Data Science & ML Claudeスキル

GEO Database Access & Analysis

Accesses and analyzes NCBI Gene Expression Omnibus (GEO) data for transcriptomics and functional genomics research.

Stable Baselines3 RL Framework

Implements and optimizes reinforcement learning agents using the Stable Baselines3 library for PyTorch.

Council Consultation Ensemble

Leverages a multi-model ensemble to provide diverse, parallel insights from GPT, Gemini, and Claude for complex problem-solving.

ReasoningBank Agent Learning

Implements adaptive learning and high-performance trajectory tracking for autonomous agents using the AgentDB vector backend.

Supersparsity Unison

Bridges neural network sparsity research with Unison’s content-addressed ability system to optimize sparse computation and scaling.

Gesture Hypergestures

Implements Mazzola's topological gesture theory to model continuous performance curves and expressive transitions.

Operad Composition Skill

Enables structured generation and algebraic composition of n-ary operations using colored operads.

993bdc TiDAR Integrator

Facilitates topological data integration and autopoietic skill evolution within the worldmat framework.

Topological Aggregation 98e0c4

Facilitates self-evolving topological aggregations and pattern recognition within the Gay MCP framework.

Topological Gesture Modeling

Implements mathematical gesture theory to bridge structural forms with dynamic performance trajectories using topological categories.

Yang-Baxter Integrability

Implements Yang-Baxter equation calculus for quantum integrable systems, R-matrix verification, and vertex model weight computation.

DCC346 Topological Diffusion

Facilitates topological diffusion and autopoietic learning patterns within the Model Context Protocol framework.

Gay Monte Carlo Measurements

Performs deterministic color-coded uncertainty propagation and gamut-aware probability distribution analysis.

Quantum Balalaika

Implements ternary cognitive superposition for advanced AI reasoning using balanced trits and autopoietic self-propagation.

COSMIC Cancer Genomics

Integrates the COSMIC cancer mutation database into bioinformatics workflows for somatic mutation analysis and precision oncology research.

OlmoEarth MLX Spatio-Temporal Intelligence

Analyzes planetary intelligence and crypto-geographic data using AI2 OlmoEarth foundation models optimized for Apple Silicon.

Algorithm Extraction & Documentation

Extracts and structures algorithm pseudocode from academic research papers into actionable implementation plans.

Replicate CLI

Interacts with the Replicate AI platform to run models, manage deployments, and perform fine-tuning directly from the command line.

Scientific Visualization & Plotting

Creates journal-ready, publication-quality scientific figures with standardized styling, multi-panel layouts, and colorblind-safe palettes.

Denario Autonomous Research

Automates the end-to-end scientific research pipeline from initial hypothesis generation to publication-ready LaTeX manuscripts.

Reactome Pathway Analysis

Integrates the Reactome pathway database to perform biological enrichment analysis, gene mapping, and molecular interaction queries for systems biology research.

Bioinformatics & Genomic Data (gget)

Provides unified access to over 20 genomic databases for sequence analysis, protein structure prediction, and gene expression queries.

Context Engineering Principles

Optimizes LLM performance by implementing token-efficient context management strategies for AI agents and tools.

Monoco Document Extractor

Converts PDFs, Office documents, and images into high-quality WebP pages optimized for Vision Language Model analysis.

Tripartite Decompositions

Decomposes complex computational problems into three GF(3)-balanced components for optimized parallel execution and sheaf-theoretic gluing.

Mass Spectrometry Analysis (Matchms)

Processes mass spectrometry data, standardizes metadata, and calculates spectral similarities for metabolomics workflows.

Advanced Excel & Data Analysis

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

FlowIO Flow Cytometry Handler

Parses and manipulates Flow Cytometry Standard (FCS) files, enabling seamless conversion to NumPy arrays and DataFrames for biological data analysis.

Historical Document HTR Transcription

Transcribes handwritten historical documents into machine-readable text and archival formats using advanced HTR models.

Evidence Evaluator

Evaluates the credibility and quality of information sources using standardized scientific frameworks and the CRAAP test.