Data Science & ML Agent Skills

Scientific Resource Detector

Detects hardware capabilities and provides optimized computational strategies for resource-intensive scientific tasks.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

Vector Index Tuning & Optimization

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and scaling configurations for high-efficiency similarity search.

Scientific Visualization

Generates publication-ready, journal-standard scientific figures and multi-panel layouts using Matplotlib, Seaborn, and Plotly.

AC Memory Manager

Persists knowledge and learned patterns across autonomous coding sessions using Graphiti-based memory management.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and structured experimental designs across research domains.

Gemini CLI Integration

Integrates Google’s Gemini AI capabilities into Claude Code for multimodal tasks, advanced code analysis, and automated tool execution.

Scientific Critical Thinking

Evaluates the rigor of scientific research by assessing methodology, statistical validity, and potential biases using established frameworks like GRADE and Cochrane.

LLM Evaluation Framework

Implement and automate comprehensive evaluation strategies for Large Language Model applications using metrics, human feedback, and LLM-as-judge patterns.

Scientific Literature Review

Conducts systematic, multi-database literature reviews and meta-analyses with verified academic citations and professional PDF output.

LangChain & LangGraph Architecture

Designs and implements sophisticated LLM applications using LangChain 1.x and LangGraph for advanced agentic workflows and state management.

ML Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation through production model deployment.

Advanced Excel & Spreadsheet Manager

Automates the creation, editing, and analysis of complex Excel spreadsheets with support for dynamic formulas and financial modeling standards.

XLSX Spreadsheet Expert

Automates professional spreadsheet creation, financial modeling, and data analysis with dynamic formulas and industry-standard formatting.

LangGraph v1 & LangChain Assistant

Facilitates the development and migration of Python-based AI agents using LangGraph v1 and LangChain v1 standards.

ElevenLabs Voice Processing

Manages high-fidelity voice cloning workflows, library organization, and audio optimization for synthetic speech generation.

ONT Align

Automates Oxford Nanopore sequence alignment, reference genome management, and edit distance computations for genomic data analysis.

Recursive String Diagrams

Generates and validates recursive string diagrams using category theory primitives for complex system modeling.

LangChain RAG Patterns

Implements production-ready RAG pipelines and multi-step agent workflows using LangChain, LangGraph, and LangSmith templates.

Metabolomics Workbench Explorer

Accesses the NIH Metabolomics Workbench REST API to retrieve comprehensive metabolomics study data, metabolite structures, and standardized RefMet nomenclature.

ML Training Examples

Provides production-ready machine learning templates and training workflows for classification, text generation, and financial analysis.

Google Cloud ML Configs

Configures and optimizes Google Cloud Platform environments for BigQuery ML and Vertex AI training workloads.

ML Code Reviewer

Reviews machine learning and deep learning code to optimize model architecture, training loops, and data pipelines for PyTorch and TensorFlow.

Microsoft Agent Orchestrator

Orchestrates complex multi-agent systems using Microsoft AutoGen and Semantic Kernel with local LLM support.

Vercel AI SDK Documentation

Provides comprehensive documentation and implementation patterns for building AI-powered applications using the Vercel AI SDK.

GPT CLI Access

Facilitates direct interaction with OpenAI GPT models through a command-line interface within the Claude environment.

Qiskit Quantum Computing

Develops, optimizes, and executes quantum circuits on IBM Quantum hardware and simulators using the industry-standard Qiskit framework.

ML Training Monitoring Dashboard

Sets up comprehensive monitoring dashboards using TensorBoard and Weights & Biases to track machine learning experiments in real-time.

Horus Federated Taxonomy

Extracts and validates federated taxonomy tags from text to enable multi-hop graph traversal and structured memory storage.

Agentica Multi-Agent Infrastructure

Orchestrates complex multi-agent AI workflows using standardized coordination patterns and robust infrastructure primitives.