Enables high-performance semantic vector search and intelligent document retrieval for RAG systems and knowledge bases.

GrepAI Code Indexing & Chunking

Optimizes semantic code search by configuring precise file splitting and embedding parameters within GrepAI.

AgentDB Learning Plugins

Implements nine reinforcement learning algorithms to train autonomous agents that improve through experience.

Scientific Schematics & Diagrams

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

MATLAB/Octave Scientific Computing

Performs advanced numerical computing, matrix operations, and scientific visualization using MATLAB and GNU Octave syntax.

Plotly Visualization

Generates interactive, publication-quality Python charts and dashboards for data exploration and presentation.

Scientific Slide Creator

Builds visually engaging, research-backed scientific presentations and slide decks for academic and professional talks.

Imaging Data Commons

Queries and downloads large-scale public cancer imaging datasets from the NCI Imaging Data Commons for AI training and medical research.

Model Intelligence & Detection

Optimizes agent behavior by automatically identifying the active LLM and adjusting execution configurations for maximum cross-model compatibility.

Qiskit Quantum Framework

Builds, optimizes, and executes quantum circuits on IBM Quantum hardware and high-performance simulators using the world's most popular SDK.

Neuropixels Neural Analysis

Analyzes high-density Neuropixels recordings with automated preprocessing, spike sorting, and AI-assisted quality curation.

Cirq Quantum Computing

Builds, simulates, and executes quantum circuits on Google Quantum AI hardware and cloud providers.