Data Science & ML Agent Skills

AgentDB Vector Search

81

Implement high-performance semantic search and vector storage for intelligent document retrieval and RAG systems.

AgentDB Vector Search

81

Implements ultra-high-performance semantic vector search and document retrieval for Claude-powered RAG systems and intelligent knowledge bases.

ClinicalTrials.gov Data Integrator

81

Queries and analyzes clinical trial data from the official ClinicalTrials.gov API v2 for research and patient matching.

AgentDB Vector Search

81

Implement high-performance semantic vector search and intelligent document retrieval using AgentDB optimized HNSW indexing and quantization.

Scientific Brainstorming Partner

81

Facilitates creative scientific research ideation through collaborative hypothesis generation and interdisciplinary connection mapping.

AgentDB Vector Search

81

Integrates high-performance semantic vector search and HNSW indexing for intelligent document retrieval and RAG systems.

Metabolomics Workbench Database

81

Accesses and queries the NIH Metabolomics Workbench to retrieve study data, standardize nomenclature, and perform mass spectrometry searches.

DeepChem Bioinformatics ML

81

Empowers drug discovery and molecular analysis by integrating the DeepChem toolkit for property prediction, featurization, and graph neural networks.

Model Registry Maintainer

81

Manages AI model configurations, pricing, and capabilities within backend registries for LLM-powered applications.

Prompt Engineering

79

Implements advanced prompting patterns and psychological persuasion principles to maximize LLM performance, reliability, and controllability.

Data Visualization

61

Provides comprehensive guidance on visual encoding, chart selection, and technical implementation for building accessible, high-performance data representations.

Data Analysis

59

Performs comprehensive data cleaning, statistical analysis, and professional visualization using Python and pandas.

Research Discovery

41

Orchestrates specialized research workflows and methodology skills for academic studies, statistical analysis, and systematic reviews.

Nextflow Pipeline Overview

40

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

TensorFlow Data Pipelines

39

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

TensorFlow Model Deployment

39

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

TensorFlow Neural Networks

39

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

D3.js Visualization

38

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

Prompt Optimizer

36

Crafts high-quality, structured AI prompts through collaborative architectural design and advanced engineering techniques like Chain-of-Thought and Step-Back prompting.

LangChain4j Vector Stores Configuration

34

Configures and optimizes LangChain4j vector stores for RAG applications, enabling seamless semantic search and embedding storage in Java environments.

ML & Computer Vision Specialist

32

Provides specialized guidance for designing machine learning systems, computer vision pipelines, and production-ready AI architectures.

CocoIndex Data Pipelines

32

Builds ultra-performant real-time ETL pipelines for AI indexing, vector search, and incremental data processing.

Prompt Engineering

31

Creates and optimizes advanced prompts using patterns like few-shot learning, chain-of-thought, and system prompt design to significantly improve LLM performance.

Signal Correlation Workbench

29

Correlates qualitative customer feedback with quantitative telemetry and revenue data to drive data-backed business decisions.

Market Scenario Modeler

29

Builds sophisticated TAM/SAM/SOM models and financial scenarios to forecast market potential and stress-test revenue assumptions.

AI Consultant

27

Facilitates multi-model AI consultations, parallel multi-agent research, and structured peer-reviewed deliberation to provide diverse expert perspectives.

Gemini AI Assistant

24

Invokes the Google Gemini CLI to perform advanced reasoning, web-enabled research, and specialized code optimization tasks.

Streamlit Development

23

Builds, tests, and deploys interactive data applications using Streamlit with a focus on Snowflake integration and production-grade best practices.

AI MLOps and Security

22

Streamlines the production machine learning lifecycle with automated data ingestion, secure deployment patterns, and real-time drift detection.

AI LLM Development & Engineering

22

Guides the full lifecycle of large language model systems from architecture selection and dataset design to production deployment and monitoring.