Data Science & ML Claudeスキル

AgentDB Memory Patterns

Implements high-performance persistent memory and reinforcement learning patterns for AI agents using AgentDB.

LLM Evaluation

Implements comprehensive evaluation frameworks to measure LLM application quality using automated metrics, human feedback, and comparative benchmarks.

RAG Implementation Expert

Builds high-performance Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground LLMs in external data.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and reasoning capabilities in production environments.

Scientific Research Brainstorming

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

Scientific Resource Scout

Detects and analyzes system hardware to provide strategic architectural recommendations for computationally intensive scientific tasks.

Financial Analysis & Modeling

Provides comprehensive financial frameworks for modeling, valuation, corporate finance decisions, and advanced statement analysis.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks within E2B sandboxes using the Flow Nexus ecosystem.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for AI agents using the ultra-fast AgentDB vector engine.

Swarm Orchestration

Orchestrates multi-agent AI systems for parallel task execution and intelligent workflow coordination using dynamic topologies.

Phosphoproteomics PTM Analysis

Analyzes phosphoproteomics data using R to identify differential post-translational modification abundance, stoichiometry, and kinase activity.

AgentDB Learning Plugins

Integrates nine reinforcement learning algorithms to build, train, and deploy self-learning AI agents that evolve through experience.

ClinVar Database Assistant

Queries, interprets, and processes human genetic variant data from the NCBI ClinVar archive for genomic research.

Snakemake Compact Workflows

Streamlines Snakemake pipeline development using modular patterns and compact rule definitions for reproducible data science.

Opentrons Lab Automation

Automates laboratory liquid handling and hardware control for Opentrons Flex and OT-2 robots using Protocol API v2.

Opentrons Lab Automation

Develops and optimizes Python-based liquid handling protocols for Opentrons Flex and OT-2 robots.

BfabricPy LIMS Integration

Facilitates seamless Python-based interaction with the B-Fabric Laboratory Information Management System for managing research data and workflows.

Plotly Compact

Generates high-performance interactive visualizations using Plotly Express and Graph Objects patterns.

HuggingFace Tokenizers

Implements high-performance, Rust-powered tokenization for training and deploying custom NLP models with speed and precision.

AgentDB Vector Search

Implements ultra-fast semantic vector search and RAG capabilities using AgentDB's high-performance indexing and quantization.

Scverse Single-Cell Analysis

Streamlines single-cell RNA-seq analysis using standardized AnnData and Scanpy workflows.

Mixed R/Python Pipeline CLI Creator

Converts existing Snakemake analysis projects into pip-installable CLI tools for automated workflow deployment.

Computational Resource Profiler

Analyzes system hardware to provide strategic recommendations for high-performance computing and scientific tasks.

scverse & Scanpy Essentials

Streamlines single-cell transcriptomics workflows using standardized scverse, AnnData, and Scanpy implementation patterns.

LlamaFarm RAG Pipeline

Provides expert guidance for building, configuring, and optimizing Retrieval-Augmented Generation (RAG) pipelines.

Plotly Scientific Visualization

Generates interactive statistical and scientific visualizations using Plotly Express and Graph Objects APIs.

Metabolomics Workbench Integration

Accesses the NIH Metabolomics Workbench database to query metabolite structures, experimental study data, and standardized nomenclature.

AgentDB Vector Search

Provides ultra-fast semantic vector search and intelligent document retrieval using AgentDB's high-performance HNSW indexing.

LlamaFarm Configuration Builder

Generates optimized LlamaFarm configuration files from natural language descriptions for RAG and document processing workflows.

Seaborn Statistical Visualization

Generates publication-quality statistical graphics and complex data visualizations using the Seaborn Python library.