Data Science & ML Agent Skills

Quantitative Backtesting Frameworks

Builds robust, production-grade backtesting systems for trading strategies while mitigating common biases and handling transaction costs.

MechInterp Glossary and Constraints

Provides domain-specific knowledge and experimental constraints for mechanistic interpretability research on Splatoon data models.

RAG Manager

Manages Retrieval-Augmented Generation (RAG) indices to enable semantic search capabilities over BigQuery datasets.

Pairwise Meta-Analysis Methodology

Provides rigorous methodological guidance for conducting and reviewing pairwise meta-analyses following Cochrane and PRISMA standards.

Tidy ITC Workflow

Implements tidy modeling principles for reproducible and standardized indirect treatment comparison (ITC) analyses in R.

MAIC Methodology Guide

Provides expert methodological guidance and best practices for conducting Matching-Adjusted Indirect Comparisons (MAIC) in health economics and outcomes research.

Network Meta-Analysis (NMA) Methodology

Provides comprehensive methodological guidance and code implementations for conducting rigorous network meta-analyses following international standards.

CBDB API

Queries the China Biographical Database to retrieve detailed biographical information, social relationships, and official appointments of historical Chinese figures from the 7th century BCE through the 19th century CE.

ML Pipeline Workflow

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

LA-Bench Parser

Extracts structured experimental protocol data and instructions from LA-Bench format JSONL files.

Scientific Analysis & Reporting

Generates structured scientific research reports by analyzing raw data, verifying physical models, and calculating quantitative performance metrics.

GraphPad Prism Automation

Automates scientific data analysis and graphing workflows using GraphPad Prism scripting and XML manipulation.

Bulk RNA-seq Dataset Curator

Automates the end-to-end processing and curation of bulk RNA-seq datasets for VEuPathDB genomic resources.

Presenting Data

Generates professional, data-driven presentations and technical whitepapers with robust citation management and reproducibility standards.

Creating Visualizations

Generates professional terminal-based and image-based visualizations to communicate data patterns and analytics results clearly.

Cleaning Data

Implements a systematic data quality remediation process to detect duplicates, handle outliers, and standardize inconsistencies for reliable analysis.

Senior Prompt Engineer

Optimizes LLM performance through advanced prompt engineering, RAG architecture design, and agentic system orchestration.

LLM CLI

Interacts with diverse large language models through a command-line interface to perform tasks like prompt execution, data extraction, and embedding management.

LLM Integration

Configures and manages diverse LLM providers, streaming callbacks, and token optimization strategies for XSky-based agentic workflows.

Memory Leak Detector

Identifies and resolves memory exhaustion issues in Python and PyTorch applications, specifically targeting matplotlib figures and tensor accumulation.

Architecture Reviewer

Enforces adherence to PRISM architectural patterns by validating the implementation of Runner and Trainer classes during refactoring.

PyTorch Shape Validator

Validates and documents PyTorch tensor shapes through inline comments and runtime assertions to prevent common deep learning bugs.

Complex Tensor Handler

Manages complex-valued PyTorch tensors for astronomical imaging, signal processing, and frequency-domain neural networks.

Vector RAG GUI

Search and synthesize local vector RAG stores using an AI-powered graphical interface.

Example Analysis Skill

Provides a standardized workflow for data preparation, exploratory analysis, and high-quality visualization using Python libraries.

Basilica CLI Helper

Rent high-performance GPUs and manage machine learning training jobs on Basilica's decentralized compute marketplace.

CrewAI

Facilitates the development and orchestration of collaborative multi-agent AI systems and automated workflows.

Gemini Google Maps Tool

Integrates Gemini AI with Google Maps grounding to provide accurate, location-aware responses and recommendations for over 250 million places worldwide.

Vector RAG Tool

Indexes codebases and documents for semantic search to enable local Retrieval-Augmented Generation (RAG) using Ollama and FAISS.

scArches

Streamlines single-cell omics analysis through deep learning-based data integration, reference mapping, and model surgery techniques.