Data Science & ML Claude 技能

ReasoningBank Agent Learning

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

GEO Database Access & Analysis

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

Color Envelope Preserving

Ensures deterministic data traversal and logical consistency by enforcing GF(3) color conservation across navigator compositions.

Color Envelope Preserving Navigator

Enforces GF(3) color conservation and deterministic traversal across complex data navigator compositions.

Phase Space Transformation

Analyzes and transforms coordinate systems within dynamical systems to preserve underlying physical and mathematical dynamics.

Agent-o-rama

Extracts behavioral patterns and cognitive models from interaction sequences to automate learning for surrogate systems.

Topological Aggregation 98e0c4

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

Mass Spectrometry Analysis (Matchms)

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

Curiosity-Driven Learning

Implements intrinsic motivation for AI agents by rewarding compression progress and world-model improvement.

Advanced Excel & Spreadsheet Toolkit

Automates professional spreadsheet creation, complex financial modeling, and data analysis with formula-driven accuracy.

Reactome Pathway Analysis

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

COSMIC Cancer Genomics

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

ZX-Calculus Quantum Reasoning

Enables diagrammatic reasoning and optimization for quantum circuits using Z-spiders, X-spiders, and rewrite rules.

Scientific Brainstorming Partner

Facilitates creative scientific ideation by generating hypotheses, exploring interdisciplinary connections, and challenging research assumptions.

OlmoEarth MLX Spatio-Temporal Intelligence

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

Scientific Visualization & Plotting

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

DCC346 Topological Diffusion

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

ClinicalTrials.gov Search & Analysis

Accesses the ClinicalTrials.gov API v2 to search, filter, and export global clinical study data for medical research and patient matching.

Geodesic Manifold

Computes shortest paths on spherical surfaces and Riemannian manifolds for navigation, aviation routing, and spatial analysis.

Denario Autonomous Research

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

Ordered Locale Fanout

Orchestrates triadic parallel agent dispatch with deterministic seeding and voice-specific locales for high-performance Apple Silicon workflows.

Stable Baselines3 RL Framework

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

Latent-Latency Spectral Bridge

Optimizes the tradeoff between representation compression and computational response time using spectral graph theory and convergence analysis.

Supersparsity Unison

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

Chemical Abstract Machine (CHAM)

Models computation as non-deterministic chemical reactions within multisets of molecules for parallel systems simulation.

Monoidal Category Theory Logic

Implements and applies the formal axioms of monoidal categories to define structural relationships and coherent transformations in complex systems.

K-Scale Ksim Robotics RL

Trains humanoid robot locomotion and manipulation policies using a JAX-native Reinforcement Learning framework built on MuJoCo.

K-Scale Kinfer Inference

Deploys high-performance reinforcement learning policies to real-world robots using a specialized Rust-based ONNX inference engine.

OpenRouter AI Integration

Provides unified access to over 400 AI models through a single, standardized API with intelligent routing and automatic fallbacks.

AI News Researcher

Researches and compiles the latest AI industry developments, including product launches, research breakthroughs, and regulatory updates.