Data Science & ML Agent Skills

Nextflow Pipeline Overview

Analyzes and summarizes Nextflow pipelines to provide immediate structural insights and dependency maps.

CocoIndex Pipeline Builder

Builds incremental data processing and vector embedding pipelines using declarative Python-native states and automatic change detection.

Agent SDK Builder

Builds custom AI agents using the OpenHands SDK through an interactive interview and guided implementation process.

Jupyter Notebook Manager

Manages Jupyter notebooks programmatically by reading, editing, executing, and converting .ipynb files for data science workflows.

TensorFlow Data Pipelines

Builds high-performance, scalable data input pipelines using the TensorFlow tf.data API to maximize training efficiency.

TensorFlow Model Deployment

Deploy, optimize, and serve TensorFlow and JAX models across production, mobile, and edge environments.

TensorFlow Neural Networks

Builds and trains sophisticated neural network architectures using TensorFlow's Keras API and custom low-level implementations.

Spreadsheet Automation & Financial Modeling

Automates the creation, analysis, and professional formatting of complex spreadsheets and financial models with visual validation.

Advanced Excel & Financial Model Processor

Automates the creation, modification, and analysis of professional Excel spreadsheets using industry-standard financial modeling and legal automation patterns.

D3.js Visualization

Builds sophisticated, interactive data visualizations and complex SVG-based diagrams using d3.js across various JavaScript environments.

Gemini Multimodal Tools

Integrates Google Gemini's multimodal capabilities to analyze PDFs, images, videos, and YouTube links directly within Claude.

AI Governance Assessment

Conducts comprehensive AI governance and responsible AI audits based on the EU AI Act and NIST AI RMF frameworks.

Prompt Analysis & Optimizer

Analyzes existing AI prompts using a seven-level framework to identify missing components and suggest structural improvements.

Prompt Optimizer

Refines and optimizes LLM prompts using Anthropic's structured 4-step improvement workflow.

LLM Optimization Advisor

Analyzes and optimizes LLM serving configurations to improve latency, reduce inference costs, and maximize throughput.

RAG Architecture Designer

Designs comprehensive Retrieval-Augmented Generation (RAG) systems including ingestion pipelines, retrieval strategies, and optimized technology stacks.

ML Pipeline Designer

Designs end-to-end machine learning system architectures tailored to specific business requirements and scalability needs.

Gemini CLI Query

Integrates Google Gemini's reasoning capabilities directly into your terminal for cross-model validation and quick insights.

Spring AI Assistant

Integrates advanced AI capabilities into Java applications using the official Spring AI framework.

DALL-E Image Generation

Generates high-quality AI images, creates variations, and provides expert prompt engineering guidance for DALL-E integration.

Excel & Spreadsheet Management

Automates professional spreadsheet creation, editing, and data analysis with a focus on formula integrity and financial modeling standards.

XLSX & Spreadsheet Agent

Automates professional spreadsheet creation, financial modeling, and data analysis with strict formula integrity and industry-standard formatting.

Advanced Excel & Spreadsheet Manager

Enables comprehensive spreadsheet creation, editing, and professional financial modeling using Python and LibreOffice.

Stable Diffusion Expert

Masters AI image generation with expert guidance on prompt engineering, model configuration, and parameter optimization.

Advanced Excel & Financial Modeling

Automates professional spreadsheet creation, data analysis, and financial modeling with rigorous formula verification and industry-standard formatting.

Gemini Deep Research

Executes autonomous, multi-step research and synthesizes comprehensive, cited reports using the Gemini Deep Research Agent.

XLSX Advanced Management

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

Spreadsheet Automation & Financial Modeling

Automates the creation, editing, and analysis of professional spreadsheets with advanced formula support and industry-standard financial modeling.

Spring AI Alibaba Integration

Integrates Alibaba Cloud DashScope AI services into Spring applications using the Spring AI framework.

CocoIndex AI Data Framework

Builds real-time data transformation pipelines and vector search indexes for AI applications.