Scrape, Index, Deploy - Building MCP-Powered Agents with Weaviate

​About this workshop

​In this hands-on workshop, you’ll learn how to build intelligent, retrieval-augmented agents from the ground up using Weaviate and the Model Context Protocol (MCP).

​By the end of the session, you’ll have a fully functional agent that can pull, process, and respond with up-to-date, contextually rich information — and you’ll understand how to extend the workflow for your own use cases.

​What you’ll learn:

• ​How to collect and preprocess real-world data and load it into Weaviate

• ​How to index, embed, and query data efficiently with Weaviate

• ​How to connect your data pipeline to an MCP-enabled AI agent

• ​Best practices for deploying and scaling intelligent, retrieval-augmented systems

​Who should attend:
Developers, data engineers, and AI practitioners eager to get hands-on with cutting-edge retrieval frameworks and agent orchestration.