Data Science & ML Claude 技能

BayesFlow Keras Ops

Ensures backend-agnostic tensor mathematics using Keras 3 operations for BayesFlow extensions and custom layers.

BayesFlow Adapter

Optimizes the creation and debugging of BayesFlow data preprocessing pipelines for simulation-based inference.

BayesFlow Package Manager

Streamlines the creation and maintenance of BayesFlow extension packages with standardized structures and API export management.

Cryptofeed Integration

Streams and normalizes real-time cryptocurrency market data from over 40 exchanges for algorithmic trading and analysis.

Excel & Spreadsheet Management

Automates professional spreadsheet creation, financial modeling, and data analysis with rigorous formula verification and industry-standard formatting.

Advanced Excel & Spreadsheet Automation

Automates professional spreadsheet creation, complex financial modeling, and data analysis with strict formula verification.

DataRobot Automation

Automates end-to-end machine learning workflows and data science tasks within the DataRobot platform using Rube MCP.

GroqCloud Automation

Automates ultra-fast AI inference, chat completions, and audio translation through the GroqCloud API via Composio.

Scientific Taste Research Critic

Evaluates and generates high-impact research ideas using a 7-dimension framework based on senior-reviewer intuition and academic literature.

AI ML API Automation

Automates machine learning and artificial intelligence API tasks using the Composio Rube MCP toolkit.

Codeinterpreter Automation

Automates sandboxed code execution and data analysis tasks through the Composio Codeinterpreter toolkit via Rube MCP.

Semantic Scholar Automation

Automates academic research tasks and paper data retrieval using Semantic Scholar's extensive citation database.

Vector Index Tuning & Optimization

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for high-scale search.

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.