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Build an AI-Powered MCP pipeline with Mage Pro: Part 1: Extract, Transform, and Structure PDF Data for AI Integration

This article describes how to build an AI system to answer questions about the Great Attractor using Model Context Protocol (MCP). In part 1 you’ll learn how to use Mage Pro to create a data pipeline that connects knowledge sources to AI systems, including fetching PDF data, cleaning the text, and preparing it for us with Antrhopic’s Claude. This approach allows for more accurate, source-specific AI responses rather than relying solely on general training data.

May 19, 2025

The Ultimate Guide to Google Cloud Data Engineering

Master Google Cloud data engineering with this in-depth guide. Learn GCP tools, best practices, certification paths, and how to advance your career.

May 6, 2025

Machine Learning Pipelines for Data Engineers

Learn to build robust ML pipelines with RAG technology, model evaluation metrics, and SHAP explainability. Essential guide for AI/data engineers.

May 5, 2025

Data Pipeline Orchestration: The Ultimate Guide for Data Engineers

Master data pipeline orchestration for ETL, ML & AI. Compare top tools, learn best practices, and level up your data engineering skills.

May 5, 2025

Data Ingestion Tools & Python: The Ultimate Guide

Discover the best data ingestion tools and platforms in the modern age. Master data ingestion using Python with practical code examples and tutorials.

May 5, 2025

RAG Pipelines: The Ultimate Guide for AI Data Engineers

Master Retrieval Augmented Generation (RAG) pipelines for AI systems. Explore architectures, tools, implementation, and best practices for RAG in data engineering.

May 5, 2025

What is Mage Pro? Benefits, differences from Mage OSS, and how it compares to Airflow and other data pipeline tools

Mage Pro is a fully managed, scalable data pipeline platform that builds on the open-source Mage by adding enterprise security, team collaboration, 24/7 support, and automated infrastructure management. It offers a simpler, faster, and more cost-effective alternative to Airflow, Dagster, Prefect, and dbt Cloud, making it ideal for teams ready to scale or upgrade from Mage OSS.

Apr 29, 2025

How to Integrate Mage Pro with VS Code: Step-by-Step Guide

This guide demonstrates how to integrate your Mage Pro environment with Visual Studio Code and Cursor. By implementing Tailscale VPN and Remote SSH connections, you'll gain the ability to develop and manage your data pipelines directly within your preferred code editor, enhancing your development workflow and productivity. The integration provides a coding experience with full access to your Mage Pro features while leveraging the advanced editing capabilities of modern code editors.

Apr 25, 2025