Data Science & ML Claudeスキル

Vector Index Tuning

Optimizes vector index performance to achieve the ideal balance between search latency, recall accuracy, and memory consumption.

3-Surgeons Direct Query

Accesses specific LLM models directly and manages dissent testing to eliminate reasoning blind spots without full consensus overhead.

BayesFlow Package Architect

Standardizes the creation and management of BayesFlow extension packages with precise export handling and CI configuration.

BayesFlow SBC Validation

Validates and diagnostics neural posterior estimators using simulation-based calibration and coverage analysis.

BayesFlow Adapter

Streamlines the creation of data preprocessing pipelines for Simulation-Based Inference using BayesFlow.

3-Surgeons Team Setup

Configures and verifies the 3-Surgeons multi-model consensus system by detecting local backends and managing API providers.

Data Context Extractor

Automates the creation of company-specific data analysis skills by capturing tribal knowledge and schema context from analysts.

Cerebras Inference Integration

Facilitates the implementation of high-speed LLM calls using Cerebras inference via LiteLLM and OpenRouter.

Gemini Web Integration

Enables high-quality text and image generation using a reverse-engineered Gemini Web API interface.

Context Optimization for AI Agents

Optimizes LLM context windows through compaction, masking, and caching strategies to maximize performance and minimize token costs.

Apipie AI Automation

Automates Apipie AI operations and workflows through Rube MCP and Composio toolkits.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain patterns for agents, memory management, and complex tool integration.

Mistral AI Automation

Automates Mistral AI model operations including chat completions, vector embeddings, and fine-tuning via the Rube MCP ecosystem.

Python Practice Tutor

Generates customized Jupyter notebook practice challenges for Python algorithms and pandas data manipulation.

AI Provider Settings Panel

Implements a secure, multi-provider AI management interface for Next.js applications to enable user-managed API keys.

Media Ingest & Semantic Cataloger

Automates the ingestion, visual analysis, and semantic tagging of photo and video assets into a searchable SQLite database.

Universal LLM Router

Routes prompts to any LLM provider and model while leveraging real-time benchmark data for optimal selection.

Replicate API Integration

Integrates the Replicate API for seamless deployment and execution of generative AI models like Flux, SDXL, and custom LoRA weights.

RAG Implementation & Semantic Search

Implements Retrieval-Augmented Generation (RAG) systems to ground LLM responses in external knowledge bases and private documents.

Similarity Search Patterns

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

Vector Index Performance Tuning

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for efficient AI applications.

Spreadsheet Automation & Analysis

Automates the creation, editing, and professional analysis of spreadsheets using Python-based tools while preserving complex formulas and layouts.

Audio Transcription & Diarization

Transcribes audio and video files into text or structured JSON with advanced speaker diarization and voice identification.

Market Sizing & Opportunity Analysis

Calculates TAM, SAM, and SOM using professional methodologies to quantify market opportunities for startups and new business ventures.

AI Configuration & MCP Cheat Sheet

Provides standardized configuration patterns for Gemini models, Codex environments, and Model Context Protocol (MCP) servers.

LangChain Application Architecture

Architects sophisticated LLM applications using LangChain's framework for agents, memory management, and complex tool integration.

Hybrid Search Implementation

Implements advanced search architectures by combining vector similarity and keyword-based retrieval for improved RAG system recall.

LLM Performance Evaluation

Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking.

Data Storytelling Analytics

Transforms raw business data into compelling narratives and persuasive executive presentations using proven storytelling frameworks.

AI Engineer

Architects and implements production-grade LLM applications, RAG pipelines, and intelligent agent orchestrations.