Data Science & ML Agent Skills

Harmonic Insight AI Assistant

Standardizes the implementation of Claude-powered AI assistants across the Insight Business Suite with built-in persona systems and BYOK management.

FinnHub Financial Data

Integrates real-time financial market data including stock quotes, forex rates, crypto prices, and company fundamentals via the FinnHub API.

LabArchives ELN Integration

Automates electronic lab notebook workflows including data uploads, notebook backups, and programmatic entry management via the LabArchives REST API.

scvi-tools: Probabilistic Single-Cell Analysis

Implement deep generative models for single-cell omics analysis, enabling batch correction, multimodal integration, and probabilistic differential expression.

Scanpy Single-Cell Analysis

Performs comprehensive single-cell RNA-seq analysis workflows including quality control, clustering, and visualization.

NCBI Gene Database Integration

Simplifies gene data retrieval and annotation by querying the NCBI Gene database via E-utilities and Datasets APIs.

PufferLib Reinforcement Learning

Accelerates reinforcement learning workflows with high-performance environment vectorization and optimized PPO training.

LLM Chat Integration

Integrates sophisticated large language model chat completions into backend applications using the z-ai-web-dev-sdk.

LangGraph AI Orchestration

Builds complex, stateful, and cyclic multi-actor AI agent workflows using the LangGraph framework.

Backtest Datetime Visualization

Converts trading backtest charts from generic bar indices to precise datetime-based axes for improved temporal context.

Coercion & Duress Evidence Clerk

Analyzes historical document archives to identify and index evidence of forced surrenders, threats, and procedural irregularities with legal-grade precision.

Knowledge Ingestion Patterns

Implements systematic data ingestion strategies for RAG systems using optimized chunking and metadata patterns.

Gas-Fertilizer Shock Analyst

Verifies causal narratives between natural gas price surges and fertilizer market disruptions using automated statistical analysis.

JSON Repair & Formatting

Automatically fixes malformed or incomplete JSON strings generated by AI models to ensure reliable data parsing.

Stock Analyzer

Performs professional financial stock analysis using technical indicators, automated chart generation, and news sentiment tracking.

Bedrock AgentCore Memory

Integrates persistent episodic and short-term memory into Amazon Bedrock agents to maintain user context and learn from interactions across sessions.

AC Memory Manager

Manages persistent cross-session memory for autonomous coding tasks using Graphiti integration.

Arxiv Research Digest

Automates the discovery and summarization of relevant arXiv research papers based on specific interests in physics and machine learning.

Pymoo Optimization Framework

Optimizes complex multi-objective and constrained problems using state-of-the-art evolutionary algorithms and decision-making tools.

LlamaFarm Config Generator

Generates and modifies LlamaFarm RAG configurations using natural language descriptions to streamline document processing setups.

Autonomous Trading

Orchestrates end-to-end stock trading operations by performing automated screening, multi-model AI analysis, and order execution via Alpaca.

Clinical Trials Statistical Analysis

Provides R-based statistical methods and best practices for clinical trial design, analysis, and regulatory reporting.

LLM Tuning Patterns

Configures optimal LLM parameters and reasoning strategies based on evidence-backed research for specialized technical tasks.

LLM Chat Completions

Integrates Large Language Model chat completions into backend applications using the z-ai-web-dev-sdk for advanced conversational AI and text generation.

Similarity Search Patterns

Implements efficient similarity search and vector database patterns for semantic retrieval and RAG systems.

Hybrid Search Implementation Patterns

Implements high-performance hybrid search by combining vector similarity with keyword-based retrieval for RAG and search applications.

Prompt Engineering Patterns

Implement industry-standard prompt engineering techniques to improve LLM accuracy, reliability, and structured output handling.

Data Storytelling & Analytics

Transforms raw datasets into persuasive narratives and executive-ready presentations using structured storytelling frameworks and visualization techniques.

AC Memory Manager

Persists knowledge and learned patterns across autonomous coding sessions using Graphiti-based memory management.

Embedding Optimization & Strategies

Implements high-performance embedding pipelines and vector search strategies for RAG applications.