Data Science & ML Agent Skills

FiftyOne Python Code Style

Enforces official Voxel51 and FiftyOne Python coding conventions for consistent and maintainable development.

ML Model Trainer

Automates the end-to-end machine learning lifecycle from data analysis and model selection to training and performance evaluation.

FiftyOne Embeddings Visualization

Visualizes computer vision datasets in 2D using dimensionality reduction to explore data structure, clusters, and outliers.

FiftyOne Plugin Developer

Builds custom FiftyOne operators and interactive panels to extend computer vision data workflows.

LangChain Architecture & LLM Agents

Designs and implements sophisticated LLM applications using LangChain's modular framework for agents, memory, and multi-step workflows.

Computer Vision Adapter

Processes and analyzes images using advanced computer vision techniques to identify objects, classify scenes, and segment visual data.

Lyra AI Prompt Optimizer

Transforms vague natural language inputs into precision-engineered prompts for Claude, ChatGPT, Gemini, and other large language models.

CUDA Development Guide

Optimizes CUDA and GPU computing development with performance-focused guardrails and industry-standard implementation patterns.

D3.js Data Visualization

Builds interactive, publication-quality data visualizations using the D3.js library for any JavaScript environment.

Computer Vision Processor

Enables Claude to analyze images, detect objects, and perform visual classification tasks directly within your development workflow.

ElevenLabs Text-to-Speech

Converts text into high-quality audio files using the ElevenLabs API with customizable voice parameters and presets.

Research Superpowers Getting Started

Orchestrates systematic literature searches and reviews by finding, screening, and extracting data from scientific papers across PubMed and Semantic Scholar.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training through to production deployment and monitoring.

ML Model Evaluation Suite

Evaluates machine learning model performance using a comprehensive suite of metrics to ensure accuracy and deployment readiness.

Recommendation Engine Builder

Designs and implements personalized recommendation systems using collaborative filtering, content-based models, and hybrid approaches.

Classification Model Builder

Builds, optimizes, and evaluates robust supervised machine learning classification models automatically from labeled datasets.

Classification Model Builder

Builds and evaluates robust supervised learning classification models with automated preprocessing and performance reporting.

AI SDK Multi-Agent Orchestrator

Orchestrates sophisticated multi-agent systems and intelligent task routing using the Vercel AI SDK v5.

NCBI Gene Database

Queries the NCBI Gene database to retrieve comprehensive genetic information, including sequences, functional annotations, and biological pathways.

PubMed Research & API Access

Accesses the National Library of Medicine's PubMed database for advanced biomedical literature search and programmatic data retrieval.

Automated Data Preprocessing Pipeline

Streamlines data preparation for machine learning by building automated pipelines for cleaning, validation, and transformation.

Academic Reading Agent

Automates the creation of structured markdown reading notes from academic PDFs and EPUBs for sociology and social science research.

TorchDrug Graph-Based Drug Discovery

Powers AI-driven drug discovery using PyTorch for molecular property prediction, protein modeling, and chemical retrosynthesis.

RAG Implementation

Builds robust Retrieval-Augmented Generation (RAG) systems to ground LLM applications with external knowledge and proprietary data.

Gemini Consultant

Consults Google's Gemini 3 Pro with real-time web search and vision to provide Claude with verified facts and multimodal analysis.

Oneiros Agent Continuity

Provides a persistent cognitive architecture for AI agents to maintain long-term memory, context, and identity across multiple sessions.

Research Session Cleanup

Safely removes intermediate files and temporary data from completed research sessions while preserving critical findings and source papers.

Model Deployment Helper

Automates the end-to-end deployment of machine learning models to production environments through API generation and containerization.

Biopython Molecular Biology

Streamlines computational molecular biology tasks using the Biopython toolkit for sequence analysis, structural bioinformatics, and NCBI database integration.

Modal Cloud Computing

Deploys and scales Python code in serverless containers with high-performance GPU support and automatic autoscaling.