Data Science & ML Agent Skills

Mem0 Expert

Integrates a persistent AI memory layer to manage user preferences and conversation context across multiple sessions.

Vector Database Expert

Guides the selection, implementation, and optimization of vector databases like Pinecone, Weaviate, Chroma, and Qdrant for RAG-based AI applications.

AssemblyAI Transcription & Audio Intelligence

Integrates AssemblyAI for cost-effective transcription, sentiment analysis, and PII redaction within your development workflow.

Transcription Expert

Streamlines audio and video transcription workflows by providing implementation patterns and comparative analysis for Whisper, Deepgram, and AssemblyAI.

Audio Fingerprint Expert

Identifies and matches audio content through advanced fingerprinting techniques for music recognition and automated segment detection.

AI Integration Expert

Integrates sophisticated AI capabilities including multi-tier LLM fallbacks, on-device models, and local image generation.

Deepgram Transcription Expert

Integrates enterprise-grade real-time speech-to-text, speaker diarization, and low-latency audio processing into development workflows.

Whisper Expert

Enables high-accuracy speech-to-text transcription and audio processing using OpenAI's Whisper models.

Knowledge Weave

Manages and visualizes structured project knowledge through an indexed database of theorems, evidence chains, and data provenance.

New Researcher Agent Factory

Deploys specialized domain-expert agents with curated academic corpuses and persona-driven intellectual methodologies.

Research Project Scaffolder

Scaffolds complete multi-agent research collaborations with specialized agent roles, knowledge tooling, and structured session planning.

IMRaD Research Structure Detector

Analyzes source material to determine its suitability for the IMRaD research format and identifies missing structural components.

Causal Inference & World Models

Implements advanced causal reasoning, counterfactual analysis, and System 2 deep learning architectures to build robust, intervention-aware AI models.

SEC Financial Data Analyst

Automates the extraction and analysis of SEC EDGAR filings and financial statements for comprehensive business intelligence.

MiniMax TTS & Voice Design

Integrates MiniMax's advanced text-to-speech engine to generate, clone, and design high-fidelity AI voices within Claude Code.

Python Execution & Management

Executes Python scripts and manages local Anaconda environments with integrated support for organized file structures and Chinese language visualization.

Research Analyst

Conducts systematic landscape research, competitive analysis, and evidence-based strategy evaluations to inform technical and business decisions.

LLM Router

Routes AI requests to various LLM providers including OpenAI, Grok, Groq, and DeepSeek using the SwiftOpenAI-CLI agent mode.

CSV Data Summarizer

Analyzes CSV files automatically to generate comprehensive statistical summaries and tailored visualizations using Python and pandas.

AgentDB Vector Search

Implements high-performance semantic vector search for intelligent document retrieval and RAG systems using AgentDB.

Xarray for Multidimensional Data

Simplifies scientific data analysis by managing labeled multidimensional arrays with Xarray's powerful indexing and metadata features.

arXiv Research Assistant

Searches and downloads arXiv paper source code and LaTeX files for scientific research and analysis.

RAG Implementation Guide

Builds sophisticated Retrieval-Augmented Generation systems to ground LLM responses with external knowledge and semantic search.

LangChain Architecture Design

Architect sophisticated LLM applications using LangChain's agents, memory systems, and complex chain patterns.

LLM Performance Evaluation

Implements systematic evaluation frameworks for LLM applications using automated metrics, human-in-the-loop feedback, and A/B testing.

CSV Data Summarizer

Automates comprehensive CSV data analysis and visualization by instantly generating statistical reports and charts without requiring user prompts.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production environments.

ML Pipeline Workflow

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

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of Excel spreadsheets with a focus on dynamic formulas and financial modeling standards.

Anthropic Architect

Recommends the most efficient Anthropic architecture for AI projects by analyzing requirements and selecting the optimal mix of skills, agents, and SDK primitives.