Data Science & ML Agent Skills

Training Set Builder

Extracts structured training examples from document sets to create high-quality datasets for teaching LLMs specific tasks or styles.

Academic Data Analyst

Facilitates reproducible academic research and data pipelines using dbt and Streamlit while enforcing rigorous data integrity standards.

Academic Research Data Analyst

Streamlines academic research data analysis by enforcing reproducible dbt pipelines and interactive Streamlit dashboards.

Ground Truth Labeling

Establishes rigorous and defensible ground truth labels for evaluation datasets based on authoritative guidelines.

Solar Data Downloader

Downloads solar observation data from SDO, STEREO, and Solar Orbiter missions for scientific analysis and machine learning.

Pegasus Workflow Converter

Converts Snakemake and Nextflow pipelines into robust Pegasus workflows for high-performance computing environments.

SSW Solar Machine Learning

Develops and deploys deep learning models for solar physics using preprocessed Sun and Space Weather data.

Excel Interactive Agent

Enables Claude to interactively explore, analyze, and modify open Microsoft Excel workbooks using natural language commands.

SSW Solar Data Preprocessing

Transforms raw SDO/AIA solar observation data into standardized, ML-ready formats through automated calibration and registration pipelines.

Solar Data Visualization (SSW-Viz)

Visualizes solar observation data, EUV imagery, and machine learning model outputs using SunPy and Matplotlib.

Pegasus Workflow Scaffolder

Automates the creation of production-grade Pegasus scientific workflows from high-level pipeline descriptions.

Multi-Agent System Optimizer

Optimizes multi-agent AI systems through intelligent coordination, performance profiling, and cost-aware orchestration.

GEPS v5: Evolutionary Portfolio Search

Automates multi-stage research idea generation and evaluation using graph-guided search and tournament-style ranking.

Production Python Developer

Develops production-grade Python code with a focus on type safety, fail-fast logic, and rigorous testing for research environments.

Academic Review Training Extractor

Extracts structured training pairs from academic peer reviews and source documents to build high-quality datasets for LLM fine-tuning.

ctrlsys Control Theory & Systems Engineering

Provides expert guidance on control system design, analysis, and identification using the ctrlsys library.

ctrlsys Control Theory & Systems Engineering

Provides expert guidance and routine lookup for the ctrlsys control systems library, covering LQR design, Kalman filtering, and system identification.

Convolutional Debate Agent

Enhances decision-making through a multi-model adversarial reasoning protocol and reliability-weighted aggregation.

Aristotle Mathematical Prover

Verifies mathematical claims and generates Lean 4 formal proofs or counterexamples using the Harmonic Aristotle API.

Speech2Text Client

Transcribes audio and video files into text via a specialized Speech2Text API with support for JWT authentication and task polling.

Notion RAG Codex

Facilitates the development and management of multi-agent Retrieval-Augmented Generation (RAG) pipelines with seamless Notion integration.

Scientific Visualization & Figure Design

Generates publication-ready scientific figures and multi-panel layouts optimized for top-tier academic journals like Nature and Science.

ESM Protein Design & Modeling

Designs, analyzes, and generates protein sequences and structures using Evolutionary Scale Modeling (ESM3 and ESM C).

Data Versioning Refactor

Implements lightweight dataset tracking and reproducibility patterns to ensure data changes are explicit and traceable.

Python Experiment Tracking

Organizes Python research code by implementing consistent logging, metadata tracking, and result comparison workflows.

Qiskit Quantum Computing

Develops, optimizes, and executes quantum circuits on IBM Quantum hardware and simulators using the industry-standard Qiskit framework.

Literature Review & Research Synthesis

Conducts systematic academic literature reviews across multiple scientific databases with verified citations and automated document generation.

Metabolomics Workbench Explorer

Accesses the NIH Metabolomics Workbench REST API to retrieve comprehensive metabolomics study data, metabolite structures, and standardized RefMet nomenclature.

LangGraph v1 & LangChain Assistant

Facilitates the development and migration of Python-based AI agents using LangGraph v1 and LangChain v1 standards.

Gemini AI CLI

Integrates Google's Gemini models directly into the terminal for one-shot Q&A, content generation, and text summarization.