3. Data, Science & AI

Provides scientific computing utilities for engineering analysis and mathematical workflows using NumPy, SciPy, and SymPy.

Generates responsive data visualizations using Chart.js for quick chart creation in data analysis and reporting.

Builds AI-powered Q&A systems that retrieve information from document collections and generate responses using RAG techniques with Claude or OpenAI.

Step-by-step guide for building AI agents, integrating tools, and configuring MCP servers with minicode-sdk.

Processes marine engineering data workflows, including time series analysis and OrcaFlex results, using Pandas for efficient data manipulation and analysis.

Generates interactive scientific and analytical charts using Plotly in both Python and JavaScript environments.

Creates highly interactive, custom data visualizations using the D3.js library.

Generates interactive, enterprise-ready data visualizations using the Highcharts JavaScript library for web applications.

Orchestrates multiple AI agents using Claude Flow for parallel execution, coordinated problem-solving, and complex task automation in multi-agent systems.

Creates interactive charts with Apache ECharts, offering balanced ease-of-use and customization for data visualization.

Automates scanning, metadata extraction, and categorization of document collections for auditing and knowledge base preparation.

Enables configuration-driven workflows for AI model setup and analysis parameters using YAML.

Tracks and analyzes system or user usage metrics via timestamped event logging for actionable data insights.

Conducts hydrodynamic analysis for offshore structures using BEM, RAOs, and wave load calculations.

Provides efficient data writing and storage guidance for the TraceMem data management system.

Provides numerical analysis capabilities using NumPy for marine engineering, including matrix operations, FFT, and linear algebra.

Extracts text from PDFs with intelligent chunking and metadata preservation, supporting batch processing of technical documents and research papers.

Specialized tool for design, analysis, and assessment of mooring systems on floating offshore platforms using computational engineering methods.

Provides wave spectra analysis, statistical modeling, and transformation tools for offshore engineering applications.

Performs fatigue analysis on offshore structures using S-N curves, rainflow counting, Miner's rule, and DNV standards compliance.

Analyzes cross-repository git history using RAG to extract patterns and auto-generate new skills for development optimization.

Manages AI agent swarms in Flow Nexus cloud for deployment, coordination, and scaling of multi-agent systems to execute complex tasks.

Enables distributed neural network training, model inference, and lifecycle management within Flow Nexus cloud for machine learning applications.

Toolkit for creating, reading, and manipulating .xlsx files with formula support, formatting, charts, and financial modeling for data analysis and reporting.